# Gigaspaces > [![GigaSpaces Logo](https://www.gigaspaces.com/wp-content/uploads/2020/02/logo-header-2.svg) ![GigaSpaces Logo](https://www.gigaspaces.com/wp-content/uploads/2020/02/logo-header-2.svg)](https://www. --- # Source: https://www.gigaspaces.com/book-a-demo Skip to content [ ![GigaSpaces Logo](https://www.gigaspaces.com/wp-content/uploads/2020/02/logo-header-2.svg) ![GigaSpaces Logo](https://www.gigaspaces.com/wp-content/uploads/2020/02/logo-header-2.svg) ](https://www.gigaspaces.com/) Search for: * Products![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Our Products * [eRAG](https://www.gigaspaces.com/products/erag) * [GenAI Catalyst](https://www.gigaspaces.com/products/genai-catalyst) * [Instant Data](https://www.gigaspaces.com/products/instant-data) * [Respond Proactively](https://www.gigaspaces.com/products/proactive-ai) * [Act Autonomously](https://www.gigaspaces.com/products/data-autonomy) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub-lobby) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Solutions for * [Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Product-menu-thumb.jpg)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) Conventional RAG Falls Short with Enterprise Databases [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) * Solutions![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Business Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid / Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * Industry Solutions * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2024/07/solutons.png) Massimo Pezzini, Gartner Analyst Emeritus ](https://go.gigaspaces.com/5-top-use-cases-for-driving-business-with-data-hub-architecture) 5 Top Use Cases For Driving Business With Data Hub Architecture [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/5-top-use-cases-for-driving-business-with-data-hub-architecture) * How it Works![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * [eRAG Technology Overview](/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Proactive AI Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/How-it-works-menu.jpg)](https://go.gigaspaces.com/effective-ai-governance-wp) Ensure GenAI compliance and governance [Read the Whitepaper![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/effective-ai-governance-wp) * [Success Stories![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg)](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) Monkey See, AI Do - All about CUA [Watch Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) * Resources![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Content Hub * [Case Studies](/resources/case-studies) * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Q&As](https://www.gigaspaces.com/answers) * [Videos](https://www.gigaspaces.com/resources/videos) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Events](/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [Blog](https://www.gigaspaces.com/blog) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Technical Documentation](https://docs.gigaspaces.com/latest/landing.html) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Resources-menu-thumb.jpg)](https://www.gigaspaces.com/blog/from-rag-to-tag) Taking the AI leap from RAG to TAG [Read the Blog![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://www.gigaspaces.com/blog/from-rag-to-tag) * 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[Support](https://www.gigaspaces.com/support-lobby) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) GigaSpaces, IBM & AWS make AI safer [Read How![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) * [Book a Demo](https://www.gigaspaces.com/book-a-demo) Search for: * Products![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Our Products * [eRAG](https://www.gigaspaces.com/products/erag) * [GenAI Catalyst](https://www.gigaspaces.com/products/genai-catalyst) * [Instant Data](https://www.gigaspaces.com/products/instant-data) * [Respond Proactively](https://www.gigaspaces.com/products/proactive-ai) * [Act Autonomously](https://www.gigaspaces.com/products/data-autonomy) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub-lobby) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Solutions for * [Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Product-menu-thumb.jpg)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) Conventional RAG Falls Short with Enterprise Databases [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) * Solutions![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Business Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid / Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * Industry Solutions * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2024/07/solutons.png) Massimo Pezzini, Gartner Analyst Emeritus ](https://go.gigaspaces.com/5-top-use-cases-for-driving-business-with-data-hub-architecture) 5 Top Use Cases For Driving Business With Data Hub Architecture [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/5-top-use-cases-for-driving-business-with-data-hub-architecture) * How it Works![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * [eRAG Technology Overview](/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Proactive AI Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/How-it-works-menu.jpg)](https://go.gigaspaces.com/effective-ai-governance-wp) Ensure GenAI compliance and governance [Read the Whitepaper![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/effective-ai-governance-wp) * [Success Stories![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg)](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) Monkey See, AI Do - All about CUA [Watch Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) * Resources![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Content Hub * [Case Studies](/resources/case-studies) * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Q&As](https://www.gigaspaces.com/answers) * [Videos](https://www.gigaspaces.com/resources/videos) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Events](/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [Blog](https://www.gigaspaces.com/blog) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Technical Documentation](https://docs.gigaspaces.com/latest/landing.html) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Resources-menu-thumb.jpg)](https://www.gigaspaces.com/blog/from-rag-to-tag) Taking the AI leap from RAG to TAG [Read the Blog![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://www.gigaspaces.com/blog/from-rag-to-tag) * Company![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Our Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * col2 * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) GigaSpaces, IBM & AWS make AI safer [Read How![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) * [Book a Demo](https://www.gigaspaces.com/book-a-demo) * Products * Our Products * [eRAG](https://www.gigaspaces.com/products/erag) * [GenAI Catalyst](https://www.gigaspaces.com/products/genai-catalyst) * [Instant Data](https://www.gigaspaces.com/products/instant-data) * [Respond Proactively](https://www.gigaspaces.com/products/proactive-ai) * [Act Autonomously](https://www.gigaspaces.com/products/data-autonomy) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Solutions for * [Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid/Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * 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How![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) * [Book a Demo](https://www.gigaspaces.com/book-a-demo) Search for: * Products![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Our Products * [eRAG](https://www.gigaspaces.com/products/erag) * [GenAI Catalyst](https://www.gigaspaces.com/products/genai-catalyst) * [Instant Data](https://www.gigaspaces.com/products/instant-data) * [Respond Proactively](https://www.gigaspaces.com/products/proactive-ai) * [Act Autonomously](https://www.gigaspaces.com/products/data-autonomy) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub-lobby) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Solutions for * [Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Product-menu-thumb.jpg)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) Conventional RAG Falls Short with Enterprise Databases [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) * Solutions![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Business Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid / Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * Industry Solutions * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * 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[Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) Monkey See, AI Do - All about CUA [Watch Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) * Resources![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Content Hub * [Case Studies](/resources/case-studies) * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Q&As](https://www.gigaspaces.com/answers) * [Videos](https://www.gigaspaces.com/resources/videos) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Events](/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [Blog](https://www.gigaspaces.com/blog) * 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360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # **Agentic RAG** [More Glossary Terms](https://www.gigaspaces.com/data-terms) ## **What is Agentic RAG?** Agentic RAG ([Retrieval-Augmented Generation](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation)) is an advanced approach in AI systems, leveraging innovative techniques to improve the retrieval and generation of contextually relevant information. Unlike traditional RAG systems, which passively retrieve and generate information based on predefined queries, agentic RAG integrates autonomous decision-making capabilities into its architecture. This allows the system to proactively refine queries, adapt responses, and iteratively improve results for a more dynamic and context-aware user experience. Agentic RAG architecture is designed to mimic human-like problem-solving abilities by combining retrieval mechanisms with decision-making algorithms. It goes beyond connecting large language models (LLMs) with knowledge bases by creating a feedback loop in which the system self-assesses and adjusts its outputs. This evolution makes agentic RAG a solid foundation for applications that demand a high [level of accuracy](https://www.gigaspaces.com/blog/rag-technology-increasing-genai-accuracy) and contextual relevance. ## **The Key Features of Agentic RAG** Agentic RAG systems boast several innovative features that set them apart from their predecessors: **Proactive Query Refinement:** Unlike conventional RAG systems, which rely on static queries, agentic RAG applications employ autonomous agents to refine queries on the fly. They analyze user inputs and environmental variables, so that the most relevant information can be retrieved. **Iterative Feedback Loops:** Agentic RAG architecture incorporates feedback loops that allow the system to learn from prior interactions. This iterative process enhances retrieval accuracy and content generation over time. **Enhanced Contextual Understanding:** By integrating advanced natural language understanding (NLU) algorithms, these systems grasp nuanced contexts and provide responses tailored to specific use cases or industries. **Dynamic Decision-Making:** Central to agentic RAG systems is the ability to autonomously decide on the next best action, whether this means refining a query, switching data sources, or suggesting alternate solutions. **Scalability and Customization:** Agentic RAG applications are highly scalable and can be tailored to meet the needs of a [wide range of industries](https://www.gigaspaces.com/data-terms/erag), from customer service to healthcare and beyond. This flexibility makes them ideal for enterprises who hope to use AI to address their more complex challenges. ## **How Agentic RAG Differs from Traditional RAG Models** Conventional RAG models concentrate on the static interplay that happens between retrieval and generation, where the system retrieves information from a fixed knowledge base and then generates responses accordingly. While this is effective for straightforward tasks, the approach has limitations when it comes to addressing dynamic and complex queries. Agentic RAG sets itself apart from this model by introducing an autonomous layer into the process. It actively participates in decision-making, using real-time feedback and adaptive algorithms to modify its approach as needed. For instance, in traditional RAG models, if a query presents incomplete results, the system cannot self-correct without a user intervening. On the other hand, an agentic RAG application is able to autonomously reframe the query or look for alternative knowledge sources to provide a more comprehensive response. Moreover, traditional models need pre-trained datasets in order to operate, which can result in outdated or irrelevant information being retrieved. The agentic RAG architecture combats this by continuously learning from new data and user interactions, so it can stay current and contextually relevant. ## ## ## **The Benefits of Using Agentic RAG** Adopting agentic RAG systems brings a host of benefits for various applications: ## **Better Accuracy and Relevance:** Agentic RAG is proactive and iterative by nature, so responses are accurate and contextually aligned with user needs. This is highly useful in industries where precision is key, such as legal research or medical diagnostics. ## **Enhanced Efficiency:** By automating query refinement and decision-making processes, these applications cut the need for manual intervention. This leads to much quicker response times and improved operational efficiency. ## **Customizable and Scalable Solutions:** The modular design of these systems’ architecture allows entities to tailor them to their unique requirements. Whether used for customer support or knowledge management, it can be scaled to meet the requirements of growing enterprises. ## **Ongoing Learning and Adaptation:** In dynamic environments, agentic RAG systems are invaluable, because they can learn from interactions and adapt accordingly. This makes sure that systems remain effective even as user needs and data sources change over time. ## **Cost-Effectiveness:** While the initial implementation of these systems does not come cheap, the long-term benefits of improved accuracy and automation usually outweigh the expense. Firms can optimize workflows and limit their reliance on people for routine tasks. ## **Broader Applicability:** Agentic [RAG systems ](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation)are versatile and can be used in industries as diverse as education, healthcare, customer service, and enterprise knowledge management. Their ability to cope with complex queries makes them extremely useful in scenarios that depend on deep contextual understanding. 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Terms](https://www.gigaspaces.com/data-terms) ## What is Agentic Reasoning? Agentic reasoning is how an AI agent thinks, decides, and acts with purpose; it’s the intelligence behind autonomous action. This goes well beyond pre-programmed responses or simple automation. At its heart, agentic reasoning is about understanding, evaluating, and choosing. An AI agent with these capabilities can sense its environment, consider various possibilities, and select the action most likely to achieve its goals. Think of it as [AI reasoning](https://www.gigaspaces.com/data-terms/ai-reasoning-engine) in its purest form. The agent doesn't wait around for human instruction. Instead, it observes, predicts, and learns from the results of its own actions. It's goal-directed, adaptive, and persistent. Agentic reasoning changes AI from a passive tool into an active participant that can plan, evaluate, and respond to complexity. ## How Agentic Reasoning Works in AI Agents Agentic reasoning follows a continuous loop. The AI scopes out its environment, processes what it sees, weighs up potential actions, and then acts and learns from the outcome. This cycle helps AI agents adapt to change, refine their strategies, and improve their decision-making over time. Unlike simpler systems, reasoning AI doesn't rely solely on data retrieval or pattern recognition. It synthesizes information, predicts consequences, and prioritizes goals. When this is extended to LLM models, something even more powerful is gained: an LLM agent that can interpret instructions, evaluate a range of paths, and execute sequences of actions to meet objectives independently. Agentic reasoning also involves a kind of internal simulation. AI agents consider possible futures and test scenarios in their "mind" before acting. This predictive capability limits risk, increases efficiency, and supports decisions that are strategic and tactical. ## What are the Core Principles of Agentic AI Decision-Making? ## **Goal-Directedness:** Every decision is guided by objectives. The [agent evaluates actions](https://www.gigaspaces.com/question/what-technologies-power-self-evaluation-ai-agents) based on how well they advance the goal, and these goals aren't rigid. They can evolve as the agent learns. ## **Autonomy:** The agent acts independently, needing minimal human intervention. This autonomy helps with rapid adaptation in dynamic environments. ## **Perception and Context Awareness:** Agents gather data from multiple sources and interpret context to ensure their decisions are relevant. The more nuanced the understanding, the more sophisticated the reasoning. ## **Learning and Adaptation:** Agentic reasoning is iterative. Feedback from past actions informs future choices, so the AI agent gets smarter over time. ## **Simulation and Prediction:** AI agents anticipate outcomes by assessing potential risks and rewards, thereby enabling informed decision-making. This foresight allows for proactive rather than reactive behavior. ## **Ethical and Explainable Decisions.** Agents should act transparently, aligning with moral principles and providing insight into how they make decisions. ## Benefits and Use Cases of Agentic Reasoning Agentic reasoning paves the way for AI applications that need more than rote responses (answers or actions carried out with little to no thought, often resulting from memorization and repetition). Autonomous vehicles navigate complex traffic by weighing a multitude of scenarios before making a move. Digital assistants anticipate what users need and act preemptively. Similarly, robots used in manufacturing can adapt to changing assembly lines without the constant oversight of people. In enterprise settings, agentic reasoning supports decision-making across many areas, including finance, logistics, and cybersecurity. AI agents can identify anomalous behavior, prioritize threats based on severity, and respond with speed and precision. In research, LLM agents quicken exploration, hypothesis testing, and even complex problem-solving. The key benefit here is flexibility. Agentic AI handles uncertainty well. It adapts and makes choices that are coherent, rational, and aligned with objectives. It doesn't just react, it reasons. ## Agentic Reasoning Design Patterns for LLMs Language models with agentic reasoning follow [structured patterns](https://www.gigaspaces.com/blog/ai-databases-design-patterns-reasoning-engines) that guide their decision-making. A few common approaches: [**Chain-of-Thought Reasoning**](https://www.gigaspaces.com/blog/chain-of-thought-prompting-and-explainable-ai)**.** The model proceeds through intermediate steps before concluding, explicitly articulating its reasoning path. **Reinforcement-Guided Agents.** The LLM learns from success and failure, improving its decisions iteratively. **Hierarchical Planning.** Complex tasks get broken down into sub-tasks, each evaluated and sequenced for optimal outcomes. **Multi-Agent Collaboration.** Several agents work together, [each evaluating](https://www.gigaspaces.com/data-terms/ai-self-evaluation) a subset of decisions and sharing insights to tackle complex goals. These patterns help ensure that LLM agent reasoning stays structured, predictable, and reliable—while still remaining flexible and adaptive. ## FAQs ### **What is agentic reasoning in artificial intelligence?** This is the process by which [AI agents](https://www.gigaspaces.com/data-terms/ai-agent) sense, evaluate, and act autonomously to achieve goals, using a combination of perception, decision-making, prediction, and learning. ### **How do AI agents apply reasoning to make autonomous decisions?** They carefully observe the environment, simulate possible actions, predict outcomes, weigh up any trade-offs, and execute whichever choice they believe is the most promising. Learning from feedback refines their future decisions. ### **What are the ethical implications of agentic reasoning in AI systems?** AI agents must align with human values and ethics, as well as comply with legal constraints. Transparent decision-making is vital, as are ethical guidelines, as these help prevent unintended harm. ### **How does agentic reasoning relate to explainable AI?** Explainable AI requires agents to articulate why they acted a particular way. Agentic reasoning supports this by offering clear reasoning paths and decision logic. ### **What are the main design patterns used for agentic reasoning in LLMs?** Common patterns include things like chain-of-thought reasoning, reinforcement-guided learning, hierarchical task decomposition, and multi-agent collaboration. 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Terms](https://www.gigaspaces.com/data-terms) ## What is AI Agent Orchestration? AI agent orchestration is the art of guiding autonomous agents to operate as a single, coherent system. One model trying to do everything will always hit limits. Agentic orchestration avoids that trap by spreading the load across specialists, so each agent takes on the work it’s built for. Together, they create a layered, flexible network that can navigate complex tasks, share the right context at the right moment, and move toward a common goal with clarity and efficiency. AI agent orchestration brings structure to autonomy. It defines how agents communicate, when they escalate decisions, and how they settle conflicts. It builds a rhythm that holds the system together even as conditions change. In practice, orchestration transforms a loose collection of independent workers into an integrated environment that anticipates the next move, rather than stumbling toward it. ## How does AI Agent Orchestration Work? At the heart of the system sits the orchestrator. It might be a dedicated agent, a rule-driven controller, or a full AI agent orchestration platform. Form does not matter. Its purpose is clear: read the request, grasp the context, and chart the right path forward. When a task appears, the orchestrator slices it into actionable steps. It decides which agents are best placed for each one, ensuring the work moves smoothly and efficiently. It sets priorities. It ensures handoffs happen cleanly and that each agent receives the information they need to continue the process without guessing. A strong AI agent orchestration framework also manages context. It stores what agents know, retrieves what they forget, and updates what changes. Context is the connective tissue, without it, agents act blindly. With it, they operate with precision and awareness. The system grows through feedback, not guesswork. Agents push up their results, admit what they don’t know, and call out gaps that matter. The orchestrator listens and reshapes the workflow, replacing the wrong agent with the right one, reorders tasks, or pulls in fresh capabilities when the moment demands it. Over time, the orchestration layer sharpens. It starts to see the routes that always work, the ones that never do, and the subtle patterns that warn when something is about to go off-track. The whole thing becomes a living system that holds autonomy in one hand and structure in the other. Each agent leans into its craft. The orchestrator makes sure the work lands in the right place, at the right time, for the right reason. ## The Core Components of Agentic Orchestration Frameworks A [robust agentic orchestration](https://www.gigaspaces.com/blog/rise-of-agentic-table-augmented-intelligence) environment must have several foundational elements. These define how the system organizes agents, manages information, and executes tasks in real-time. **The Orchestrator Layer** This is the decision center, it interprets instructions, assigns responsibilities, and monitors progress. The orchestrator sees that there is alignment across agents and maintains the global view that individual workers cannot see. ### **Specialized AI Agents** Each agent has a set purpose, some analyze data or control tools, while others write plans, draft responses, or trigger external actions through APIs. Each one is autonomous but limited by its role. ### **Communication and Messaging Channels** Agents need to be able to exchange information reliably. A well-designed AI agent orchestration platform establishes standardized messaging routes, so agents can share insights, transfer tasks, and maintain context without confusion. ### **Shared Memory or Context Store** The system needs a place to store collective knowledge. This repository holds intermediate results, conversation history, retrieved documents, and the evolving state of the workflow. The orchestrator maintains this memory coherence and sees that it remains up to date. ### **Tooling and Function Interfaces** Agents rarely succeed without external tools, they query databases, call APIs, search the web, run code, and trigger business systems. The framework is there to control access to these tools so that agents can act instead of just talk. ### **Governance and Safety Controls** Autonomy demands boundaries. Guardrails define what agents may access, what actions require approval, and how errors are caught or prevented. Good governance protects the system from drift, misuse, and unintended escalation. These components work together to support predictable, high-quality output even as tasks grow more complex. ## The Benefits of AI Agent Orchestration Platforms An established AI agent orchestration platform offers significant advantages for teams building advanced automation. When the orchestration layer becomes mature, the system gains qualities that standalone agents cannot deliver. * **Efficiency** : tasks move smoothly from one specialist to another without redundant work or unnecessary waiting. The system uses computation wisely so that workflows become faster and more consistent. * **Clarity** : the orchestrator keeps the entire process transparent. It documents decisions, tracks dependencies, and reveals bottlenecks that would otherwise remain hidden. * **Adaptability** : When conditions shift, the orchestrator can redirect tasks, rebalance workloads, or bring in additional agents. This allows the system to handle sudden traffic spikes, unexpected failures, or new requirements without manual intervention. * **Reliability** : If one agent fails, others continue, and if the context changes, the orchestrator updates everyone. The system becomes more resilient than any individual component. * **Continuous improvement** : The orchestration layer learns from usage patterns, and identifies the agents that perform well, the ones that struggle, and the interventions that lead to better results. Over time, workflows refine themselves. These benefits make agentic orchestration a core capability for any enterprise that wants to scale AI with confidence. ## FAQs ### **What does AI agent orchestration mean in practical terms?** Coordinating multiple autonomous agents so they can work together without constant supervision. The orchestrator steps in, picks the right agent for each stage of the job, and keeps the entire flow moving in the same direction. ### **How does agent orchestration differ from workflow automation?** Workflow automation runs on fixed rules. [Agent orchestration](https://www.gigaspaces.com/blog/rise-of-agentic-table-augmented-intelligence) does not. It reads the moment, weighs the context, and chooses the next action with intent instead of following a rigid script. ### **What are the main components of an AI agent orchestration framework?** An orchestrator sits at the top, and specialized agents carry out the work. Messaging channels let them speak and shared context gives them memory. Tool interfaces allow them to act. Governance holds the whole system steady, and together, these pieces form a framework built for coordinated autonomy. ### **Which orchestration tools are commonly used for enterprise AI?** Enterprises rely on a mix of open frameworks, proprietary [orchestration engines](https://docs.gigaspaces.com/latest/overview/the-runtime-environment.html), and full agent platforms that offer tool calling, memory, policy controls, and structured workflow management. Each one supports multi-agent collaboration at scale. ### **How can AI agent orchestration enhance decision-making and efficiency?** By combining the strengths of many agents, holding context steady across every step, and adjusting workflows as conditions shift. The outcome is sharper decisions, fewer missteps, and systems that continue to perform even when pressure rises. 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[Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # **What Is AI Agent Routing?** [More Glossary Terms](https://www.gigaspaces.com/data-terms) ## **What Is AI Agent Routing?** AI agent routing is the backbone of modern customer service. It’s the technology that matches a user’s question to the right agent or AI tool. Simple in concept. Powerful in execution. Think of it as a smart traffic controller for conversations. It stops customers from being bounced around. It ends long waits and repeated explanations. Instead, it connects the person to the right expert the first time. Unlike old systems, AI agent routing does not rely on fixed rules or clunky menus. It listens and understands. It analyzes what’s said, the context, the urgency, and who should respond. Then it sends the query where it belongs. Fast and precise. AI routing software is built on machine learning and large language models. These tools process language like humans do. They don’t only catch keywords, they can grasp intent. They read between the lines, which is a leap from [simple automation to smart automation](https://www.gigaspaces.com/blog/synchronizing-session-data-across-kubernetes-clusters). This makes AI agent routing a game-changer. Companies save time. Customers get answers. Agents focus on what matters. It’s a win for all. ## **How Does AI Agent Routing Work?** The system runs in four clear steps: * **Understanding the Query:** The [AI](https://www.gigaspaces.com/data-terms/ai-databases) examines the message. It looks beyond just words. It figures out the customer’s intent. Is it a billing question? A technical problem? A complaint? It also checks history and urgency. * **Matching the Right Agent:** Once the intent is clear, the AI picks the best agent. That could be a chatbot, a human specialist, or an AI assistant trained in that area. * **Routing the Query:** The question moves instantly to the chosen agent. The agent receives all the context. No need to ask the customer to repeat themselves. * **Learning Over Time:** AI systems improve with experience. They learn which routes worked well. They adapt to new queries and shifting patterns. ****This is where AI route optimization matters. The system balances workload. It avoids[ bottlenecks](https://www.gigaspaces.com/blog/tag/api-bottleneck) and it prioritizes urgent requests. That keeps service fast and efficient. ## **Agent Routing Architectures** Not all AI routing systems are the same. They come in different forms depending on complexity and scale. * **Single-Agent Systems:** Here, AI routes queries within one focused area. Consider a chatbot that handles billing questions only. It is simple, focused, and highly efficient for small tasks. * **Multi-Agent Systems:** In larger setups, multiple AI agents handle different tasks. One agent may manage refunds, while another handles technical issues. A third might manage complaints. The routing software orchestrates these agents, sending each query to the right place. * **Hybrid Human-AI Systems:** Some questions need a human touch. AI routes simple tasks to bots and hands off complex issues to people. This keeps operations smooth while preserving quality and empathy. * **Distributed Systems:** Large organizations may run AI agents in different locations or teams. This reduces delays and adds local knowledge to routing. Each architecture uses AI routing software designed to optimize the flow. The goal is always clear: deliver the right help quickly without wasted effort.**** ## **AI Agent Routing Use Cases** The reach of [AI agent](https://www.gigaspaces.com/data-terms/ai-agent) routing is broad. Here are some common applications: * **Customer Support:** AI routes customers to the agent who knows best. This cuts transfers and boosts satisfaction. * **Sales:** Leads get matched to salespeople by region or product specialty. Hot leads get priority. * **Healthcare:** Patient queries go to billing, medical advice, or scheduling teams, depending on need. * **Finance:** Banking questions on fraud, payments, or loans go directly to the right experts. * **IT Helpdesks:** Internal tickets find the right technician fast. * **E-commerce:** Questions on orders, returns, or product info reach the correct agent immediately. AI-driven automated routing cuts costs. It improves speed, and it lifts customer experience. Businesses that adopt it gain a clear edge.**** ## **FAQs** ### **Q: How does AI agent routing differ from legacy intent classifiers?** Legacy systems depend on fixed categories. They spot keywords and slot queries into set buckets. This leads to rigid and often wrong routing, as they struggle with complex, multi-turn conversations. AI agent routing uses large language models that understand context and nuance. They process entire conversations, track history, and adapt, resulting in smarter, more accurate routing. ### **Q: What are some common challenges in implementing AI agent routing?** Challenges include managing complex workflows where agents depend on each other. Transparency is tricky; companies want to know why a query was routed a certain way. There is also always the risk of malicious inputs trying to fool the AI. Real-time performance is known to strain resources. Finally, costs can escalate if heavy AI models run unchecked. To succeed, companies must monitor routing closely, design clear protocols, and optimize costs. ### **Q: How does having a multi-agent system contribute to effective AI agent routing?** Multi-agent systems bring specialization. Each AI agent is an expert in a narrow domain. Routing software then acts as a conductor, sending queries to the right expert. This avoids context overload for any single agent. It handles scale and complexity better. Customers get faster, more precise answers. And businesses benefit from efficient resource use. 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How![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) * [Book a Demo](https://www.gigaspaces.com/book-a-demo) Search for: * Products![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Our Products * [eRAG](https://www.gigaspaces.com/products/erag) * [GenAI Catalyst](https://www.gigaspaces.com/products/genai-catalyst) * [Instant Data](https://www.gigaspaces.com/products/instant-data) * [Respond Proactively](https://www.gigaspaces.com/products/proactive-ai) * [Act Autonomously](https://www.gigaspaces.com/products/data-autonomy) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub-lobby) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Solutions for * [Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Product-menu-thumb.jpg)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) Conventional RAG Falls Short with Enterprise Databases [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) * Solutions![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Business Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid / Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * Industry Solutions * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * 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360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # What is AI Self-evaluation? [More Glossary Terms](https://www.gigaspaces.com/data-terms) AI self-evaluation is an AI system’s ability to assess its own outputs,[ analyze reasoning steps](https://www.gigaspaces.com/data-terms/llm-reasoning), and pinpoint possible mistakes or weak logic. It mimics human introspection. It can be viewed as a kind of internal audit, conducted by the machine, for the machine. This isn’t about judgment, but rather awareness. At its core, AI self-evaluation is designed to answer: Did I reason clearly? Was my answer accurate? Could it have been better? These systems rely on structured analysis, such as CoT analysis (Chain of Thought), and feedback loops often powered by a secondary model, sometimes called an AI self-evaluation generator. ## Why AI systems need self-evaluation mechanisms Most generative AI systems sound confident. But sounding smart and being smart are not the same thing. That distinction matters when the stakes are high: customer service, financial decisions, medical guidance. The major risks with traditional LLMs: * **Hallucinations** : When AI confidently produces false or fabricated information * **Opacity** : When there’s no clear path explaining how the AI reached a conclusion * **Evaluation bottlenecks** : Manual review of AI outputs is slow, expensive, and often inconsistent AI self-evaluation addresses these problems by offering: * Real-time introspection * Reduced reliance on human review * Improved trust and transparency in outputs In enterprise settings, where scale and accuracy are non-negotiable, self-evaluating agents hold a practical edge. ## How CoT and Reflection Improve AI Reasoning To reason well, an AI system needs to think step by step. That’s where [Chain of Thought](https://www.gigaspaces.com/data-terms/chain-of-thought-prompting) (C0T) analysis comes in. CoT analysis is a technique that prompts the model to break down its reasoning into multiple, visible steps. These steps can then be independently evaluated, either by the model itself or by a second evaluator model. ### Benefits of CoT in AI Self-evaluation: * Reveals where reasoning goes wrong * Improves transparency for human oversight * Allows models to validate intermediate logic, not just final answers AI reflection goes one step beyond. It includes a second phase after answer generation: a deliberate pause where the model looks back at its own response. This meta-level inspection is based on human self-checking and functions as an internal review layer. In contrast to human, external, and static traditional assessment, AI reflection is dynamic and internal. It gives the model the ability to reflect upon itself in real time and transform as it learns. Though slow and expensive, traditional review systems are, AI reflection increases very fast and allows the system to learn how to better itself without having to wait for humans to return to it. In this manner, reflection turns passive output into active improvement. ## Tools and Techniques for Measuring AI Performance You can’t improve what you don’t measure, and that’s where[ LLM evaluation methods](https://www.gigaspaces.com/data-terms/llm-evaluation) come in use. Key techniques for AI performance evaluation: * **Self-consistency checks:** The model generates a host of answers to the same prompt and inconsistencies are flagged as potential errors. * **Retrieval-Augmented Generation (RAG):**[ Limits the AI’s answer scope](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation) to data sources that are pre-approved, enhacing traceability and cutting hallucinations. * **Dual-pass systems:** One pass to generate. Another to critique. This two-phase design encourages better logic and accuracy. * **Entropy tracking:** Measures uncertainty in the model’s token choices. Sudden spikes can suggest hallucination risks. * **Evaluation AI frameworks:** A second LLM, trained to critique the first. These agents use rubrics covering accuracy, clarity, traceability, and relevance. Popular frameworks and tools include: * **Tars Evaluation AI** – A self-evaluation tool for enterprise-grade conversational AI. * **OpenAI Eval** – A flexible framework for LLM evaluation using both intrinsic and task-based metrics. * **Anthropic’s Constitutional AI** – A method where AI models are trained to critique themselves using pre-defined ethical and logical principles. ## FAQs ### **What is the goal of AI self-evaluation in modern LLMs?** [To improve the reliability](https://www.gigaspaces.com/blog/multi-agentic-rag-benefits), transparency, and safety of AI outputs by enabling models to critique and correct their own responses. ### **How does C0T analysis support better AI performance?** It breaks complex reasoning into step-by-step logic, allowing errors to be spotted[ in the process](https://www.gigaspaces.com/data-terms/rag-pipelines), not just in the outcome. ### **What’s the difference between AI reflection and traditional evaluation?** Traditional evaluation relies on human oversight. AI reflection happens within the system itself, enabling real-time, scalable feedback and continuous refinement. ### **Are self-evaluating AI agents more reliable than externally assessed models?** Often, yes. They can flag issues faster, operate at scale, and reduce human review effort, especially in structured or repetitive tasks. ### **Which frameworks or tools help implement AI self-evaluation in production?** Tools like Tars Evaluation AI, OpenAI’s eval suite, and Anthropic’s self-critique methods offer scalable paths to embed self-evaluation in live systems. 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Terms](https://www.gigaspaces.com/data-terms) In the age of big data, keeping data clean is not just for IT teams, it’s a job for machines now. Automation and AI help us check, fix, and improve data. This is called augmented data quality. It uses smart tools to make data better, faster, and ready to use. ## What is Augmented Data Quality? Augmented data quality involves the use of artificial intelligence (AI), machine learning (ML), and deep analytics to automate and optimize data quality processes. [Traditional data quality](https://www.gigaspaces.com/news/the-next-wave-of-ops-advances-on-the-data-center) initiatives are usually mundane, rule-driven operations involving tasks such as deduplication, standardization, and validation. Augmented approaches, on the other hand, use AI to learn from data, identify patterns, recommend improvements, and even take corrective action autonomously. Rather than relying solely on human intervention, organizations utilizing AI-enforced data quality tools are able to identify errors before they happen, suggest fixes, and maintain quality in fast-moving, high-data volumes. It is a highly critical aspect of augmented data integration and augmented data management strategy. ## How Augmented Data Quality Works Essentially, [augmented data quality](https://www.gigaspaces.com/blog/from-rag-to-tag) marries machine learning with human judgment. AI and ML are used to examine vast amounts of structured and unstructured data for anomalies, inconsistencies, or missing values that could undermine data integrity. Here’s how it typically functions: **Profiling:** The system assesses collections of information to understand structure, completeness, and possible quality issues. **Anomaly Detection:** Statistical patterns identify outliers or anomalous patterns that could be errors. **Rule Recommendation:** Based on experience and expert domain knowledge, the framework can suggest or automatically generate data quality rules. **Remediation:** The system will notify data stewards or take actions such as cleaning, enriching, or deduplicating data. **Continuous Monitoring:** Enhanced systems provide real-time assessment to ensure levels of quality are maintained as data evolves. These systems have a propensity to interface favorably with existing data infrastructures, thus enabling smarter data integration efforts as clean, trustworthy data is able to pass throughout the entire pipeline. ## The Benefits of Augmented Data Quality Organizations that adopt augmented data quality tools unlock several strategic advantages: **Scalability and Speed** The manual data quality processes cannot scale in the current data infrastructure. The AI-based tools can clean and process data in real-time even for petabyte-scale data. **Improved Accuracy** Machine learning algorithms can detect small faults and complex patterns that the traditional rule-based system might miss, thus providing [much better accuracy](https://www.gigaspaces.com/blog/rag-technology-increasing-genai-accuracy) and completeness of the data. **Operational Efficiency** Through automating routine tasks such as data matching, rule definition, and anomaly detection, teams are free to focus on more valuable activities such as data strategy and governance. **Faster Time to Insight** Reliable, high-quality data means business intelligence and analytics platforms deliver more trustworthy insights, faster. This accelerates decision-making and innovation. **Cost Reduction** Cleaner data leads to fewer downstream issues, such as failed analytics projects, misinformed decisions, or compliance violations, saving time and money. ## Key Features to Look For in Augmented Data Quality Tools If you're evaluating AI-augmented data quality platforms, here are some essential features to consider: * **Automated Rule Generation** : The ability to recommend or auto-generate data quality rules using ML. * **Natural Language Interfaces** : Easy-to-use interfaces that allow business users to interact with data quality functions without deep technical knowledge. * **Self-Learning Algorithms:** Improves its accuracy and recommendations over time depending on data behaviour and feedback from users. * **Data Lineage and Traceability:** Features that capture changes and help users understand how and why data was modified. * **Collaboration Tools:** Workflow support that allows data stewards, analysts, and engineers to collaborate seamlessly. **** * **Real-Time Monitoring:** The ability to constantly monitor and alert on data quality issues as new data arrives. * **Integration Capabilities:** Support for popular data lakes, warehouses, and integration tools to fit into modern data architectures. ## Best Practices for Augmented Data Quality To maximize the value of augmented data quality solutions, organizations should adopt these best practices: **Start with Clear Objectives** Define what “good quality data” looks like in your business context—completeness, accuracy, timeliness, etc. This guides model training and rule creation. **Prioritize High-Impact Data** Focus on the data assets that influence key decisions, customer experiences, or compliance risks. Augmented tools can help prioritize issues based on business impact. **Involve Domain Experts** AI can suggest rules, but it is human expertise that validates them. Drive collaboration between data scientists, business analysts, and IT teams. **Enable Feedback Loops** The best AI systems learn from user actions. Provide mechanisms for users to approve, reject, or refine rule recommendations to improve future performance. **Measure and Monitor Continuously** Establish KPIs for data quality (such as error rates, time to fix issues) and track them over time. Augmented platforms should offer dashboards and reports for ongoing visibility. **Ensure Governance Alignment** Embed data quality efforts into your broader data governance framework. Augmented solutions should support compliance, auditability, and metadata management. 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[![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Product-menu-thumb.jpg)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) Conventional RAG Falls Short with Enterprise Databases [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) * Solutions![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Business Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid / Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * Industry Solutions * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * 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[Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) Monkey See, AI Do - All about CUA [Watch Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) * Resources![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Content Hub * [Case Studies](/resources/case-studies) * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Q&As](https://www.gigaspaces.com/answers) * [Videos](https://www.gigaspaces.com/resources/videos) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Events](/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [Blog](https://www.gigaspaces.com/blog) * 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Catalyst](https://www.gigaspaces.com/products/genai-catalyst) * [Instant Data](https://www.gigaspaces.com/products/instant-data) * [Respond Proactively](https://www.gigaspaces.com/products/proactive-ai) * [Act Autonomously](https://www.gigaspaces.com/products/data-autonomy) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Solutions for * [Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid/Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # Cache Augmented Generation (CAG) [More Glossary Terms](https://www.gigaspaces.com/data-terms) ## What is Cache Augmented Generation? Cache Augmented Generation (CAG) is a method designed to boost the performance of AI systems, particularly those that use [Retrieval-Augmented Generation](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation) (RAG) frameworks such as RAG LangChain (LangChain is a tool that helps developers build agents that can think through problems and break them into smaller steps.) By combining caching with AI-generated responses, CAG helps AI systems become faster and more efficient. When AI models need to access external knowledge — like databases, vector stores, or search engines — CAG allows them to check a cache first, and, if the answer is already stored, the system can provide it immediately, which saves time and computational resources. In essence, CAG adds a caching layer to the knowledge retrieval process, which enables systems to reuse [previously retrieved data](https://www.gigaspaces.com/data-terms/caching-as-a-service) instead of having to run costly and repetitive searches. ## How Cache Augmented Generation Works Examining a typical [AI pipeline](https://www.gigaspaces.com/blog/creating-data-pipelines) that uses RAG LangChain makes it clearer how cache augmented generation knowledge retrieval works. Normally, when a user query is entered into an AI model, the model searches an external source of knowledge (such as a vector database) to find any documents or data that are relevant. These results are then used to generate a final answer or response. However, [CAG ](https://www.gigaspaces.com/blog/cag-tag-multi-agentic-rag)optimizes this process. It works as follows: **User Query:** The user sends a question to the AI system. **Cache Check:** Before querying external sources, the system [checks an in-memory cache](https://www.gigaspaces.com/blog/in-memory-cache/) to see if a similar or identical question has already been answered. **Cache Hit or Miss:** If found (cache hit), then the system retrieves the cached data and uses it to generate an answer at once. If not found (cache miss), the system will then retrieve data from the external source as usual. **Cache Update:** After retrieving and using external data, the system stores the result in the cache for future use. **Answer Generation:** The AI model uses the retrieved (or cached) data to generate a final response to the user. In this way, cache augmented generation makes knowledge retrieval more simple by cutting redundant queries and limiting latency. ## The Key Components of CAG There are several key components that make cache augmented generation work effectively: * **In-Memory Cache** : This is the heart of CAG. It stores recently retrieved documents, responses, or embeddings in memory for quick and easy access. A slew of tools like Redis, Memcached, or in-process caches can be used depending on the scale of the system. * **Similarity Search Function** : Not all user queries will be the same, so CAG often uses semantic similarity search (such as using embeddings) to check if there are already similar queries in the cache. * **Retrieval System (RAG Pipeline)** : If the system finds no cached result, it falls back on standard RAG LangChain processes to query databases, vector stores, or APIs to gather knowledge. * **Cache Management Logic** : This handles cache expiration, size limits, and updates so that the cache remains relevant and doesn’t grow indefinitely. * **AI Generation Module** : Once data is retrieved (from cache or source), a language model (like GPT-4 or similar) uses it to generate a response. ## The Benefits of Cache Augmentation in AI Models Adding caching to AI-driven knowledge retrieval pipelines like RAG brings several significant benefits: * **Less Latency** : Since data is served directly from the cache when possible, response times are much faster — often near real-time. * **Lower Costs** : Querying external knowledge bases (like databases or APIs) can be costly in terms of both compute and API fees. By reusing cached data, CAG reduces the frequency of these calls. * **Better Scalability** : CAG lets AI systems handle more users at once without overloading backend systems. * **More consistency** : Frequently asked questions (FAQs) or common queries return consistent results when served from the cache, improving the user experience. * **Boosted resilience** : If external sources are temporarily unavailable, cached responses can still provide service continuity. ## How CAG Improves Language Model Outputs Although the main focus of cache augmented generation is efficiency, it has the added benefit of enhancing both the quality and consistency of AI-generated outputs. It does this in several ways. For one, rapidly retrieving the relevant data enables language models to generate informed and accurate answers with very little delay. Also, because CAG can store high-quality, curated responses, subsequent users benefit from information that becomes more polished and precise over time. In conversational AI, CAG can cache parts of ongoing discussions, which helps maintain context over multiple turns without the need for repeated retrieval. Finally, systems can analyze which cached responses are used the most and prioritize updating or improving those responses, which helps the AI grow smarter over time. In your usual RAG LangChain setup, generating a response is often an onerous process, with complex retrieval and reasoning steps. However, integrating CAG helps skip many of these steps for known queries, considerably improving the overall experience for developers and users alike. 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Glossary Terms](https://www.gigaspaces.com/data-terms) ## What is Chain of Thought Prompting? Chain of thought prompting (CoT) is an approach in artificial intelligence (AI) that improves the reasoning capabilities of large language models (LLMs). Instead of just giving an answer, it encourages the model to articulate its thought process step-by-step. By breaking down complex queries into manageable bits, CoT enables the model to ape human-like reasoning, allowing it to reach more accurate conclusions. Much like zero-shot chain of thought prompting, which employs pre-defined prompts that guide the LLM through the reasoning process without needing particular training examples, it aims to extract more accurate answers by generating logic-based reasoning. This approach differs from traditional prompting methods that often lead to surface-level responses that lack deeper analysis. ## How Does Chain of Thought Prompting Work in AI? The mechanism behind chain of thought prompting involves guiding the LLM to think through a problem in sequence. When a user uses CoT, they normally give instructions like "describe your reasoning in steps" or "explain your answer step by step". This prompts the model to generate an answer and detail the intermediate steps taken to reach that conclusion. For instance, when faced with a mathematical problem, the model will outline each calculation rather than jumping straight to the final result. CoT’s effectiveness lies in its ability to leverage the sophisticated language generation capabilities of LLMs while simultaneously simulating human cognitive processes like planning and sequential reasoning. Prompting the model to talk through its reasoning boosts its performance in tasks that require logic, calculation, and decision-making. ## The Benefits of Chain of Thought Prompting in Large Language Models There are a slew of advantages to using LLM chain of thought prompting: * **Improved Accuracy** : By breaking down complex problems into smaller chunks, LLMs can process each part individually, resulting in more precise answers. * **Enhanced Interpretability** : It provides transparency into the model's reasoning process so users can better understand how conclusions are reached. * **Better Handling of Complex Tasks** : This method is particularly useful for tasks involving multi-step problem-solving or detailed explanations where traditional prompting may not be sufficient. * **Mimics Human Reasoning** : CoT aligns AI responses more closely with human thought processes, which usually involve logical progression and step-by-step analysis. All in all, chain of thought prompting transforms LLMs from mere responders into reasoners capable of tackling even highly complex challenges. ## How to Use Chain of Thought Prompting Chain of thought prompting has a host of applications across a range of domains: * **Mathematical Problem Solving** : CoT is particularly good at generating solutions for intricate mathematical equations by guiding the model through each little step in the calculation. * **Logical Reasoning Tasks** : It can be applied in scenarios that require logical deductions (think puzzles or decision-making processes). * **Programming Assistance** : LLMs can use CoT to break down coding problems and give detailed explanations for each coding step or logic used. * **Educational Tools** : In academic settings, it can help students understand complex subjects by showing them how to approach problems systematically. These applications show how chain of thought prompting improves accuracy and enhances user comprehension and interaction with AI systems. ## The Challenges and Limitations of Chain of Thought Prompting Despite its advantages, CoT prompting faces several challenges and limitations: * **Model Size Dependency** : Its effectiveness is more pronounced in larger models. Smaller models may not benefit as much due to their limited capacity for complex reasoning. * **Increased Computational Demand** : The step-by-step reasoning process may need more computational resources and time compared to standard prompting methods. * **Training Data Limitations** : The success of CoT depends on the quality and diversity of training data. If the model has not been exposed to enough instances of logical reasoning or problem decomposition, its performance may be suboptimal. Moreover, while zero-shot chain of thought prompting—where users [prompt models](https://www.gigaspaces.com/question/what-role-does-prompt-engineering-play-in-generative-ai) without prior examples—can be useful, it may not always yield the hoped-for results if the model lacks contextual understanding or relevant training data. 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Glossary Terms](https://www.gigaspaces.com/data-terms) ## **What is Constitutional AI?** Constitutional AI is a method of aligning AI models, particularly large language models (LLMs), with human values by training them to follow a predefined set of ethical principles. These principles form a “constitution” that acts as a rulebook, guiding the model to be helpful, harmless, and honest. Unlike traditional alignment techniques, constitutional AI doesn’t depend completely on human reviewers to spot bad behavior. Instead, the model learns to critique and correct its own outputs using constitution AI generated feedback. That’s the shift. Less human micromanagement, and more structured self-regulation. A blueprint for scalable, transparent AI alignment. This constitutional AI concept was developed by researchers at Anthropic, and it underpins models like Claude. Think of it as teaching an AI assistant not just what to say, but how to think about what it says, before it says it. ## **How Constitutional AI Works** The process unfolds in two phases: supervised learning and reinforcement learning. ### **Supervised Learning Phase** The training begins with a pre-trained [LLM](https://www.gigaspaces.com/data-terms/llm-evaluation). This model is already helpful, but not always harmless. It's then exposed to difficult prompts, ones that tend to elicit toxic or biased replies. When the model responds, it’s encouraged to critique its own output, guided by a randomly chosen principle from the constitution. This self-critique isn’t guesswork. Beforehand, the model is shown examples of how to assess and revise outputs. This few-shot learning helps the AI understand the task. Once it identifies a harmful reply, it rewrites the answer to comply with the selected principle. Over time, these improved responses form a dataset that’s used to fine-tune the model. The result is a more helpful model that understands how to reject harmful paths without dodging the topic altogether. ### **Reinforcement Learning Phase** Next comes reinforcement learning from AI feedback, also known as RLAIF. Two outputs are generated for the same prompt. The model then chooses the better one, again using a constitutional principle to guide its judgment. This choice becomes a preference signal. The model uses these signals to adjust its behavior. This second phase replaces traditional human feedback loops. Instead of relying on people to rate outputs, the model learns from its own structured assessments. This is where the constitutional [AI](https://www.gigaspaces.com/data-terms/ai-databases) vs RLHF debate comes in. RLHF (Reinforcement Learning from Human Feedback) depends on time-intensive human annotation. Constitutional AI sidesteps this, offering a more scalable (and potentially less biased) alternative. ## **The Benefits of Constitutional AI** There are several clear benefits of Constitutional AI: **Transparency and control:** With clearly defined rules, developers and users know what the AI is trying to do and why. It’s not a black box. The constitutional AI concept puts ethical reasoning front and center. **Scalability:**[ Human feedback](https://www.gigaspaces.com/data-terms/reinforcement-learning-human-feedback) doesn’t scale well. Constitutional AI does. By training models to critique themselves, this approach reduces the reliance on human labelers while improving consistency. **Better safety:** The AI becomes more sensitive to toxic, biased, or misleading prompts. Instead of evading difficult topics, it learns to [address them responsibly](https://www.gigaspaces.com/blog/responsible-ai). **Model honesty:** Because the model is trained not just to be nice, but to be accurate, the results are more grounded. It learns to tell the truth, even when the truth is, “I don’t know.” ## **The Applications of Constitutional AI** Constitutional AI isn’t limited to chatbots. It’s already being used in content moderation, search assistants, summarization tools, and even legal drafting. Anthropic’s Claude models are the leading example. These systems follow a constitution built from sources like the UN Declaration of Human Rights and various ethical guidelines. But the method is broader than one model. We’re beginning to see signs of constitutional AI in the LangChain integration, where structured reasoning can help multi-agent systems or retrieval pipelines evaluate their outputs for alignment with human values. Looking ahead, this framework could shape models in computer vision, robotics, autonomous vehicles, and beyond. From blocking harmful imagery to guiding decision-making in physical environments, the same core idea applies: embed values directly into model training. ## **FAQs** ### **Q: How does Constitutional AI differ from traditional AI alignment?** Traditional AI alignment relies heavily on human raters, especially through RLHF. These human feedback loops are subjective and slow. Constitutional AI uses rule-based self-assessment instead. The model critiques itself using constitution AI-generated guidelines, making the training faster, cheaper, and often more consistent. ### **Q: Can Constitutional AI eliminate bias in language models?** It can help. By embedding anti-bias principles into the constitution, the model can be trained to avoid biased responses. That said, no method is perfect. Bias is a product of data, context, and design. Constitutional AI is a powerful tool, but not a magic fix. ### **Q: How is Constitutional AI implemented in practice?** Implementation typically involves: * Choosing a set of guiding principles (the constitution) * Fine-tuning a model to critique and revise its responses using those principles * Training preference models through AI-generated feedback * Using reinforcement learning to refine the base model’s behavior It’s a blend of supervision and self-regulation. Think of it as giving the AI a code of conduct, —and the skills to follow it. ### **Q: Is Constitutional AI used in open-source models?** Not widely yet, but interest is growing. Most examples so far come from proprietary systems like Claude. However, as constitutional training methods become better understood, we may see [open-source LLMs](https://www.gigaspaces.com/data-terms/llm-hallucinations) adopting similar techniques. Research groups are already experimenting with public constitutions to bring alignment to the broader developer community. 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Terms](https://www.gigaspaces.com/data-terms) ## What is Context Engineering? Context engineering is the way of shaping the information an AI system relies on before it makes a decision. It sounds simple, but it is not. When people talk about AI agents, they often focus on the model. They celebrate parameters, [architectures](http://www.gigaspaces.com/blog/enterprise-data-architecture-transformation), or whichever frontier breakthrough dominates the week. Yet, most failures in real deployments stem from something behind the scenes: the context those systems read and how that context is built. A model can only respond to what it sees, if the prompt is cluttered, unclear, or misaligned with the task, performance drops. If vital instructions get lost in a sea of irrelevant text, confusion ensues. Good context unlocks capability, while bad context buries it. That is the essence of context engineering, the art of arranging information so the model can think clearly. This field has grown quickly because the stakes are changing. [AI agents ](https://www.gigaspaces.com/data-terms/ai-agent)are now handling decisions once left to people. They route customer support, draft financial reports, and find insights hidden in operational systems. They produce answers at speed, and for that to work at scale, the underlying context must be carefully constructed. Context decides what the model pays attention to. And what the model ignores. Context decides [whether the reasoning](http://www.gigaspaces.com/blog/chain-of-thought-prompting-and-explainable-ai) stays sharp or drifts into ambiguity. ## How Context Engineering Works in AI Systems At the heart of every production-grade AI workflow sits a simple loop. The system gathers data, restructures it, feeds it into a model, and then executes on the model’s output. The quality of that middle layer determines everything downstream. This is where AI context comes to life. To engineer context well, start with reduction. Strip away noise, and keep only what the model must understand, to shape that information into a form the model can actually follow. That may mean rewriting logs into short summaries, or may mean labeling data, or it may mean outlining rules that govern the task. These steps prevent the model from wandering into irrelevant territory. Next comes sequencing. The order of information matters because humans skim, and models read in a line. If instructions appear too late, the system misses them, but if examples appear too early, the model misinterprets the goal. The job of context engineering is to position the right detail at the right moment so the model processes it with the intended weight. Finally, create guardrails that help the model stay consistent by defining boundaries and reminding the agent how it should act when the situation is unclear. Without them, even a strong model may drift, but with them, reasoning stays disciplined. The result is a system that performs reliably under pressure and remains stable even as tasks grow more complex. ## The Key Components of Effective Prompt Context Design Effective prompt context analysis starts with clarity. A model should never guess the purpose of a task; it should see it directly. The core objective must appear early, written in concrete language, with no fluff or poetic phrasing that hides the real instruction. Then comes structure. Divide the context into clear sections. Give the model instructions. Give it references. Give it constraints and examples, but avoid overloading it. Every line should justify its presence. Relevance is the next requirement. Remove background details that add color for a human but confusion for a model. AI agents do not need personality cues unless the task demands them, they need the essential facts, the rules of the environment, and the intended output. Consistency also matters. When terminology changes mid-prompt, accuracy drops and when formatting varies, precision suffers. Context engineering ensures the language stays aligned. Finally, test aggressively. A context design that works once must prove it can work fifty times under slightly different conditions. If the context collapses under variation, it is not ready for production. ## Best Practices for Context Engineering in AI Agents * **Start small** : Build the minimal version of the context first, and expand only when the model fails for a clear reason. This keeps the context tight and avoids unnecessary complexity. * **Use exemplars:** sparingly but strategically. One good example can anchor the model’s understanding more than a paragraph of explanation, but too many examples create drift. * **Monitor drift** : As systems evolve, the context must evolve with them; a context that works in week one may become brittle by week twelve. Regular audits prevent decay. * **Automate where possible** : Many production teams now generate sections of context dynamically, based on real-time data. Automation gives agents fresh, accurate information while preserving consistency. * **Above all, measure everything**. Track completion rates, error types and how the agent behaves after subtle adjustments. Data will show where the context is helping and where it is harming. ## FAQs ### **What is the main goal of context engineering in AI systems?** The main goal is to structure information so the model can reason accurately without distraction or confusion. ### **How does context engineering improve AI agent performance?** It reduces noise, highlights essential details, and ensures instructions appear in the right order. Clear context leads to better decisions. ### **What’s the difference between context engineering and prompt engineering?** [Prompt engineering](http://www.gigaspaces.com/question/what-role-does-prompt-engineering-play-in-generative-ai) focuses on crafting the immediate instruction. Context engineering governs the full environment around that instruction, including data, constraints, references, and structure. ### **Which industries benefit most from effective context engineering?** Any industry deploying AI agents at scale benefits. Finance, operations, healthcare, logistics, and support automation see the strongest gains. ### **What are the best practices for optimizing prompt context in large language models?** Be clear. Stay structured and keep only relevant information. Maintain consistent terminology, and test early and often. 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[Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * 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[More Glossary Terms](https://www.gigaspaces.com/data-terms) The context window is a technical term with real-world consequences. It refers to the amount of text, —measured in tokens, that a large language model (LLM) can “see” at once. It’s the model’s working memory. The longer the window, the more information it can process in a single go. In practice, [the context window](https://www.gigaspaces.com/question/are-long-context-models-suitable-for-real-time-applications-gigaspaces-ai) governs how much of a conversation, document, or code snippet the model can retain without losing the thread. If you go beyond the limit, earlier parts of the input could be forgotten, truncated, or summarized. Context is not infinite. ### **Why Does the Context Window Matter in AI?** A larger context window [LLM](https://www.gigaspaces.com/data-terms/llm-evaluation) can read more. It remembers better, and writes more coherently. Think of summarising a legal case, generating a long blog post, or answering a multi-part query. The wider the lens, the sharper the output. It can track subtle themes, revisit earlier details, and respond with greater depth. However, context window size comes at a cost. Larger windows mean higher memory use, more computation, slower inference, and increased operational expense. They also present new vulnerabilities, —prompt injection, token bloat, or irrelevant noise. Bigger isn’t always better. Sometimes, it's just bigger. And sometimes, it's just more to manage. ## **How Do Context Windows Work?** Tokens are the currency of context. Not words or characters, tokens. They can be short (“a”) or long (“amoral”), depending on the tokenizer used. [An AI doesn’t see](https://www.gigaspaces.com/blog/rag-technology-increasing-genai-accuracy) “Jeff drove a car.” It sees a string of token IDs like [356, 492, 13, 76]. Each token takes up space in the model’s context window. That space is limited. If the model has a 4,096-token limit and you give it a 5,000-token document, the excess will be cut off or compressed. Models trained with [Retrieval-Augmented Generation](https://www.gigaspaces.com/data-terms/rag-pipelines) (RAG) might fetch extra context on the fly, but even then, everything needs to fit inside the same window. ## **Best Practices for Working with Context Windows** Working with context windows isn’t just about using the biggest number you can. It’s about the clever use of that space. The goal is clarity, not clutter. Whether you’re feeding in documents, prompts, or retrieved chunks, the way you structure and trim your input can make or break the model’s output. * **Plan your input** : Keep prompts tight. Put the most relevant information near the beginning or end. * **Use RAG smartly** : Retrieve only what matters. Don’t stuff the context window with fluff. * **Optimize tokens** : Efficient tokenization helps stretch the available space. * **Test your app** : Not all models use the same context window equally well. Performance varies. ## **Common Questions About Context Window Sizes** Most commercial large language models today offer context windows ranging from 8,000 to 128,000 tokens. Leading the pack, Google Gemini 1.5 Pro boasts the largest context window LLM on the market, supporting up to 2 million tokens, at least for now. But bigger isn’t always better. Simply increasing the context window doesn’t guarantee better results. Effectiveness depends heavily on your specific use case, budget, and whether the model can truly leverage the extra input. Keep in mind, more context also means more compute. As the context length grows, inference speed typically slows, and operational costs rise in tandem. ## **FAQs** ### **Q: How does the concept of "tokens" relate to the context window?** Tokens are how the context window is measured. They’re not words. They’re pieces of words, or sometimes whole phrases. Different tokenizers tokenize differently. English is often more efficient than other languages like Telugu, which may require far more tokens for the same content. On average, one token equals about 0.75 words. But don’t guess, test. Use tools like the Hugging Face Tokenizer Playground to see how many tokens your input uses. ### **Q: Why do models have a maximum context length?** Because transformer models rely on self-attention. This mechanism calculates how each token relates to every other token in the input. It’s powerful, but costly. Double the number of tokens, and you need four times the compute. There are technical tricks, rotary position embeddings (RoPE), sliding windows, and sparse attention, but there’s still a limit. The bigger the input, the harder it is for the model to keep up. And it's not just your prompt that counts. Hidden system instructions, retrieved documents, formatting characters, all of it takes up space in the context window. ### **Q:****What are the implications of increasing an LLM 's context window size?** In theory, a longer window means: * Better memory * Richer responses * More coherent conversations * Fewer hallucinations In practice, it also means: * Higher compute cost * Slower inference * Increased attack surface for adversarial prompts * Diminishing returns if not carefully managed It’s a trade-off. You get more power, but you pay for it, in dollars, in milliseconds, and in risk. ### **Q: What are some of the challenges associated with very long context windows?** More isn’t always more. In fact, long context windows introduce their own problems: * **Cognitive laziness** : LLMs often ignore the middle of long inputs; they focus on the beginning and end - it’s human, almost * **Noise sensitivity** : Irrelevant input can distract or confuse the model. 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[More Glossary Terms](https://www.gigaspaces.com/data-terms) Contextual AI is artificial intelligence that was created to understand the context in which it is operating. It does not operate on data as autonomous facts. Instead, it views data in a context. It considers everything from past experiences, user behaviors, and the current environment. The goal is simple: to provide responses and actions appropriate for the moment. This is what distinguishes contextual AI from the rest of the AI. It learns and adapts. It responds based on real-time, relevant information. The AI retains memory. It adapts and learns. ## How Contextual AI Works At its heart, contextual AI depends on contextual data. This data is collected from a range of sources, like user profiles, sensors, online behavior, and even device location. The data flows into a contextual intelligence platform. This platform can be thought of as the brain. It integrates information and analyzes it continuously. Natural Language Processing enables the AI to understand human language along with all its nuances. Machine Learning means the system improves as it gathers more information. Sometimes, it uses multiple inputs at once (text, speech, images) to get a clear view of the total picture. The key is real-time processing. The AI doesn’t wait, it updates its understanding with each new data point. Its responses reflect the current moment, instead of just old patterns. ## The Applications of Contextual AI You will encounter contextual AI more often than you might think. For instance, in customer service, chatbots remember your previous questions and tailor their answers. E-commerce sites will recommend products based on the way you have browsed and bought in the past. In healthcare, AI helps doctors by combining patient history with their current symptoms to help with diagnosis. Security systems watch for unusual activity by analyzing past patterns of communication. Each instance shows how contextual AI acts as more than a tool, but as an intelligent assistant. It understands why something is asked, not just what is asked. ## The Benefits of Contextual AI Contextual AI brings a host of advantages: * It delivers personalization at scale. It offers no generic replies, only relevant responses. * It boosts efficiency. Routine questions and tasks are automated, freeing people to focus on more important, complex issues. * It fuels smarter decisions with data-backed insights. * It scales as businesses grow by handling larger data sets without compromising accuracy. * It gives entities an edge by anticipating their needs and solving problems before they mushroom. This is technology working in step with people’s needs. ## FAQs **What Industries Can Benefit from Contextual AI?** Contextual AI is far from limited to one sector. Finance uses it to pinpoint fraud and enforce compliance. Healthcare leverages it for precise, patient-specific care. Retail thrives by tailoring offers and recommendations. Manufacturing predicts machine failures before they happen, which leads to downtime. IT and security teams can root out insider threats by monitoring patterns. Human resources are able to listen to employee sentiment to limit churn. Wherever data complexity rises, contextual AI can add value. **Are There Any Privacy Concerns with Contextual AI?** Privacy can never be an afterthought. Contextual AI works with vast amounts of personal and sensitive data. Without strict controls, misuse is a serious risk. Firms need to enforce robust data protection, so encryption, transparency, and user consent are vital. Bias in data can also skew outcomes, producing unfair results, so regular audits and diverse datasets are necessary to keep[ AI fair and just](https://www.gigaspaces.com/data-terms/ai-hallucination). Trust is fragile. Protecting privacy builds it. **How Can Contextual AI Be Implemented?** Implementation starts with an understanding of what information matters. Second, develop or have in place a contextual intelligence system capable of bringing together diverse inputs. Digital Adoption Platforms help facilitate the onboarding process, guiding the user step by step. Governance through well-thought-out policies ensures compliance and ethical use. AI systems must stay in sync with the business. This isn't a set-it-and-forget-it scenario, but rather a continuous process of learning and iteration. **What Technologies Enable Contextual AI?** Several technologies form the backbone: * Natural Language Processing decodes human speech and writing. * Machine Learning identifies patterns and adapts responses. * Multi-modal sensing combines inputs (text, speech, images, sensor data) for a richer context. * Real-time processing keeps insights current. * Data integration tools unify scattered information into one coherent system. Together, these technologies create true context awareness. **How Does Contextual AI Impact Data Analytics?** Contextual AI turns data analytics from a rearview mirror into a live dashboard. It adds layers of meaning to raw data. In turn, this reveals patterns and risks as they appear, not after the fact. Decision-makers gain instant insight into operations and opportunities. Importantly, data is turned into action, sharpening strategy and cutting guesswork. 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Terms](https://www.gigaspaces.com/data-terms) ## What is Corrective RAG? Corrective RAG (Retrieval-Augmented Generation) is an advanced iteration of the [standard RAG framework](https://www.gigaspaces.com/question/what-is-the-architecture-of-a-rag-system) built to improve the accuracy and reliability of AI-generated responses. Unlike conventional RAG models, which retrieve relevant documents and generate responses based on the retrieved data, corrective RAG adds a self-correction mechanism. This self-corrective workflow includes feedback loops that help the model evaluate its outputs and refine them iteratively, with the goal of reducing hallucinations, ensuring better factual consistency, and boosting the general response quality in AI-driven applications. In short, it helps AI systems to better align their responses with verified sources to keep errors to a minimum. Corrective RAG is particularly useful in settings that demand a high level of precision, such as legal, medical, and financial arenas, where incorrect or misleading information can have dire consequences. ## How Corrective RAG Works The [corrective RAG process ](https://www.gigaspaces.com/data-terms/erag)follows a structured approach that enhances traditional RAG workflows. It typically involves the following steps: 1. **Initial Retrieval and Generation** : The model retrieves relevant documents from a knowledge base and generates a response based on the content retrieved. 2. **Validation and Feedback Loop** : The generated response undergoes an assessment phase, during which it is evaluated against predefined criteria, for instance, factual consistency and coherence. 3. **Error Detection and Correction** : If inconsistencies or inaccuracies are picked up, the model refines its response using additional retrieval queries or logic-based correction mechanisms. 4. **Final Verification and Output** : The corrected response is reviewed once more to ensure accuracy before being given to the user. 1. The outstanding innovation with self-corrective RAG’s is its ability to autonomously detect errors and refine its outputs through many iterations. By using reinforcement learning, external validation datasets, or even human-in-the-loop feedback, the model improves over time, making it a powerful tool for applications that depend on high reliability. ## The Benefits of Using Corrective RAG Implementing corrective RAG in AI-driven applications offers a host of advantages: * **Improved Accuracy** : By integrating self-correction mechanisms, corrective RAG lowers the likelihood of generating false or misleading information. * **Enhanced Reliability** : The iterative refinement process sees that AI-generated responses align with verified sources, boosting trustworthiness. * **Reduced Hallucination Risks** : Traditional generative models have been known to produce factually incorrect or fabricated information. Corrective RAG limits these risks by continuously cross-referencing authoritative data sources. * **Greater Adaptability** : The feedback-driven nature of corrective RAG helps it get better over time, adapting to new information and shifting requirements. * **Better User Experience:** AI-powered applications provide users with more accurate and contextually relevant responses, which improves satisfaction. ## Use Cases and Applications Corrective [RAG ](https://www.gigaspaces.com/question/what-is-retrieval-augmented-generation)has diverse applications across multiple industries, including: * **Legal Research** : Making sure legal AI assistants generate responses that align with verified case law and statutes, reduces the risk of misinformation. * **Healthcare and Medical AI** : Enhancing clinical decision support by cross-referencing medical literature helps to provide accurate diagnoses and better treatment recommendations. * **Financial Services** : Validating financial insights against regulatory frameworks, advanced risk assessments, and compliance reporting. * **Customer Support Automation** : Limiting errors in automated chatbots and virtual assistants by refining responses through continual, iterative corrections. * **Academic and Scientific Research** : Improving AI-generated summaries by validating all sources and maintaining accuracy in technical domains. As AI continues to evolve, corrective RAG is one more step toward more reliable and trustworthy AI-driven solutions. By integrating self-corrective mechanisms into the RAG workflow, entities can benefit from the power of AI while mitigating risks that go hand in hand with misinformation and inaccuracy. 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[More Glossary Terms](https://www.gigaspaces.com/data-terms) ## What is Direct Preference Optimization (DPO)? Direct Preference Optimization (DPO) is a new, simpler way to fine-tune large language models (LLMs) using human preferences. Unlike traditional methods like Reinforcement Learning from [Human Feedback](https://www.gigaspaces.com/data-terms/reinforcement-learning-human-feedback) (RLHF), DPO directly trains models to prefer certain responses over others without needing complex reward models or reinforcement learning steps. By focusing directly on human preferences, DPO training helps create AI systems that better understand and respond to human needs, while reducing the cost and complexity of model development. And, as AI models become central to business applications — from chatbots to AI assistants — direct preference optimization helps ensure these models align with human expectations safely and efficiently. However, while DPO is simpler than RLHF overall, training still requires running inference through two models (reference and target), which can double forward-pass computation time compared to supervised [fine-tuning](https://www.gigaspaces.com/question/what-is-instruction-fine-tuning-how-it-works) alone. ## How Direct Preference Optimization Works At its core, DPO training uses pairs of AI-generated responses where a human has indicated which one is better. Instead of creating a reward score for each response (as in RLHF), DPO focuses on these binary preferences to adjust the model directly. For instance, if a user prefers ‘response A’ over ‘response B’, the DPO algorithm will update the model so that the preferred response becomes more likely in future interactions. This mechanism is fueled by the DPO equation, which is derived from the Bradley-Terry model of preferences and is used to align language models with human preferences. The equation optimizes the relative probabilities of preferred and dispreferred responses directly, without requiring a separate reward model or reinforcement learning steps, and mathematically increases the model’s probability of generating preferred outputs and lowers the probability of generating ones that are rejected. Because DPO works directly on preferences, it avoids the need for a separate reward model and reinforcement learning loop, making DPO training simpler, faster, and more stable than RLHF. ## The Key Advantages of DPO Over RLHF Although RLHF has been widely used to align AI models, DPO offers several key benefits that are driving its rapid adoption in AI development: **Simplicity:** RLHF requires a multi-step process with a reward model and reinforcement learning. DPO reduces this to one step, working directly from preference pairs. **Stability:** DPO training is more stable because it avoids reinforcement learning loops that can lead to unpredictable outputs, such as repetitive answers or "mode collapse.” **Efficiency:** By removing the need for a reward model and reinforcement learning, DPO algorithms are much faster and less computationally intensive, cutting down on the cost and time of training large AI models. **Performance:** Despite its simplicity, DPO LLMs often perform as well as or better than RLHF-tuned models when judged on human preference alignment, making DPO a practical and effective alternative. **Transparency:** DPO training offers greater transparency because it is easier to trace how human preferences influence model updates, which is important for AI governance and compliance. ## Applications of DPO in AI Development Direct Preference Optimization is being used across a growing range of AI development tasks, particularly for models that need to align closely with human expectations. ### Chatbots and Virtual Assistants DPO can help fine-tune AI chatbots to generate polite, accurate, and helpful responses, mirroring user preferences directly instead of depending on unspecific, generic training datasets. ### Generating and Summarizing Content AI models that are tasked with writing content or generating summaries can use DPO training to adjust their outputs based on readers’ preferences, such as more detailed or concise responses. ### Customer Support AI In customer service, DPO LLMs help ensure AI-generated responses align with company policy and customer expectations, reducing errors and improving service quality. ### Code Generation and Developer Tools AI coding tools and assistants use DPO algorithms to better understand which code suggestions developers find most useful, helping to increase accuracy and efficiency. ### AI Safety and Alignment Research DPO is also a valuable tool for AI safety because it directly encodes human preferences into AI models without depending on unclear reward systems, which makes DPO training an excellent tool for entities that focus on developing ethical and trustworthy AI. 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Terms](https://www.gigaspaces.com/data-terms) ## What is Explainable AI (XAI)? Explainable AI (XAI) is a subset of artificial intelligence (AI) built to make the decision-making processes of AI systems transparent and understandable to users. Unlike conventional "black box" models, where the rationale behind decisions isn’t clear, explainable AI provides clear and specific insights into how and why certain outcomes are reached. This includes detailing the underlying algorithms, data inputs, and the reasoning behind predictions or classifications made by the AI systems. The goal of XAI is to foster trust and confidence among users by enabling them to comprehend the complexities of AI-driven decisions and ensuring accountability in automated processes. XAI is made up of several explainable AI methods and techniques that enable this transparency. These often include model-agnostic approaches that apply to any machine learning (ML) model and model-specific techniques fashioned for particular algorithms. Using XAI models helps entities to understand their systems' behavior better, identify potential [biases](https://www.gigaspaces.com/data-terms/llm-hallucinations), and maintain compliance with ethical standards and regulatory mandates. ## Why is Explainable AI Important? The importance of explainable AI should not be underestimated, particularly as AI systems become ingrained into critical decision-making processes across almost every industry. Here are several key reasons why XAI is essential: * **Trust and Confidence** : Users are more likely to trust AI systems when they can understand the reasoning behind their answers. This is especially crucial in high-stakes environments like healthcare, finance, and law enforcement, where decisions can dramatically affect people's lives and livelihoods. * **Accountability** : XAI fuels accountability by allowing stakeholders to scrutinize AI decisions. This transparency helps firms detect biases or unfair practices contained in their models so that AI systems operate fairly and ethically. * **Regulatory Compliance** : As governments implement more stringent regulations governing AI usage, having explainable AI systems can help companies demonstrate compliance. For instance, in finance, explanations of AI decisions are often needed for audits and regulatory reviews. * **Improved Decision-Making** : By understanding how an AI system came to a particular conclusion, people can make more informed decisions based on these outputs—an understanding that drives better collaboration between human experts and AI systems. * **Enhanced Model Performance** : Explainability also helps identify errors or inefficiencies in AI models. By analyzing the decision-making process, developers are able to refine algorithms for better performance over time. ## The Applications of Explainable AI Across Industries Explainable AI has a slew of applications across various sectors, each benefiting from increased transparency and the ability to understand automated decision-making processes: * **Healthcare** : In clinical settings, XAI helps medical professionals interpret diagnostic tools powered by ML. By giving insight into how an algorithm reaches a diagnosis, healthcare providers can make collaborative decisions with patients based on clear evidence. * **Finance** : Financial entities use XAI to analyze credit scoring models and investment strategies. These tools help analysts understand risk factors associated with certain decisions, which is important for regulatory compliance and risk management. * **Legal Sector** : Law firms use XAI to assess case outcomes based on historical data. By understanding the rationale behind predictive models used in a legal context, legal practitioners can advise clients on potential case results more effectively. * **Marketing** : For marketing analytics, it helps firms understand consumer behavior by providing insights into customer segmentation models. Companies can then tailor their strategies effectively based on data-driven insights. * **Manufacturing** : Predictive maintenance powered by XAI enables manufacturers to anticipate equipment failures. By explaining the factors leading to these predictions, these entities can optimize maintenance schedules and cut downtime. ## Challenges in Achieving Explainability in AI Despite its many benefits, achieving effective explainability in AI is not without its challenges: * **Complexity of Models** : Many state-of-the-art machine learning models, particularly deep learning networks, are inherently complex. Their intricate architectures make it tricky to extract straightforward explanations for their outputs without oversimplifying the underlying mechanisms. * **Trade-off Between Performance and Explainability** : There is often a trade-off between model performance and explainability. More complex models may yield higher accuracy but at the cost of interpretability. Conversely, simpler models may be easier to explain but less effective in handling complex data patterns. * **Lack of Standardization** : The field of explainable AI lacks standardized definitions and methodologies for evaluating explainability across different contexts. This inconsistency makes it challenging for organizations to adopt best practices uniformly. * **User Understanding** : Even when explanations are provided, there is often a gap in user understanding. Technical jargon or overly complex explanations can overwhelm users and interfere with their ability to grasp the rationale behind these decisions. * **Ethical Considerations** : The deployment of explainable AI raises ethical questions in terms of privacy and data security. Verifying that explanations do not inadvertently reveal sensitive information or proprietary algorithms is another critical concern for companies. 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[More Glossary Terms](https://www.gigaspaces.com/data-terms) A foundational model is a type of large-scale artificial intelligence (AI) model trained on broad and diverse datasets, designed to be adapted or fine-tuned for a wide array of downstream tasks. These models “form the foundation” upon which specialized AI applications are built, hence the name. Unlike conventional [AI systems](https://www.gigaspaces.com/blog/ai-databases-design-patterns-reasoning-engines) that are trained to perform a particular function (like image classification or sentiment analysis), foundation models are trained on a general-purpose corpus (text, images, audio, or even code) allowing them to serve as versatile engines for a wide range of use cases. Once trained, these models can be fine-tuned or prompted to perform specific tasks with little or no additional training. The term became widely recognized with the development of models like OpenAI’s GPT series and Google’s BERT, which underpin many modern AI tools and services. These AI foundation models are usually trained using self-supervised learning and scaled up to billions or even trillions of parameters, which needs massive computational power and large, diverse datasets. ## The Characteristics of Foundational Models Foundation models are set apart by a several key characteristics that distinguish them from earlier generations of AI: ### **Scale** The most prominent feature of large foundation models is their sheer size. With billions of parameters, these models have emergent abilities; capabilities not present in smaller models, such as reasoning, summarization, or translation. ### **Pretraining and Adaptability** These models are trained one time on broad data using self-supervised learning methods, and later adapted to specific tasks through fine-tuning or prompt engineering. This "pretrain-then-adapt" strategy drastically reduces the effort needed to deploy AI across different domains. ### **Multimodality** While many early models focused on a single data type (like text), modern foundation models are more and more [multimodal](https://www.gigaspaces.com/blog/multimodal-rag-boosting-search-precision-relevance), trained on, and capable of understanding multiple forms of data such as text, images, audio, and video. This makes them far more versatile and powerful. ### **Generative Abilities** Many of today’s leading models are generative AI foundation models, that can produce coherent and contextually appropriate outputs (text, images, or even audio) based on input prompts. These capabilities are fueling innovation across industries, from content creation to coding and drug discovery. ### **Emergence and Homogenization** As these models scale, they begin to [exhibit behaviors](https://www.gigaspaces.com/data-terms/llm-validation) that were not explicitly programmed (think solving math problems or writing code). This often leads to homogenization, where a single model architecture can serve multiple tasks, limiting the need for bespoke models. ## The Types of Foundational Models There are several types of foundation models, categorized mainly by their data modalities and architectural design: * **Text-Based Models:** These include models like GPT, BERT, and T5, which are trained on large text corpora. They are commonly used for natural language processing tasks like summarization, translation, sentiment analysis, and question answering. * **Vision Models:** Vision Transformers (ViTs) and CLIP are examples. These models process image data and are applied in fields such as object detection, facial recognition, and autonomous driving. * **Multimodal Models:** Models like DALL·E, Flamingo, and Gemini fall into this category. They combine text, image, and sometimes audio data to carry out complex tasks, for instance, generating images from text descriptions or answering visual questions. * **Audio and Speech Models:** Foundation models trained on audio data like Whisper and AudioLM, can transcribe speech, identify speakers, and even generate music or synthetic voices. ## The Architecture of Foundational Models While a range of architectures can be used for foundation models, the transformer architecture has become the dominant design thanks to its scalability and effectiveness across modalities. ### **Transformers** Introduced in the seminal 2017 paper "Attention Is All You Need," transformers rely on attention mechanisms to model dependencies between input tokens. This is what allows them to handle long sequences efficiently and learn [complex patterns in data](https://www.gigaspaces.com/data-terms/data-analytics). Transformers power text-based models like GPT and BERT, vision models (ViT), multimodal systems (such as CLIP), and audio models (like Whisper). This architectural consistency adds to the homogenization of AI model design, where the same building blocks can be used across applications. ### **Training at Scale** Foundation models are normally trained using large-scale distributed computing across thousands of GPUs or TPUs; a process that can last weeks or even months and needs sophisticated techniques for data preprocessing, optimization, and model parallelism. Despite the complexity, once trained, these models can be reused across hundreds of tasks, making the upfront investment worthwhile for major organizations and platforms. ## The Applications of Foundational Models Foundation models have revolutionized the field of AI, creating tools that are general-purpose, adaptable, and capable of tackling a wide array of challenges. **Natural Language Processing:** From chatbots and virtual assistants to legal document summarization and code generation, AI foundation models have become the engine of modern NLP solutions. **Healthcare:** In healthcare, models are being used for clinical trial matching, radiology image analysis, and even protein folding, pushing the boundaries of biomedical innovation. **Finance:** Foundation models can analyze vast datasets for fraud detection, risk modeling, and personalized financial advice. **Education and Accessibility:** Tools powered by foundation models promise real-time translation, speech recognition, and content summarization, making knowledge more accessible across languages and abilities. **Creative Industries:** Generative AI foundation [models ](https://www.gigaspaces.com/blog/challenges-and-considerations-for-architecting-machine-learning-infrastructure/)are behind the rise of AI-generated art, music, marketing content, and even game development, empowering creatives to explore new forms of expression. 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Terms](https://www.gigaspaces.com/data-terms) ## **What is Graph RAG?** ## Graph RAG, or Graph [Retrieval-Augmented Generation](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation), is an advanced method for improving the accuracy and relevance of responses generated by large language models (LLMs). At its core, Graph RAG integrates knowledge graphs—a structured, graph-based representation of interconnected data—with the retrieval-augmented generation (RAG) framework. ## Traditional RAG models rely on vector-based search to retrieve relevant documents or information from unstructured datasets before using it to enhance LLM outputs. In contrast, Graph RAG uses the rich semantic relationships in knowledge graphs to retrieve contextually accurate data. This integration not only improves information retrieval but also enables a more nuanced and accurate generation of responses, especially for complex or domain-specific queries. ## Graph RAG is a shift in how RAG systems leverage structured data for context-aware response generation. By integrating the power of knowledge graphs, its architecture offers better precision, scalability, and transparency when compared to traditional RAG models. ## ## **The Key Features of Graph RAG** ## **Knowledge Graph Integration:** Graph RAG architecture incorporates knowledge graphs as a core component. These graphs represent data as nodes and relationships so that the system can retrieve contextually interconnected information instead of isolated data points. ## **Context-Aware Retrieval:** By leveraging the semantic relationships in knowledge graphs, Graph RAG ensures that retrieved data is both relevant as well as contextually aligned with the query, reducing noise in the response generation process. ## **Dynamic Query Adaptation:** Graph RAG dynamically adapts its retrieval process by using the query context to negotiate knowledge graphs efficiently. This adaptability is particularly beneficial for queries requiring multi-hop reasoning or domain-specific expertise. ## **Enhanced Explainability:** Unlike traditional RAG models, Graph RAG offers greater transparency in its reasoning process. The structured nature of knowledge graphs allows for easy tracing of the data sources and relationships influencing the generated response. ## **How Graph RAG Differs from Traditional RAG Models** Graph RAG vs. vector RAG highlights a radical shift in data retrieval and reasoning capabilities. Conventional RAG models primarily rely on vector embeddings to search through unstructured text, making them effective for general-purpose information retrieval but limited when it comes to [handling complex relationships](https://www.gigaspaces.com/blog/rag-technology-increasing-genai-accuracy) or context. In contrast, Graph RAG architecture uses the semantic structure of knowledge graphs to navigate through interconnected data, offering several advantages: **Relational Understanding** : While vector-based systems capture word similarity, Graph RAG focuses on the relationships between entities, for more accurate context retrieval. **Data Structure** : Graph RAG relies on structured knowledge graphs, whereas traditional RAG depends on unstructured or semi-structured datasets. **Reasoning Capabilities** : The graph-based approach excels in multi-hop reasoning, enabling it to answer queries requiring layered insights, such as “What are the effects of X on Y via Z?” By combining the structured richness of knowledge graphs with the generative capabilities of LLMs, Graph RAG offers a significant leap in handling complex, relationship-driven queries. ## **The Benefits of Using Graph RAG** Using Graph RAG offers several compelling benefits: **Improved Accuracy and Relevance:** By using the semantic depth of knowledge graphs, Graph [RAG ](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation)sees that responses are more accurate and relevant to the context. This is particularly critical for industries like healthcare, finance, and law, where precision is non-negotiable. **Scalability for Complex Queries:** The ability of Graph RAG [LLM models](https://www.gigaspaces.com/data-terms/llm-evaluation) to negotiate interconnected data nodes allows it to handle complex queries requiring multi-step reasoning, making it suitable for advanced use cases such as scientific research or regulatory compliance. **Enhanced User Experience:** Graph RAG delivers concise and well-contextualized answers, lessening the cognitive load on users who would otherwise have to wade through lengthy documents retrieved by conventional systems. **Explainable AI:** The graph-based approach inherently provides a clear map of the [reasoning process](https://www.gigaspaces.com/data-terms/explainable-ai-xai), so that users can understand how and why a particular response was generated, which is key for compliance and auditability in regulated industries. **Integration with Existing Systems** Entities can incorporate Graph RAG architecture into existing workflows for seamless enhancements to search and knowledge management systems. This adaptability cuts implementation costs while maximizing operational efficiency. 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[![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Product-menu-thumb.jpg)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) Conventional RAG Falls Short with Enterprise Databases [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) * Solutions![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Business Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid / Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * Industry Solutions * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * 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360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # Hypothetical Document Embeddings (HyDe) [More Glossary Terms](https://www.gigaspaces.com/data-terms) ## What is HyDe? HyDe, which is short for Hypothetical Document Embeddings, is a method used to improve how AI models retrieve and rank information. Instead of relying only on pre-stored documents or simple keyword searches, HyDe helps generate synthetic (hypothetical) answers to a query and turns them into embeddings or mathematical representations that capture the meaning of the text. These embeddings are then used to search and match relevant content more effectively in a vector database. In other words, HyDe generates a possible answer (a hypothetical document) to a user’s query and uses that to guide the search, even before seeing any stored documents. This approach makes retrieval more accurate, especially in situations where keyword matching fails or when exact answers are not present in the database. HyDe is especially useful in [Retrieval-Augmented Generation](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation) (RAG) systems, where models combine search results with AI-generated responses. ## How HyDe Relates to Large Language Models HyDe LLM techniques are tightly linked to Large Language Models (LLMs) like GPT, LLaMA, and others. Here's how they work together: When a user asks a question, instead of just sending that query to a search index, the LLM first generates a detailed hypothetical answer—what an ideal response might look like if all the information were available. This is known as the hypothetical document. Once the LLM creates this hypothetical document, HyDe turns it into an [embedding using a vectorization](https://www.gigaspaces.com/data-terms/vector-embeddings) process. This embedding captures the meaning as well as the context of the generated answer, to facilitate a more semantic search. Instead of searching for documents that just share the same words as the query, HyDe fetches documents that are close in meaning to the hypothetical answer. Finally, when relevant documents are found using this embedding, they are passed back to the LLM to create a final answer for the user. This combination of HyDe retrieval and LLM response generation leads to better, more precise answers, especially for complex queries where exact wording may vary. ## The Key Advantages of HyDe ### Improved Retrieval Accuracy One of the most compelling advantages of HyDe is its ability to retrieve more relevant information than conventional search or basic embedding methods. Because it can generate a hypothetical document based on the query, it can align the search process with what the user actually wants to know, instead of simply relying on a keyword overlap. For example, if a user asks a vague question like "How do I secure cloud data?” HyDe enables the system to generate a detailed security guideline as a hypothetical answer, which can then be used to pull in matching documents—even if none of those documents use the exact wording of the question. ### Filling Gaps in Sparse Data Environments There are many enterprise and IT environments, in which databases don’t have enough examples or direct answers to specific queries. HyDe helps to bridge this gap by creating synthetic answers that can be seen as a proxy for missing data, helping them get better results even in sparsely populated datasets. ### Stronger Contextual Understanding Using LLMs to generate hypothetical answers lets HyDe introduce context awareness right from the beginning of the search process—a feature that is particularly important in fields like cybersecurity, compliance, and DevOps. For instance, a query about "incident response in cloud systems" could generate a hypothetical document detailing cloud-specific protocols, guiding the retrieval system to focus on more targeted sources like AWS or Azure policies rather than generic incident response literature. ### Enhanced RAG Performance RAG systems combine search and AI-generated text to answer complex questions. [HyDe enhances RAG](https://www.gigaspaces.com/question/what-is-the-architecture-of-a-rag-system) by improving what gets retrieved, making the final AI response more accurate and informative. Without HyDe, RAG systems might pull irrelevant or loosely related documents, resulting in poor-quality answers. With HyDe, the retrieval step is more aligned with what the AI needs to build a complete answer. ### Domain-Specific Adaptability HyDe is especially powerful in specialized domains, such as IT operations, software development, and security, where users ask highly technical and nuanced questions. By generating hypothetical documents tailored to those domains, HyDe improves the odds of retrieving the right internal documentation, policies, or knowledge base articles that an IT team needs. 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Context of LLMs?** [More Glossary Terms](https://www.gigaspaces.com/data-terms) A knowledge graph is more than just a fancy diagram. It’s a structured representation of entities (people, places, things) and the relationships between them. Think of it as a network of connected facts. Unlike flat databases or unstructured text, knowledge graphs provide a semantic backbone, a map that helps systems understand not just what things are, but how they relate to one another. Now, when we talk about knowledge graphs in the context of LLMs (Large Language Models), we’re adding another layer of utility. LLMs, like GPT-4 or Claude, are brilliant at generating human-like text from vast swaths of data. But they’re not always reliable when it comes to factual accuracy or multi-step reasoning. That’s where knowledge graphs step in. They act as a source of structured truth. So instead of guessing based on patterns, the LLM can reason over known facts, pulling from a GPT knowledge graph instead of the noise of the open web or probabilistic memory. In a nutshell, knowledge graphs give LLMs a grounding wire. They bring structure, reliability, and explainability into the language model’s flow. ## **How Knowledge Graphs Interact with LLMs** Let’s break this down. You have a question like: “Who succeeded Angela Merkel as German Chancellor, and what party does he lead?” An LLM alone might fumble or hallucinate, especially if it hasn’t been fine-tuned recently. But when paired with a knowledge graph, it can pull structured data: Angela Merkel was succeeded by Olaf Scholz, who is a member of the SPD, Germany’s Social Democratic Party. This is where the magic happens. There are a few ways this interaction plays out: * **Pre-processing** : Knowledge graphs can be used to improve the data LLMs are trained on, infusing more structured relationships into the training corpus. * **Retrieval** : During inference, LLMs can query a graph for relevant information instead of just searching text. This is particularly powerful in Retrieval-Augmented Generation (RAG) systems. * **Reasoning:** LLMs can use graphs to simulate logical chains. Rather than just predicting the next token, they follow a relationship path: “if A is related to B, and B to C, then A might relate to C.” The result is less guesswork. More grounded answers. This makes a [knowledge graph](https://www.gigaspaces.com/blog/ai-databases-design-patterns-reasoning-engines) LLM pairing not just helpful, but strategic. ## **Ways LLMs and Knowledge Graphs Work Together** The real synergy kicks in when we combine unstructured text with structured relationships. Enter: GraphRAG. Traditional RAG systems retrieve relevant passages from a database (usually a vector store), then prompt the LLM to synthesize an answer. It's useful, but far from perfect. Vector search has a tendency to surface documents that are contextually similar, but not always semantically precise. It doesn't “understand” relationships, just similarity. GraphRAG, however, flips the script. Instead of relying on fuzzy vector matches alone, GraphRAG taps into a knowledge graph to traverse semantic relationships. For example, if you're researching "solar energy policy in California," the knowledge graph connects concepts like California, energy initiatives, renewable energy, and solar incentives. This linked structure allows the system to retrieve far more targeted and meaningful content for the LLM to build on. Let’s look at some real-world examples of this LLM strategy in action: * **Enterprise Search:** Internal knowledge graphs help LLMs answer questions based on proprietary data, like HR policies or product specs. * **Customer Support Bots** : LLMs can traverse service manuals and issue logs stored as graph data to diagnose problems more accurately. * **Scientific Research** : Biomedical knowledge graphs When these systems are done right, they combine the best of both worlds: the fluency and flexibility of LLMs, and the precision of structured knowledge. ## **How Do Knowledge Graphs Improve the Accuracy of LLM Models?** Accuracy has long been the Achilles’ heel of LLMs. They’re excellent at sounding confident, even when they’re wrong. This is where knowledge graphs provide a corrective lens. They improve accuracy by: * Reducing hallucinations: Instead of generating facts from probability, the model queries a known structure. * Enabling multi-hop reasoning: LLMs can follow a chain of relationships to reach the right answer, not just guess it. * Boosting context relevance: Graphs filter out unrelated content by prioritizing semantically linked information. This translates into more trustworthy outputs. Especially in high-stakes industries like healthcare, finance, or legal, where making things up moves from the embarrassing to the dangerous.**** ## What Are the Main Challenges When Integrating Knowledge Graphs with LLMs? As promising as this combo is, it's not without friction. Several challenges stand in the way: * **Data Quality and Curation:** Graphs are only as useful as the data behind them. Poorly linked nodes or outdated relationships can mislead the LLM. * **Schema Alignment:** LLMs deal with natural language; graphs are based on structured triples. Aligning the two requires thoughtful engineering. * **Scalability:** Large graphs with millions of nodes can slow down retrieval and reasoning. Efficient indexing and graph traversal algorithms are essential. * **Complexity:** Building and maintaining a production-grade LLM knowledge graph pipeline requires domain expertise, dev resources, and ongoing updates. Despite these hurdles, the rewards often outweigh the risks, particularly when deployed strategically. ### **How Does GraphRAG Differ from Traditional RAG Methods?** Traditional RAG (Retrieval-Augmented Generation) relies mostly on vector similarity. It pulls chunks of unstructured text based on how closely they match your query in meaning. It's fast and surprisingly good in general-purpose applications, but it has limits. Especially when multi-step reasoning or high-precision results are needed. GraphRAG, on the other hand, adds a structured layer on top. Instead of just fetching similar passages, it uses semantic relationships from a knowledge graph to find contextually relevant information. So rather than grabbing whatever sounds related, it pulls data that’s logically connected. This means GraphRAG can handle multi-hop reasoning much more effectively. For example, it can follow a path like:“Company A” was acquired by “Startup B,” which specializes in AI chips, giving the LLM a deeper, more accurate context to build on. It also improves explainability. With GraphRAG, you can actually trace the reasoning path, seeing how the model arrived at an answer. That’s a big deal in regulated industries or anywhere trust and transparency matter. So, while [RAG ](https://www.gigaspaces.com/blog/from-rag-to-tag)finds “similar” text chunks, GraphRAG finds relevant relationships. That’s a massive step forward in precision and reliability. It represents a strategic upgrade for any organization building LLM applications that need to be both smart and factually sound. 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360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # Large Action Model [More Glossary Terms](https://www.gigaspaces.com/data-terms) ## **What is a Large Action Model?** A large action model (LAM) is an advanced type of artificial intelligence (AI) built to autonomously interpret and act upon complex instructions immediately. Unlike conventional machine learning (ML) models, which mainly focus on pattern recognition or static predictions, LAMs facilitate actionable intelligence that is crucial in dynamic environments. They are capable of understanding human intent and translating it into specific actions, making them valuable in scenarios where instant responses are needed, like robotics, autonomous driving, and industrial automation. LAMs augment the capabilities of Large Language Models (LLMs) by integrating language processing and action-oriented outputs. This means that while LLMs generate text based on input, LAMs can perform tasks based on that text, effectively bridging the gap between comprehension and action. The architecture of a large action model often includes elements of neuro-symbolic programming (an interdisciplinary approach that combines neural networks and symbolic reasoning to enhance AI capabilities) for logical reasoning and learning from vast datasets. ## **How Large Action Models Work** LAMs work by breaking down complex tasks into manageable chunks—a hierarchical approach that lets them analyze user instructions and determine the optimal sequence of actions needed to achieve the desired outcome. For instance, should a LAM receive instructions to book a flight, it would first gather necessary information (dates, destinations), interact with booking systems, and execute the booking—all autonomously. The training process for LAMs involves using extensive datasets that contain examples of human actions and contextual information. This enables them to understand what actions to take and how to carry them out effectively. They use advanced techniques such as reinforcement learning and deep learning to improve their decision-making capabilities. ## **The Applications of Large Action Models in AI** Large Action Models have a wide range of applications across various industries: * **Robotics:** LAMs are used in autonomous robots that can navigate environments and perform tasks like inventory management or delivery without human intervention. * ******Customer Service:** They power AI assistants that handle inquiries and automate processes like scheduling appointments or processing returns. * ******Healthcare:** In medical settings, LAMs automate administrative tasks, manage patient records, and even help with diagnostics through data analysis. * **Marketing:** These models scrutinize consumer behavior to create personalized marketing campaigns and improve customer engagement. * **Industrial Automation:** LAMs streamline manufacturing by optimizing workflows and limiting the need for human oversight. Because large action models are so versatile, they are ideal for any task that relies on quick decision-making and execution based on user input. ## **The Key Benefits of Large Action Models** The adoption of Large Action Models offers several key benefits: * **Enhanced Efficiency:** By automating complex tasks, LAMs dramatically cut the time needed to complete tasks compared to regular methods that need human intervention. * ******Improved Accuracy:** Learning from vast datasets limits errors in task execution and provides more reliable outcomes. * **Real-Time Decision Making:** LAMs can analyze data inputs instantaneously, allowing them to adapt their actions based on real-time changes in their environment. * ******Scalability:** These models can be deployed across various platforms and services without extensive reprogramming, making them highly scalable solutions for businesses. * ******User-Friendly Interaction:** These models enhance human-computer interaction by understanding natural language commands and executing actions accordingly, making technology more accessible. ## **The Challenges in Developing Large Action Models** Although their potential is great, developing Large Action Models comes with several hurdles: * **Data Requirements:** Training effective LAMs needs huge volumes of high-quality annotated data, the gathering and curating of which can be resource-heavy. * ******Complexity of Tasks:** Designing models that are able to accurately interpret nuanced human instructions and execute complex actions is an enormous challenge. * ******Integration with Existing Systems:** Ensuring these models can seamlessly interact with other software applications and platforms presents technical challenges. * ******Ethical Considerations:** As with any AI technology, there are ethical implications regarding autonomy, decision-making transparency, and potential biases that are the nature of the beast in training datasets. * ******Open-source Development:** While there are open-source large action model frameworks available, ensuring consistent updates and community support can be challenging compared to proprietary systems. 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Terms](https://www.gigaspaces.com/data-terms) Large Language Models (LLMs) have gained traction in the AI landscape, becoming powerful tools for generating text, automating tasks, and more. However, this growing influence is fueling the need for effective governance to ensure the alignment between AI model outputs and ethical standards is maintained. LLM governance encompasses the practices, principles, and policies that guide the deployment and management of these models in a way that aligns with business goals while mitigating risks. ## **What is LLM Governance?** ## LLM governance is the oversight, regulation, and management of LLMs within businesses. It covers setting guidelines, establishing best practices, and putting controls in place so that LLMs are developed, deployed, and used ethically and securely. ## It is an umbrella for a multitude of considerations—transparency, accountability, data privacy, and model performance—all with the goal of making sure AI systems serve their intended purposes without causing harm. And, as LLMs become more integrated into various sectors—from healthcare to finance—proper governance makes certain that these models do not perpetuate biases, misuse data, or operate in ways that are inconsistent with regulatory requirements. ## **The Core Principles of LLM Governance** LLM governance is built upon several core principles designed to guide the [responsible use of AI](https://www.gigaspaces.com/data-terms/llm-reasoning) models: ##### **Transparency** Transparency is fundamental to LLM governance and involves clear visibility into how LLMs function, including the datasets used to train them, the methodologies employed, and the outcomes generated by them. Entities need to verify that stakeholders—from users to regulatory bodies—can understand and trace the decisions made by these models to build greater trust and accountability in [AI applications](https://www.gigaspaces.com/blog/grounding-ai). ##### **Accountability** Developers and users of LLMs must be responsible for their actions, which is where accountability steps in. This means setting out clear lines of responsibility for decisions made by AI models and having human oversight in place. If a model produces undesirable or harmful outcomes, accountability mechanisms allow firms to investigate, address, and rectify them. ##### **Ethical Considerations** Ethical principles underpin LLM governance and ensure that these models are developed and deployed in line with societal norms and values. These considerations mitigate risks such as bias, discrimination, and unfair practices. ##### **Security** LLMs have to be secure to prevent malicious exploitation or data breaches. Security measures include safeguards against model poisoning, unauthorized access to data, and other vulnerabilities that may compromise the integrity and trustworthiness of the model. ##### **Data Privacy** Data governance for LLM involves maintaining strict standards for data privacy and maintaining compliance with regulations, such as GDPR, HIPAA, and others. Because LLMs rely on [vast datasets](https://www.gigaspaces.com/blog/engage-structured-data-using-natural-language), the data must be collected, stored, and processed in ways that respect privacy rights. This is a key aspect of governance. ## **Key Components of LLM Governance** LLM governance is made up of a slew of components that, together, ensure their responsible use. Key components include: **Model Development and Testing** Governance begins at the model development stage and should be implemented so that the training data is representative and free from biases. Regular testing will guarantee the model behaves as expected and does not produce harmful or unethical outputs. **Data Governance for LLM** Data governance for LLMs means managing and overseeing the use of data in model training to maintain data integrity and protect user privacy. It involves developing unambiguous policies for data sourcing, retention, use, and disposal. **Model Auditing and Monitoring** Continuous monitoring and auditing is essential so that the models continue to perform as intended throughout their lifecycle. Regular audits help entities detect and correct any model drifts or unforeseen outcomes, as well as verify that the model is not perpetuating harmful biases or inaccuracies. **Risk Management** **** Assessing and managing risks associated with the use of these models is vital. Risk management processes must pinpoint potential threats, from ethical risks to technical vulnerabilities, and develop strategies to mitigate them. **Regulatory Compliance** Regulatory frameworks that govern their use need to evolve alongside AI technologies. Compliance with emerging regulations, such as the EU's Artificial Intelligence Act and other local data protection laws, is at the heart of LLM governance. ## **The Role of Policies in LLM Governance** Policies play a crucial role in the successful implementation of LLM governance. They provide a framework within which organizations can manage their LLMs and ensure compliance with ethical, legal, and operational requirements. **Data Handling Policies** Ensure that the data used for training and testing LLMs is managed properly. This covers data consent, anonymization, and avoiding biased datasets so the data meets privacy laws and ethical guidelines. **Security Policies** Set the rules for protecting LLMs from unauthorized access and attacks. They include guidelines for model authentication, user access controls, and regular security checks to safeguard the models. **Ethical and Bias Mitigation Policies** Help guide the development of [LLMs](https://www.gigaspaces.com/data-terms/llm-evaluation) so they follow societal values. These include strategies for reducing bias, such as using diverse data for training and regularly checking for biases during the model's use. **Compliance and Reporting Policies** Help LLMs to meet regulatory requirements. These policies help track model performance, report issues, and ensure the models comply with data protection laws and industry regulations. 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[![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Product-menu-thumb.jpg)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) Conventional RAG Falls Short with Enterprise Databases [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) * Solutions![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Business Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid / Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * Industry Solutions * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * 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360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # **What Are LLM Guardrails?** [More Glossary Terms](https://www.gigaspaces.com/data-terms) LLM guardrails are exactly what they sound like; protective boundaries built around large language model (LLM) applications to keep them on track. Imagine a superpowered AI that can write code, answer questions, summarize documents, and even negotiate deals. Now imagine it doing all that without any kind of filter, oversight, or control. This sounds risky, but it is the reality of an [LLM with no guardrails](https://www.gigaspaces.com/question/what-are-the-common-methods-used-to-implement-llm-guardrails). You risk the model going rogue. This could mean the model hallucinating facts, leaking sensitive information, or producing outputs that are biased, toxic, or just plain wrong. No car manufacturer would put self-driving vehicle on the road without brakes or seatbelts. So why would they deploy an LLM with no guardrails? Guardrails in LLM applications act as a first line of defense, intercepting problematic inputs or outputs before they become real problems. These [guardrails ](https://www.gigaspaces.com/blog/responsible-ai)don’t just protect users, they protect brands, too. Whether you're building an AI assistant for customer service, internal tooling for employees, or a chatbot embedded on your website, AI guardrails ensure that the [experience stays helpful](https://www.gigaspaces.com/blog/responsible-ai), safe, and professional. ## How Do LLM Guardrails Work? LLM guardrails can monitor both ends of the conversation: what goes into the model and what comes out. That’s right, guardrails can screen user inputs and LLM responses in real time. Here’s how it breaks down: ### Input Guardrails These watch what the user is trying to feed the model. Are they attempting a jailbreak? Injecting malicious prompts? Trying to extract confidential info or trick the model into misbehaving? Input guardrails step in and shut it down, or sanitize the input so it no longer poses a risk. Common use cases: * Blocking prompt injection attempts * Redacting personally identifiable information (PII) * Detecting jailbreaks or adversarial inputs ### Output Guardrails On the flip side, output guardrails check the model’s responses before they are displayed to the user. These filters help catch hallucinations, inappropriate content, off-topic rambling, or anything that could lead to reputational damage or user frustration. Common use cases: * Removing toxic or NSFW text * Stripping out hallucinated or false information * Filtering out mentions of competitors * Ensuring the model stays on topic And when a guard triggers? There are several response options: * Regenerate the LLM response * Replace it with a safe default message * Throw an exception to halt the process The choice depends on context. If the guard detects a jailbreak, throwing an exception might be the safest bet. If the model just veers slightly off-topic, a quick regeneration might do the trick. ## Why Are LLM Guardrails Important? The explosion of GenAI apps has been nothing short of spectacular,but also chaotic. Developers and businesses are racing to deploy AI features, often without fully understanding the risks. And those risks are very real. There have already been real-world examples like: * Chatbots offering cars for $1 * Customer support bots insulting users * Models generating offensive or illegal content These aren’t just PR disasters. They’re warnings. An LLM with no guardrails can become a liability faster than you can say “prompt injection.” And once that content goes live? Good luck taking it back. Screenshots live forever. Security guardrails give teams the confidence [to deploy LLMs](https://www.gigaspaces.com/question/how-to-improve-llm-inference) in real-world applications. They help ensure: * Legal and regulatory compliance (GDPR, HIPAA, and suchlike) * Protection of user data * Trust and reliability in AI-powered features * Reduced hallucinations and more consistent performance In short, guardrails in LLMs allow innovation to move fast, but safely. ## Key Qualities of Effective LLM Guardrails Not all AI guardrails are created equal. Whether you're evaluating tools or building your own, look for these core traits in any LLM guardrails solution: **Real-Time Processing:** Speed is non-negotiable. Guardrails should evaluate inputs and outputs instantly, without slowing down the user experience. **Modular Design:** You should be able to plug in different types of guards depending on your use case. Want to block NSFW content? Check. Strip out PII? No problem. Tools like Guardrails AI make this easy with a hub of pre-built components. **Configurability:** Your app is unique and your guardrails should be too. You need the ability to tune thresholds, choose enforcement actions (block, replace, regenerate), and customize messaging when a guard is triggered. **Observability and Traceability:** Visibility is everything. Guardrails should generate detailed telemetry so your team can monitor performance, analyze failed prompts, and spot new attack patterns. Platforms like Arize integrate with Guardrails AI to make this seamless, complete with OpenTelemetry tracing and dashboards. **Flexibility Across LLM Pipelines:** Whether you're using GPT-4, Claude, or running a Retrieval-Augmented Generation (RAG) workflow, guardrails should integrate smoothly. Bonus points if they work across prompt, response, and intermediary steps like data retrieval. **Support for Human-in-the-Loop (HITL):** Sometimes, a flagged input or output should be escalated, not automatically blocked. Great guardrail systems support HITL workflows so humans can review edge cases, override decisions, and provide feedback for continuous improvement. In the race to scale GenAI, safety can't be an afterthought. Guardrails in LLM apps are an insurance policy against reputational harm, legal trouble, and user mistrust. They’re not about limiting what AI can do, but about unlocking what it can safely do in the real world. 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Terms](https://www.gigaspaces.com/data-terms) ## **What is an LLM RAG Pattern?** The LLM RAG pattern is a framework that combines Retrieval-Augmented Generation (RAG) with Large Language Models (LLMs) to improve performance, specifically in terms of generating content or answering queries based on both pre-existing knowledge and external data sources. At its heart, [RAG architecture](https://www.gigaspaces.com/question/what-is-the-architecture-of-a-rag-system) employs an external retrieval mechanism to access documents or knowledge bases and uses the data to augment the generative capabilities of an LLM. This allows the model to generate outputs that are more contextually relevant and accurate, by grounding the responses in real-world information that is retrieved dynamically at the time of processing. ## How an LLM RAG Pattern Works In the RAG pipeline, the process starts with the retrieval phase, where the model searches for relevant documents or information from a pre-defined dataset or a knowledge base. This is followed by the generation phase, where the LLM [synthesizes a response](https://www.gigaspaces.com/blog/genai-enterprise-retrieval-augmented-generation) using the retrieved data. This two-step approach contrasts with traditional LLMs that rely only on the data seen during training. The framework’s architecture usually involves a hybrid structure where the retrieval component is tightly integrated with the generation mechanism, which leads to a seamless flow from retrieving relevant context to generating a meaningful response. ## The Benefits of Using LLM RAG Pattern There are several compelling benefits of using this model: ### **Enhanced Accuracy and Relevance** The main advantage of the LLM RAG pattern is that it can produce more accurate and contextually relevant outputs. By integrating an external knowledge retrieval system, it can respond with information that is up-to-date or not contained in the model's training data. This offers clear value when addressing topics that involve recent developments, specialized domains, or highly specific queries. ### **Scalability** Because the retrieval mechanism allows the LLM to pull in relevant data as needed, it limits the burden of requiring the entire knowledge base to be pre-trained into the model. This enhances the scalability of the system, allowing for easy updates to the external knowledge sources without having to retrain the whole model. ### **Cost Efficiency** Training an LLM from scratch is resource-heavy in terms of computational power and data requirements. The RAG approach, on the other hand, lets RAG architecture dynamically access external databases or resources, which can dramatically lower costs. It sees that the model can access the latest information without incurring the expense of retraining for each new knowledge input. ### **Flexibility** The fact that it can switch between [different knowledge sources](https://www.gigaspaces.com/blog/grounding-ai) as needed makes the framework’s pipeline highly flexible. Whether it's pulling from a specialized dataset for technical questions or a broad repository for general knowledge, the model can adapt its responses according to the nature of the query. ## ## The Challenges and Limitations of LLM RAG Despite the clear benefits, the framework is not without its limitations. **Dependency on External Data Quality:** While the LLM RAG pattern improves the ability to generate contextually accurate responses, its effectiveness is highly dependent on the quality and relevance of the external data sources. If the retrieval system pulls incorrect or outdated information, it could lead to inaccurate or misleading outputs, undermining the system's reliability. **The Complexity of Integration:** Integrating a retrieval mechanism with an LLM can be technically challenging. The LLM RAG architecture requires careful consideration of the retrieval system’s design, such as how documents are indexed, how queries are formulated, and how relevant documents are selected. This integration adds complexity to the overall system, making it harder to deploy and maintain. **Latency Issues:** Sometimes, the RAG pipeline introduces latency into the process. Since there are two steps—retrieving the relevant information and then generating the response—this can take longer than a simple generation-based model. For real-time applications that depend on quick responses, this extra processing time can be a drawback. **Limited Contextual Understanding in Retrieval Phase:** While the retrieval phase helps to provide relevant context, the model may still battle to grasp how to synthesize the retrieved data appropriately. In some instances, the retrieved information may not totally align with the query, leading to suboptimal responses. Also, the model may not always handle complex multi-turn conversations effectively. 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Terms](https://www.gigaspaces.com/data-terms) ## **What is LLM Reasoning?** LLM reasoning refers to the ability of[ large language models](https://www.gigaspaces.com/data-terms/llm-evaluation) (LLMs) to process, interpret, and make logical connections between various pieces of information to generate coherent and contextually relevant outputs. Unlike simple text generation, reasoning in LLMs extends beyond surface-level language understanding, leveraging advanced neural networks to emulate problem-solving and decision-making processes. This is essential for tasks like summarization, answering complex queries, and engaging in multi-turn conversations where consistency and logic are key. LLM reasoning is evaluated through various LLM reasoning benchmarks, which measure how effectively an LLM can perform tasks involving logical deduction, multi-step problem-solving, and structured thinking. These benchmarks help researchers assess the practical utility of LLMs in domains requiring advanced cognitive capabilities. ## **The Key Features of LLM Reasoning** Several distinct features characterize LLM reasoning, making it a powerful tool for a range of AI applications: **Chain of Thought Reasoning:** LLMs often employ a [chain of thought ](https://www.gigaspaces.com/data-terms/chain-of-thought-prompting)approach, where a step-by-step logical progression is used to solve problems. This mirrors how humans break down complex problems into manageable parts and ensures clarity in reasoning processes. **Multi-Step Problem Solving:** LLMs can follow a chain of reasoning to address tasks requiring multiple layers of analysis, such as mathematical computations, ethical dilemmas, or scientific inquiries. **Contextual Understanding:** Through advanced language models like GPT-4 or PaLM, LLM reasoning engines contextualize information across a wide range of topics, enabling them to adapt their reasoning based on the input provided. **Benchmark-Driven Progress:** The evolution of LLM reasoning relies heavily on standardized benchmarks, which guide model improvements by highlighting weaknesses and suggesting areas for enhancement. ## **How LLM Reasoning Works** [LLM reasoning](https://www.gigaspaces.com/data-terms/llm-validation) is grounded in the architecture of large-scale neural networks, particularly transformer models. These systems are pre-trained on massive datasets and fine-tuned for specific tasks to develop reasoning capabilities. Here’s a breakdown of how it works: **Tokenization and Input Parsing** Input text is broken into smaller chunks called tokens. Each token is processed to identify its contextual relationships with other tokens in the sequence. **Embedding and Attention Mechanisms** The tokens are embedded into a high-dimensional vector space where semantic relationships are preserved. Attention mechanisms within transformers prioritize the most relevant parts of the input, enabling the model to focus on critical information for reasoning. **Reasoning Engines and Algorithms** The LLM reasoning engine orchestrates logical flows, leveraging techniques like chain of thought to build structured responses. For example, it can calculate multi-step math problems by explicitly outlining each step. **Reinforcement Through Benchmarks** Feedback from LLM reasoning benchmarks is used to train and improve reasoning performance. Models like GPT and PaLM are continually refined to ensure alignment with real-world applications and human expectations. ## **Applications of LLM Reasoning in AI** The reasoning capabilities of LLMs open doors to numerous applications across industries, enhancing efficiency and decision-making: * Chatbots and virtual assistants employ LLM reasoning to engage users in meaningful, context-aware dialogues. For example, they can resolve queries involving multi-step instructions or logical deductions. * LLMs with robust reasoning capabilities can function as virtual tutors, helping students understand complex subjects by breaking them down into manageable concepts using the chain of thought methodology. * In fields like chemistry or physics, LLMs assist researchers by interpreting data, identifying patterns, and providing logical conclusions based on extensive datasets. * Advanced LLM reasoning engines are used to analyze medical data, suggest potential diagnoses, and recommend treatment plans by correlating symptoms with historical case studies. * By processing and synthesizing vast amounts of legal text, LLMs can assist in drafting documents, identifying precedents, and offering logical arguments. ## **The Benefits of Using LLM Reasoning** The adoption of LLM reasoning comes with a range of benefits, making it indispensable for both businesses and researchers: **Improved Decision-Making:** By leveraging structured reasoning, LLMs enhance decision-making processes, offering well-founded recommendations in complex scenarios. **Increased Efficiency:** Tasks that traditionally required significant manual effort, such as document analysis or multi-step computations, can be automated, saving time and resources. **Adaptability Across Domains:** The versatility of LLMs enables their reasoning capabilities to be applied to diverse fields, from finance to education, making them highly valuable. **Benchmark-Based Accuracy:** Continuous advancements driven by LLM reasoning benchmarks ensure that the reasoning capabilities of these models are consistently aligned with industry needs. **Human-Like Problem Solving:** The integration of techniques like the chain of[ reasoning LLM](https://www.gigaspaces.com/data-terms/chain-of-thought-prompting) allows these models to emulate human-like logical progression, ensuring outputs are intuitive and relatable. 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Glossary Terms](https://www.gigaspaces.com/data-terms) Anybody who has worked with large language models (LLMs) like GPT, will have probably heard the term temperature thrown around. But what exactly is it? Simply put, LLM temperature is a parameter that controls the randomness or creativity of the model's output. Think of it as the dial between a strict, factual assistant and a free-spirited storyteller. At its core, temperature adjusts how "sure" the model is when selecting its next word. A low temperature means the model picks the most likely next word, sticking closely to common patterns and expected responses. Conversely, a high temperature encourages the model to explore less likely, more diverse word choices, injecting creativity, variety, or even unpredictability into the output. Why does this matter? Because in an era where companies are building complex AI-driven tools, from chatbots to knowledge graphs, understanding and controlling temperature is key to shaping an effective LLM strategy. ## **How LLM Temperature Works** Under the hood, LLMs generate text by predicting the next word [based on probabilities](https://www.gigaspaces.com/data-terms/llm-reasoning). These probabilities form a distribution across the entire vocabulary. Temperature is a scaling factor applied to this distribution before the model samples the next word. Imagine the probability distribution as a mountain range. When the temperature is low, the model “sees” a tall, sharp peak, making it very likely to pick the highest peak (most probable word). When the temperature rises, that peak flattens, and the model is more willing to pick words from the lower valleys (less probable choices). This mechanism explains why setting the right temperature can make the difference between dry, repetitive answers and lively, imaginative ones. Now, you might wonder whether or not [LLM ](https://www.gigaspaces.com/blog/llms-accurate-sql-generation-at-scale)temperature can be adjusted dynamically during runtime. The answer is yes. Most modern implementations allow users to tweak the temperature on the fly, a flexibility that proves invaluable for real-time applications where the desired creativity or precision can vary by context. For instance, a customer service chatbot might operate at a low temperature to see that consistent and reliable answers are produced. Meanwhile, a content generation tool might crank up the temperature in order to elicit fresh ideas and originality. ## **Importance of Temperature in Fine-Tuning Outputs** Fine-tuning an LLM means customizing it to specific tasks or [datasets](https://www.gigaspaces.com/blog/operational-data-analytical-data). Temperature becomes a key lever in this process. Yes, it’s about the model’s underlying training but also how it behaves when generating text after [fine-tuning](https://www.gigaspaces.com/blog/rlhf-rag-and-instruction-fine-tuning). Lower temperatures help maintain accuracy and factuality, which is critical when using models to augment GPT knowledge graph queries or power enterprise knowledge management. Imagine a search assistant tied to a knowledge graph LLM that retrieves precise facts from a company’s database. Low temperature ensures those facts aren’t muddled with creative but inaccurate text. On the other hand, raising the temperature helps with tasks that need creative output, like marketing copywriting or brainstorming sessions. Yet, it’s a balancing act. Too high, and the model’s outputs may become nonsense or hallucinate facts, which must be avoided in sensitive applications. Choosing the right temperature helps organizations implement an effective LLM strategy by aligning AI outputs with business goals, whether precision or innovation. ## **Practical Use Cases of LLM Temperature** How does temperature influence real-world applications? Let’s explore several scenarios where temperature plays a starring role. **Customer Support Bots:** In customer service, consistency is king. Here, setting a low temperature (0.2 to 0.5) keeps the model focused on tried-and-true answers. The bot stays factual and precise, avoiding confusing or creative tangents. This improves user trust and reduces the risk of misinformation. **Content Creation and Brainstorming:** Marketers and writers often want more than facts; they want fresh ideas and perspectives. A higher temperature (0.7 to 1.0) unlocks creative potential, generating catchy headlines, stories, or novel product descriptions. The model often surprises users with unexpected yet relevant content. **Interactive Educational Tools:** Temperature can be dynamic in learning environments. A low temperature ensures accuracy when reviewing core concepts. Raising the temperature can simulate more diverse and engaging dialogues if you’re encouraging students to explore or ask open-ended questions. **Integrating with Knowledge Graphs:** When an LLM is paired with a knowledge graph, temperature controls how strictly it sticks to the graph’s facts. Low temperature maintains integrity for mission-critical queries linked to the LLM knowledge graph, ensuring answers don’t drift away from trusted data. This is crucial in domains like healthcare, finance, or legal tech. ## **Best Practices for Setting LLM Temperature** Choosing the right temperature is more art than science, but some guiding principles help: * Start Low for Precision: Begin with a temperature around 0.2 to 0.5 for tasks needing factual, repeatable outputs. * Increase Gradually for Creativity: If outputs feel dull or repetitive, slowly increase temperature in increments of 0.1, up to around 0.9. * Consider User Experience: Different users expect different styles. Tailor temperature settings dynamically to fit context and audience. * Monitor and Iterate: Regularly review outputs to avoid hallucinations or off-brand language, especially in high-stakes applications. * Use Temperature with Other Controls: To get the best results, combine temperature adjustments with techniques like prompt engineering or retrieval from knowledge graphs. LLM temperature might seem like a small technical control, but it wields tremendous power over how language models express themselves. 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Terms](https://www.gigaspaces.com/data-terms) The Model Context Protocol (MCP) is an emerging standard designed to enhance how artificial intelligence (AI) systems, particularly large language models (LLMs), interact with external tools, applications, and data sources. As AI becomes more embedded in workflows and enterprise environments, the ability to maintain consistent, interpretable, and up-to-date context across model interactions has become critical. MCP addresses this challenge by standardizing how contextual information is structured, transmitted, and utilized. Traditionally, AI models have operated in a "stateless" manner, each user prompt is processed in isolation, limiting continuity, relevance, and collaboration across sessions. Model Context Protocol changes this by introducing a structured mechanism for managing shared state and persistent memory between models and the environments they serve. ## Key Concepts of Model Context Protocol At its core, the Model Context Protocol provides a standardized way for developers to pass structured "context" to and from AI models. This context may include: * **System state** : The current application environment or session data. * **User profile** : Preferences, history, or roles that shape model behavior * **Task objectives** : Instructions or goals guiding the model’s reasoning * **External references** : URLs, documents, databases, and APIs used to ground model responses By formalizing these inputs and outputs, MCP enables models to work more reliably in multi-turn conversations, multi-agent systems, and tool-augmented AI applications. Also, it supports a persistent "shared memory" layer that helps maintain context between calls to the model, which is key for workflows like document editing, coding assistance, and collaborative agents.**** ## The Components of Model Context Protocol MCP’s architecture introduces a layered framework for orchestrating AI capabilities with greater consistency and modularity. Other key components of the Model Context Protocol architecture include: ### MCP Client This is the interface layer (chatbot, app, or API) that sends requests to an AI model. The client is responsible for initiating the protocol, including submitting contextual metadata, defining roles, and managing interactions. ### Model Context Protocol Servers Also called MCP servers, these act as middleware, coordinating between the AI model and its operational environment. An MCP server parses incoming context, stores relevant memory, and makes sure outputs from the model align with the task in question. It can also manage role-based access control, context filtering, and prompt engineering. ### Model Adapters These translate both across the protocol and the capability of the underlying model. For instance, when you are interacting with different AI models (say, from OpenAI, Anthropic, or Mistral), a model adapter ensures compatibility by translating protocol structures into respective API formats. ### Context Memory Layer This is long-term storage that stores interactions session-wise, tool-wise, and user-wise. It facilitates continuity by enabling recall from memory, collaboration history, and long-term personalization. It can be thought of as the "working memory" of an AI app. ### Context Schema MCP mandates a formal schema, typically expressed in JSON or equivalent syntax, specifying the structure for representing contextual data. This enables it to be easier to interpret, validate, and scale across environments. The Model Context Protocol architecture diagram usually depicts these elements as modular services communicating with each other over standardized APIs, which makes the framework extensible and interoperable. ## The Applications of Model Context Protocol The adoption of MCP is unlocking a range of real-world model context protocol applications across consumer and enterprise domains. These include: ### Agent-based AI Systems In multi-agent environments, where different AI models or agents collaborate on tasks, MCP facilitates coordination and memory sharing. Agents can hand off tasks, recall shared plans, and adapt to changing goals with a consistent view of context. ### Enterprise AI Workflows For teams using AI to support business processes like customer service, document summarization, or sales assistance, MCP ensures the model remains aligned with organizational roles, tone, and business rules. It also supports traceability, making model outputs easier to audit. ### Developer Tooling & IDEs In software development, coding assistants like Copilot or CodeWhisperer can take advantage of MCP by preserving project-specific context, shared libraries, and coding conventions between sessions, which makes them more productive and relevant. ### Collaborative Applications Apps like Notion AI or Microsoft Loop, which embed AI for writing, brainstorming, or planning, can use MCP to manage shared workspaces where multiple users interact with the model. The protocol maintains continuity and personalization across users and sessions. ### AI Safety and Guardrails By clearly defining what context is passed to the model and what’s returned, MCP makes it easier to enforce compliance, reduce [hallucinations](https://www.gigaspaces.com/data-terms/llm-hallucinations), and implement ethical boundaries. Developers can build stronger safeguards and [monitoring tools](https://www.gigaspaces.com/data-terms/llm-monitoring) around model interactions. ## Why Model Context Protocol Matters for AI As generative AI moves from novelty to necessity, the need for structured, interpretable, and persistent context is more urgent than ever. The Model Context Protocol that AI developers rely on provides a foundation for reliable, scalable, and trustworthy model integration. Whether you’re building single-agent tools or complex multi-agent ecosystems, MCP delivers a framework that brings structure to creativity. Not only does it make models smarter, it makes them situationally aware, collaborative, and accountable. 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[Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * 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[Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # Modular RAG [More Glossary Terms](https://www.gigaspaces.com/data-terms) ## What is Modular RAG? Modular RAG is a way of building retrieval-augmented systems that treats each part of the pipeline as its own [RAG module](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation). Nothing is locked into a fixed path, so queries don’t have to follow one rigid route. Rather, each module can be swapped, upgraded, or skipped altogether. Users get more control and can decide how the pipeline handles a question, instead of forcing the question to fit the pipeline. In this setup, retrieval, reasoning, filtering, and generation cease to be a single monolithic process. They become pieces that can be rearranged, refined, or expanded as the data, use case, or models evolve. The system feels more intelligent and responsive, and less rigid, and can handle complexity without breaking. It facilitates experimentation, improvement, and evolution without tearing everything apart. When paired with a Modular RAG LLM, it becomes a platform for continuous learning, adaptation, and smarter answers. ## How Modular RAG Enhances Information Retrieval Information retrieval is often where RAG systems falter. If there’s too much context, the model gets distracted, and if too little, its answer collapses. Modular RAG offers a way out of this trap, by segmenting retrieval into smaller, more precise actions, each module is able to specialize. One retrieves broad context, another tightens the scope, while a third reranks candidates with domain sensitivity. Single-step retrieval no longer hits the problem like a hammer, but works in layers, handling nuance and context more thoughtfully. This setup makes evolution easier. Should the user want to swap embeddings, tweak chunking rules, or replace a reranker, only the module that needs it will be touched. Everything else continues to run, adding a lot of flexibility that saves teams from making endless system-wide adjustments and allows for continuous optimization without friction. ## The Components of a Modular RAG System A Modular RAG system is built from parts that cooperate yet still remain distinct. The exact lineup will vary across implementations, but several common components appear in most architectures: * **Retriever:** This module handles the initial search. It may use sparse search, dense vector search, hybrid retrieval, or all of them in order. Its job is to find candidates quickly and feed them into the rest of the system. * **Reranker:** Once the retriever has gathered the necessary material, the reranker evaluates it through a more rigorous semantic lens. It enhances signal quality, reduces noise, and provides context that the model can trust. * **Router:** Some queries require semantic search, while others need keyword precision. Some need both. The router decides which path best suits the question. This limits wasted retrieval cycles and improves relevance. * **Reasoning or orchestration layer:** Here, the query is interpreted, and the way modules interact is managed. In a fully modular setup powered by reasoning models, the LLM may decide which tools to use and when to use them. * **Generator:** After context flows through the earlier stages, the generator comes up with the answer. A good generator knows how to stay grounded in retrieved evidence instead of wandering off on a tangent. * **Memory or summarization modules:** These optional components help maintain continuity across conversational turns or compress long documents into more digestible forms. Together, these building blocks form a stack that is powerful because each part can operate on its own or as part of a coordinated system. ## The Benefits of Modular RAG for Large Language Models Modular RAG gives [large language models](https://www.gigaspaces.com/data-terms/llm-validation) room to improve without inflating context windows or forcing the generator itself to compensate for retrieval shortcomings. The model receives more relevant information, better filtered content, and higher-quality signals. This clarity improves factual grounding. It cuts hallucinations and supports long-horizon reasoning because the model is no longer overwhelmed by unstructured context. When you incorporate a Modular RAG LLM that can perform light reasoning or tool routing, the system becomes even more adaptive. It can adjust retrieval depth and request more context when needed. It can also stop early when the answer is obvious. The outcome is a system that performs with greater stability, particularly in technical or enterprise domains where precision is crucial. ## ## Applications of Modular RAG in Enterprise AI Enterprises benefit from modularity in ways that consumer tools often do not. Data sources shift, policies evolve, and knowledge grows. Teams need [retrieval systems that can adapt](https://www.gigaspaces.com/question/how-does-real-time-rag-differ-from-traditional-rag) without forcing them into long upgrade cycles. Modular RAG fits [naturally into these environments](https://www.gigaspaces.com/question/what-benefits-does-active-rag-provide-for-enterprise-use-cases), supporting layered access controls and allowing teams to build domain-specific modules for areas like legal, engineering, operations, or customer support. It scales laterally by adding new modules instead of rebuilding the core. It also supports experimentation, so that users can test new embedding models, swap retrieval engines, or add a specialized reranker without having any impact on the rest of the system. For enterprises that operate at scale, this flexibility becomes a real competitive edge. ## FAQs ### **What makes Modular RAG different from standard RAG architectures?** Standard RAG follows a fixed sequence: retrieve, rerank, generate, whereas modular RAG breaks this flow into independent modules that can operate selectively. In this way, the system becomes more adaptable, easier to debug, and better suited to complex or domain-specific workloads. ### **How do modules communicate within a Modular RAG system?** Modules usually communicate through a routing or orchestration layer, exchanging structured inputs and outputs using well-defined interfaces. In some setups, a reasoning model performs this orchestration by deciding which modules to call based on the query. ### **What are the benefits of using Modular RAG for enterprise-scale AI?** Enterprises benefit from flexibility, maintainability, and scalability. They can replace modules without [rebuilding the pipeline](https://www.gigaspaces.com/data-terms/rag-pipelines). They can also isolate failures, tune components independently, and extend functionality as new business needs arise. ### **How can Modular RAG improve the accuracy of large language models?** In short, by supplying a cleaner, more relevant context, where each module enhances the retrieval process, reducing noise and strengthening grounding. This leads to [more accurate answers](https://www.gigaspaces.com/blog/multi-agentic-rag-benefits) and fewer hallucinations, especially in high-stakes or technical domains. ### **What are the best tools for implementing Modular RAG pipelines?** Tools vary by stack, but common choices include vector databases like Pinecone or Weaviate, search engines such as Meilisearch or Elasticsearch, LLM orchestration frameworks like LangChain or LlamaIndex, and reasoning-capable models that support controlled tool usage. 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[Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # **Multi-Agent RAG** [More Glossary Terms](https://www.gigaspaces.com/data-terms) ## **What is Multi-Agent RAG?** Multi-agent [Retrieval-Augmented Generation](about:blank) (RAG) is an innovative approach in AI in which multiple agents collaborate to improve information retrieval and generation. The retrieval agent locates relevant documents or information, while the generative agent processes and synthesizes that data to produce meaningful outputs. Overseeing the process is a manager agent, which coordinates the system and assigns the most suitable agent for the task based on user input. While conventional RAG systems rely on one agent to retrieve and process data, a multi-agent RAG uses a network of agents that work together to provide more accurate, efficient, and contextually relevant outputs. Each agent in the system is usually assigned a specific task, such as data retrieval, filtering, or natural language generation, making the system highly robust and versatile. Introducing these systems has been a huge help to [AI applications](https://www.gigaspaces.com/blog/rag-technology-increasing-genai-accuracy), particularly in scenarios that rely on dynamic interaction between various data sources and large language models (LLMs). This approach is particularly impactful in complex domains where a single-agent system might find handling diverse requirements or adapting to evolving datasets too difficult. ## **The Key Components of a Multi-Agent RAG System** A well-designed multi-agent RAG system is made up of several interdependent components that work in unison to deliver optimal performance. The key components include: At the core is a**large language model** , such as GPT or BERT, which is responsible for processing and generating natural language responses. In a multi-agent RAG system, the LLM acts as the primary generator, interpreting input data and crafting coherent, contextually appropriate outputs. Multi-agent systems employ a host of **specialized agents** , each responsible for a specific aspect of the process. The **orchestrator** coordinates the actions of different agents, ensuring seamless communication and collaboration. It acts as the backbone of the multi-agent [RAG system](http://gigaspaces), optimizing workflows and resolving any possible conflicts between agents. **Knowledge bases** , for instance, vector databases or [graph databases](https://www.gigaspaces.com/data-terms/graph-db), store the data that retrieval agents access. These databases enable efficient and context-aware retrieval, which is key for high-quality output in a multi-agent RAG system. **LangChain** , a popular framework for building these systems, simplifies the integration of agents and LLMs. LangChain’s modular architecture allows developers to design and deploy multi-agent RAG systems tailored to specific use cases, making it a favored choice for developers exploring this technology. ## **The Benefits of Multi-Agent RAG in AI Applications** The adoption of these systems brings several advantages that traditional single-agent approaches do not, particularly in AI-driven applications: **Enhanced Accuracy** **** By using multiple agents, each with a specialized role, a multi-agent RAG system is able to produce more precise and context-aware results. Each agent’s expertise incrementally reduces errors and ensures more data relevance. **Scalability** **** These systems are inherently scalable, so developers can add or remove agents based on particular requirements, bringing a flexibility that makes them ideal for applications with varying workloads or evolving needs. **Improved Efficiency** **** Parallel processing among multiple agents quickens the retrieval and generation process. This efficiency is particularly valuable when it comes to real-time applications, in which speed is of the essence. **Robustness** **** The distributed nature of a multi-agent RAG system sees that the failure of one agent does not compromise the whole system, adding robustness that boosts reliability and limits downtime. **Adaptability** **** They can dynamically adapt to changing datasets and user requirements. Their modular design facilitates updates and modifications without disrupting overall functionality. ## **Common Use Cases for Multi-Agent RAG** The versatility of these systems has made them popular across a variety of domains. Some common use cases include: ##### **Customer Support** Multi-agent RAG systems can enhance AI-powered chatbots by retrieving relevant information from diverse knowledge bases and generating accurate, personalized responses. This approach improves user satisfaction and reduces resolution times. ##### **Research and Development** In scientific and academic research, they streamline the retrieval of relevant studies, data, and literature. By synthesizing insights from multiple sources, these systems accelerate the discovery process. ##### **Healthcare Applications** In healthcare, multi-agent RAG systems assist clinicians by retrieving patient-specific information, medical literature, and treatment guidelines. This capability supports more informed decision-making and personalized patient care. ##### **E-Commerce Personalization** Multi-agent RAG systems help ecommerce platforms provide tailored shopping experiences by pulling product details, reviews, and recommendations that match customer preferences. ##### **Content Generation** These systems are ideal for generating high-quality, contextually accurate content. Their ability to integrate information from multiple sources ensures consistency and depth in outputs, making them invaluable for content creators and marketers. ##### **Legal and Compliance** Legal professionals and compliance teams benefit from multi-agent RAG systems that can quickly retrieve and summarize relevant regulations, case laws, and policy documents. These systems reduce the time spent on manual research while ensuring thoroughness. 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[Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # What is NLQ, Natural Language Query? [More Glossary Terms](https://www.gigaspaces.com/data-terms) Natural language query (NLQ) is an AI analytics capability that allows users to interact with and analyze complex databases using layman’s terms. There is no need for a query language like SQL, advanced analytics skills, or even code. Users can type (or, in some advanced cases, even speak) their query in everyday language, and NLQ will perform a series of text-to-SQL functions to retrieve the desired data. ## How Natural Language Querying Works in Modern Databases This is how NLQ turns simple language into structured queries that deliver database-driven insights: **Step 1: First, the user poses a question in plain language.** Say, “How did our XYZ sales figures compare to last month’s?” **Step 2: Next, the NLQ interprets the intent of the question** by: * Parsing the query into its grammatical parts * Identifying word meaning and context * Finding core entities like names, places, and dates * Mapping the interpreted findings to SQL functions and database structures **Step 3: Third, the NLQ creates a SQL query** from the intent of the natural language query (derived in Step 2). **Step 4: The NLQ executes the SQL query and presents the findings** in human-readable form. This could be a graph, a chart, or natural language. Some even generate narratives and provide additional context. NLQ turns complex data retrieval and analysis into a conversational exchange. ## Key Benefits of Using NLQ in Enterprise Environments Businesses are just beginning to explore the benefits of utilizing natural language queries in their enterprise environments. Here are just a few: * **The democratization of information:** Once, only highly trained [data analysts](https://www.gigaspaces.com/data-terms/data-analytics) who knew SQL or other query languages could plumb databases for key information. That information would then have to be interpreted and presented to key stakeholders, risking dilution or loss at every step. Now, anybody can ask anything about a complex database and, using NLQ, can get an answer they understand. * **No more lag time for business-critical data** : Data drives decisions. When a large amount of processing must take place before that data is found, much less usable, key decisions lag and opportunities are lost. Using NLQ, businesses are given the ability to act immediately on market trends, make real-time connections they could not make before, and gain greater understanding of complex business data that can provide needed context. * **Optimization of business-generated intelligence** : By virtue of operating in a digital environment, businesses are generating useful and usable information daily, even by the second. Without the means to interpret this data, many companies (especially smaller, more resource-strapped ones) can let that valuable information slip through the cracks. Regardless of whether they have the technical teams to run complex queries, organizations of all maturity levels can leverage NLQ to derive key insights from data they already have, —and that has likely been underutilized until now. ## Common Use Cases for Natural Language Query Interfaces Being able to search intricate technical databases with simple layman’s terms opens up a wide range of opportunities, expanding the speed and ease with which humans can get answers. Common real-world use cases for NLQs include: * **Customer service** : NLQ-powered chatbots and virtual agents can decipher the meaning of typed questions and produce accurate, relevant responses, even walking users through troubleshooting procedures. * **Real-time business decision making:** Every decision maker at an enterprise can have equal access to relevant insights and hard-hitting data. Without a technical barrier to statistics, employees of all backgrounds can quickly leverage business-critical information (“How much did we make in sales last quarter? What are our top-performing assets?”) to make better-informed decisions. * **Search engines** : Today, even search engines like Google and Bing use natural language querying to refine user searches, delivering top results based on context as well as keywords. * **Financial analysis:** The financial industry is employing NLQ as a handy alternative to traditional macros. This empowers financial professionals to fully utilize the data at their disposal to make comparisons, spot trends, visualize financial artifacts, and make predictions, —all without needing to learn a complex querying language. * **Smart systems:** Voice-controlled devices and virtual assistants constantly leverage NLQ tools to translate everyday commands (“Alexa, turn on the TV”) into SQL code that carries out the necessary technical implications. ## **FAQs** ### How does natural language querying differ from traditional query languages like SQL? NLQ (natural language querying) differs from traditional query languages like SQL in that it accepts human speech as an acceptable input, —no coding required. It then translates that language into SQL commands which then produce the desired data. ### What types of databases support NLQ functionality? The following databases support NLQ functionality: * **Analytical databases:** For storing business intelligence. * **Relational databases:** For storing data points that are related to one another (customers and their email addresses, for example). * **NoSQL databases:** For speed, scalability, and performance; they accommodate large amounts of data and heavy use loads. * **Vector databases** : For handling multi-dimensional data, or “[vector embeddings](https://www.gigaspaces.com/data-terms/vector-embeddings)” that are vital for translating unstructured data into a machine-usable format for AI applications. ### Can NLQ tools be used by non-technical users in business teams? Yes. NLQ tools are specially designed to only require everyday language as input, not code or a querying language like SQL. This makes them ideal for use by non-technical business users, in particular. ### How accurate are natural language queries in retrieving structured data? The capabilities of natural laguage queries are still evolving, but at present, they are highly successful at retrieving structured data given simpler queries and well-defined domains. Amazon tests have demonstrated[ 95% accuracy](https://aws.amazon.com/blogs/machine-learning/enterprise-grade-natural-language-to-sql-generation-using-llms-balancing-accuracy-latency-and-scale/) over 100 NLQ cases. Improved[ prompt engineering](https://www.gigaspaces.com/question/what-role-does-prompt-engineering-play-in-generative-ai) will also increase the accuracy of results. ### What are the most common challenges with implementing NLQ? When implementing NLQ in existing workflows, common challenges include understanding language nuances like sarcasm, interpreting complex demands, and establishing sufficient data governance policies. In cases of ambiguity,[ hypothetical document embeddings (HyDe)](https://www.gigaspaces.com/data-terms/hypothetical-document-embeddings) can improve NLQ results. In cases of complexity,[ chain of thought (CoT) prompting](https://www.gigaspaces.com/blog/chain-of-thought-prompting-and-explainable-ai) can help systems avoid confusion, with NLQ acting as the input and CoT as the internal reasoning process. 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Terms](https://www.gigaspaces.com/data-terms) ## What is RAG as a Service [Retrieval-augmented generation](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation) (RAG) dramatically enhances the capabilities of large language models (LLMs) by seamlessly integrating external data sources. This integration helps LLMs deliver responses that are far more accurate and are enriched with relevant context tailored to user queries. RAG as a Service (RaaS) takes this a step further by providing a managed platform that simplifies and accelerates the deployment of RAG solutions within enterprises. With RaaS, the need for extensive in-house development is taken out of the equation, as it allows businesses to adopt cutting-edge AI capabilities more efficiently and focus on using their AI for strategic outcomes. For enterprises seeking to enhance their AI capabilities, RAG as a Service provides an ideal solution. Through features like advanced data processing, customizable embeddings, and secure data management, these platforms help companies deploy AI solutions that are accurate, contextually relevant, and scalable. ## The Key Features of RAG as a Service Understanding the key features of RAG as a Service is key to grasping its value and potential impact on business operations. These include: **Data Ingestion and Processing** RaaS platforms enable diverse data types to be seamlessly ingested. This includes a range of data types, such as documents, web content, and databases. They use advanced processing techniques such as optical character recognition (OCR) and intelligent text chunking to get data readyfor integration with LLMs. **Customizable Embeddings** Users can choose from a host of embedding models, like those provided by OpenAI or Cohere, to generate vector representations of their data. This level of customization ensures that all embeddings align with the application’s particular requirements. **Advanced Search Capabilities** RaaS platforms also offer powerful search functionalities that unite semantic and keyword matching. Features like hybrid search and built-in reranking boost the relevance of retrieved information, which, in turn, improves the quality of AI-generated responses. **Integration with Vector Databases** These services support connections to vector databases, like Pinecone or Qdrant, facilitating efficient storage and retrieval of vectorized data. This integration is crucial for managing embeddings and providing rapid information access. **Privacy and Security** Emphasizing data privacy, RaaS platforms make sure that processed data stays within the user's infrastructure. They use secure processing protocols and store minimal metadata, to stay in line with regulations such as GDPR. ## The Use Cases for RAG as a Service Let’s explore the use cases of RAG as a Service to understand its versatility and practical applications across various industries. **Enhanced Customer Support** By integrating proprietary data, such as internal documents and FAQs, RAG solutions enable AI systems to provide accurate and context-specific responses to customer inquiries, improving satisfaction and efficiency. **Content Generation** RAG can assist in creating contextually relevant content, such as blog posts or product descriptions, by leveraging up-to-date information from external sources. This capability is valuable for marketing and content development teams. **Market Research and Analysis** [Entities can use RAG](https://www.gigaspaces.com/question/what-is-retrieval-augmented-generation) to analyze real-time data from news outlets, industry reports, and social media, gaining insights into market trends, customer sentiment, and competitor strategies, all of which help with informed decision-making. **Knowledge Management** These enable firms to turn internal documents, emails, and databases into interactive AI-driven experiences so that staff members can retrieve precise information efficiently. This boosts productivity and knowledge sharing. **Preventing AI Hallucinations** By providing LLMs with access to accurate and up-to-date external data, RAG limits the chances of AI-generated hallucinations—false or misleading information—thereby improving the quality and reliability of AI outputs. ## The Benefits of Using RAG as a Service There are a slew of clear benefits to using RAG as a Service. These include: **Improved Accessibility and Relevance** RAG enables LLMs to use the latest and most relevant data, leading to responses that are accurate and directly address user queries. This accessibility streamlines workflows and boosts the user experience. **Enhanced Contextualization** By integrating proprietary data, RAG solutions [tailor AI responses](https://www.gigaspaces.com/blog/rag-technology-increasing-genai-accuracy) to reflect an entity’s specific knowledge and context, leading to more personalized and relevant interactions. **Scalability and Flexibility** RaaS platforms are designed to handle enterprise-level data volumes and query loads, offering scalability to accommodate growing data needs. Their flexibility allows for rapid adaptation to different domains without extensive retraining. **Simplified Maintenance** Updating the knowledge base in a RAG system is typically more straightforward than retraining an LLM. This ease of maintenance ensures that the system remains current with the latest information, reducing operational overhead. **Control Over Knowledge Sources** RAG implementation allows organizations to select the data sources their AI systems utilize, ensuring that responses are based on trusted and authoritative information. This control enhances the quality and reliability of AI outputs. **Prevention of AI Hallucinations** By grounding AI responses in factual and up-to-date data, RAG reduces the incidence of AI hallucinations, thereby increasing the trustworthiness of AI-generated content. 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Terms](https://www.gigaspaces.com/data-terms) In the age of generative AI, traditional language models are hitting their limits when it comes to accuracy and context. That’s where Retrieval-Augmented Generation (RAG) pipelines step in. RAG combines the power of large language models (LLMs) with external knowledge retrieval, enabling smarter, more context-aware answers. Whether you’re building internal enterprise chatbots or domain-specific copilots, understanding and deploying RAG pipelines for production at scale can be a game-changer for AI-driven applications. ## What are RAG Pipelines? RAG pipelines are a hybrid architecture that pairs a retrieval system (like a search engine or vector database) with a generative language model. The pipeline works in two stages: 1. Retrieval – Relevant documents or data are fetched from an external knowledge base using the input query. 2. Generation – The retrieved content is passed to an LLM (like GPT or similar) to generate a response grounded in the retrieved knowledge. [The magic of RAG](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation) lies in bridging the gap between static model knowledge and dynamic, up-to-date information. This is particularly helpful when factual accuracy, context sensitivity, and real-time updates are key. ## The Components of RAG Pipelines When building RAG pipelines, there are three essential components: ### **Retriever** The retriever identifies documents or text snippets from a corpus that are semantically relevant to the user’s query. Common retriever types include: * Dense retrievers (such as using embeddings and vector similarity search) * Sparse retrievers (for instance, BM25, TF-IDF) Retrievers use tools like FAISS, Weaviate, Pinecone, or Elasticsearch to fetch top-N results. ### **Reader or Generator** The reader or generator is usually a large language model that processes the retrieved documents and crafts a coherent, contextually relevant answer. Examples include: * OpenAI GPT models * Cohere, Claude, or open-source LLMs like Mistral and LLaMA ### **Knowledge Store** This can be any [structured or unstructured data source](https://www.gigaspaces.com/question/what-is-the-architecture-of-a-rag-system) (internal documents, product manuals, websites, or data lakes) transformed into embeddings and stored in a searchable format. Proper document chunking and metadata tagging significantly impact retrieval accuracy. Additional elements like prompt engineering, context window management, ranking filters, and feedback loops can enhance overall pipeline quality. ## Designing RAG Pipelines When designing RAG pipelines, a thoughtful architecture matters more than brute-force compute. Here’s what to keep in mind: ### **Chunking and Preprocessing** Documents need to be split into manageable units or “chunks” for optimal indexing and retrieval. Chunk size affects relevance, latency, and token usage. Common strategies include: * Sentence or paragraph-based chunking * Sliding windows for overlapping context * Metadata tagging for filtering by source, date, or document type ### **Embedding Model Selection** The quality of your retriever depends heavily on the embeddings you use. Open-source models like Sentence Transformers, or proprietary ones from OpenAI, help translate text into vectors with contextual meaning. ### **Prompt Design** Prompt engineering is critical for maximizing the relevance and faithfulness of generated answers. Include system-level instructions (e.g., "Answer only based on provided documents") and add citations or sources when needed. ### **Evaluation and Metrics** Evaluating RAG pipelines requires a mix of quantitative and qualitative benchmarks. Key metrics include: * Precision@K: How many of the top-K retrieved documents are relevant * BLEU, ROUGE, and METEOR: Measure similarity between generated and reference answers * Faithfulness: Is the output grounded in the retrieved content? * Latency: Can the system operate in real-time or near real-time? User feedback loops, A/B testing, and continual fine-tuning are essential for improving real-world performance. ## Use Cases of RAG Pipelines RAG pipelines have wide-ranging applications across industries. Some standout use cases include: **Customer Support Chatbots:** Deploy intelligent bots that can pull answers from product manuals, helpdesk tickets, and knowledge bases without hallucinating or relying on outdated model memory. **Enterprise Search:** Instead of sifting through thousands of documents, users can ask natural language questions and get answers synthesized from internal wikis, policies, and archives. **Healthcare & Legal Research:** RAG pipelines can retrieve and summarize medical guidelines or legal precedents based on complex queries, providing fast, informed, and legally compliant outputs. **Developer Documentation Assistants:** Enhance productivity by letting developers ask coding questions and get answers grounded in specific API docs or technical manuals. **Compliance & Risk Analysis:** Pull contextual information from regulatory documents to automate compliance checks and risk assessments across changing jurisdictions. ## **Deploying RAG Pipelines for Production at Scale** Moving from prototype to production brings new challenges. For deploying RAG pipelines for production at scale, consider the following best practices: * **Scalability:** Choose retrieval and LLM components that can scale horizontally, especially under high query volumes. * **Latency Optimization:** Minimize inference times by batching retrieval requests, caching embeddings, and using faster LLMs or quantized models. * **Monitoring & Logging:** Track retrieval relevance, model output quality, and user interactions to detect drift and continuously improve. * **Security & Privacy:** Ensure that sensitive data is protected throughout the retrieval and generation process. Encrypt data in transit and at rest. * **Governance:** Establish clear policies around content sources, model guardrails, and bias mitigation to ensure responsible AI usage. 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[More Glossary Terms](https://www.gigaspaces.com/data-terms) Real-time AI governance is the continuous oversight of artificial intelligence systems as they operate, instead of only after deployment. It[ monitors AI’s decisions](https://www.gigaspaces.com/blog/rag-technology-increasing-genai-accuracy), data processing, and interactions in the moment. This allows entities to maintain control over how AI behaves, so that it meets ethical standards, regulatory requirements, and internal policies without any delay. Conventional AI regulation has relied on periodic audits, human review, or after-the-fact reporting. It created blind spots, allowing problems to grow undetected until they caused damage or broke rules. Real-time AI regulation bridges these gaps by embedding monitoring tools right into AI processes. It tracks data lineage, model behavior, and[ decision outputs](https://www.gigaspaces.com/how-it-works/semantic-reasoning) in real-time, offering instant insights. This real-time monitoring enables risk detection, privacy governance, and responsible AI applications. It also allows teams to feel confident innovating, knowing they can respond in real time if something goes wrong. ## Why Real-Time AI Governance Is Critical for Enterprise Systems The scale and speed of AI today demand new governance approaches. AI touches critical areas like healthcare, finance, customer relations, and legal compliance. Mistakes or unethical decisions by AI can cause real harm. Enterprises cannot afford delayed detection. Traditional governance methods are too slow. Periodic audits, often monthly or quarterly, cannot keep up with the real-time nature of AI systems, making thousands of decisions every second. Risk accumulates unnoticed. Bias, privacy violations, or model drift may remain hidden for weeks or months. Real-time AI governance frameworks provide the ongoing surveillance businesses need. They detect anomalies in real-time, flag compliance risk, and track AI engagements with third parties. This vigilance prevents shadow AI (unapproved systems running without supervision or policy enforcement) which is a growing threat. With real-time governance, businesses gain the confidence of regulators and their customers, too. They limit legal exposure and operational risk. At the same time, they enable AI teams to innovate faster, and without the fear of underlying issues. ## Key Capabilities of Real-Time AI Governance Frameworks A robust real-time AI governance framework combines several core capabilities: * **Anomaly Detection:** Monitors AI models and data flows for unexpected behaviors or shifts. When something deviates from normal patterns, alerts are triggered for immediate review. * **Data Lineage and Transformation Tracking:** Maps how data enters AI systems, transforms, and contributes to outputs.[ This transparency](https://www.gigaspaces.com/blog/ai-databases-design-patterns-reasoning-engines) uncovers hidden risks such as inadvertent bias or privacy issues resulting from complex data merges. * **Continuous Compliance Validation:** Automatically checks AI operations against policies, regulations, and consent requirements in real time. This includes compliance with GDPR and other regulations, purpose limitation, and data minimization rules. * **Third-Party Risk Monitoring:** Tracks how AI systems interact with third-party vendors, APIs, and data sources. This limits risk from supply chain vulnerabilities or unvetted data exchanges. * **Automated Audit Trails:** Generates detailed, timestamped records of AI decisions, data access, and policy enforcement. Having these logs supports accountability and regulatory reporting without any extra manual workload. * **Integration with Observability Tools:** Connects AI governance insights with broader IT monitoring platforms. This unified view helps teams manage AI health, performance, security, and compliance holistically. These capabilities fuel a dynamic, multi-level approach to stewardship. Real-time AI regulation approaches don’t just tick boxes, they enable proactive risk management and continuous enhancement. ## How Real-Time AI Governance Enables Compliance and Risk Mitigation Governance is being mandated more and more by regulators to make sure companies are demonstrating control of data and AI systems. The requirements can be satisfied with real-time governance. It provides evidence that AI activity complies with internal policy and legislation as activity unfolds. This is particularly true when it comes to data privacy management. AI models will likely consolidate numerous data sources to generate results. Without tracking data lineage and transformations in real time, organizations risk violating consent or data minimization obligations. Real-time monitoring ensures compliance by constantly verifying the use of data. In addition, real-time AI governance identifies risks earlier. This reduces the likelihood of bias, wrong output, or[ hallucinations](https://www.gigaspaces.com/data-terms/ai-hallucination) in large language models. Catches in advance mean fixes before harm is caused to customers or stakeholders. Real-time governance frameworks also establish clear processes for dealing with issues discovered. Automated audit trails, log investigations, and resolutions to enhance transparency and accountability. Ultimately, real-time governance shifts AI oversight from reactive firefighting to proactive stewardship. It enables innovation by providing teams with confidence in the safety and compliance of their AI systems. ## FAQs **How does real-time AI governance differ from traditional AI governance?** Traditional AI governance focuses on retrospective audits, manual checks, and periodic reviews after AI systems operate. Real-time AI governance monitors AI continuously during operation, offering immediate visibility into behavior and data use. This allows faster detection and response to risks. **What are the core components of a real-time AI governance framework?** Core components include anomaly detection, data lineage tracking, continuous compliance validation, third-party risk monitoring, automated audit trails, and integration with AI observability tools. These combine to deliver layered, ongoing oversight. **Can real-time AI governance prevent bias and hallucinations in LLMs?** While it cannot eliminate bias or hallucinations entirely, real-time governance detects anomalies in model outputs and data inputs as they occur. This early warning enables timely interventions, retraining, or human review to reduce harm. **What types of industries benefit most from real-time AI oversight?** Industries with high stakes in privacy, safety, and compliance gain the most. Healthcare, finance, insurance, telecommunications, and government are prime examples. Any organization relying on AI for critical decisions needs real-time governance. **How does real-time governance integrate with AI observability tools?** Real-time AI governance frameworks are linked to observability platforms that monitor system performance, security, and reliability. This integration provides a unified view of AI risks and operational health, enabling coordinated response and management. 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Feedback [More Glossary Terms](https://www.gigaspaces.com/data-terms) ## What is Reinforcement Learning with Human Feedback Reinforcement Learning with Human Feedback (RLHF) is an advanced technique in machine learning where human input is used to fine-tune AI models. It builds upon traditional reinforcement learning, which relies on reward signals to guide decision-making, by introducing feedback from human evaluators to [shape an AI's behavior](https://www.gigaspaces.com/data-terms/ai-hallucination). This methodology is widely employed to enhance the alignment of AI systems with human expectations, particularly in large language models (LLMs) and other generative AI systems. In RLHF, humans provide evaluative signals—typically in the form of preferences or corrections—that help refine how the AI interprets and responds to tasks. This makes RLHF particularly valuable in improving AI systems’ outputs for tasks where predefined metrics might fail to capture the nuances of human values or quality. ## **How Reinforcement Learning with Human Feedback Works?** Understanding how RLHF works involves breaking down the RLHF training process into its core components: 1. **Initial Model Training** : The process begins with a base AI model, typically pre-trained on vast datasets using supervised learning or unsupervised learning methods. This base model serves as the foundation for further optimization. 2. **Human Feedback Collection** : Human evaluators interact with the AI system to provide feedback. For example, in a reinforcement learning LLM application, evaluators may rank responses generated by the model based on relevance, coherence, or ethical appropriateness. 3. **Reward Model Creation** : Based on human feedback, a reward model is developed. This model quantifies how well the AI's outputs align with human preferences, effectively acting as a scoring system. 4. **Reinforcement Learning Optimization** : Using the reward model, reinforcement learning algorithms adjust the AI's parameters to maximize the reward. This iterative process encourages the model to produce outputs that better match human expectations. 5. **Evaluation and Deployment** : Once trained, RLHF models undergo rigorous testing to ensure they generalize well and meet performance benchmarks before being deployed in real-world scenarios. Here’s an overview of the RLHF process: ![RLHF flow](https://www.gigaspaces.com/wp-content/uploads/2024/11/RLHF.png) [_https://www.labellerr.com/blog/reinforcement-learning-with-human-feedback-for-llms_](https://www.labellerr.com/blog/reinforcement-learning-with-human-feedback-for-llms) By incorporating human oversight, reinforcement learning from human feedback addresses challenges like ethical alignment, content moderation, and creative response generation, enhancing AI's utility across various domains. ## **The Benefits of Reinforcement Learning with Human Feedback** The benefits of RLHF AI extend across technical performance, ethical alignment, and user satisfaction: 1. **Improved Alignment with Human Values** : RLHF models are particularly effective at producing outputs that reflect human values and preferences. This is critical in tasks requiring ethical considerations, such as moderating harmful content or ensuring fairness in automated decision-making. 2. **Enhanced Responsiveness and Coherence** : For applications like chatbots or virtual assistants, reinforcement learning from human feedback helps refine responses to make them more coherent, relevant, and contextually accurate. 3. **Mitigation of Biases** : By leveraging diverse human feedback, RLHF training can identify and mitigate biases present in the AI’s initial training data. This makes it a valuable tool for developing fair and inclusive AI systems. 4. **Flexibility in Complex Tasks** : RLHF allows AI systems to excel in tasks where predefined reward metrics are insufficient. For instance, reinforcement learning LLM approaches benefit from nuanced human feedback to generate creative, high-quality text. **User Trust and Satisfaction** : As RLHF models produce outputs more aligned with human expectations, end-users are more likely to trust and adopt AI systems, driving broader acceptance and utility. ## **RAG vs RLHF** When evaluating AI training methodologies, understanding the differences between [Retrieval-Augmented Generation](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation) (RAG) and Reinforcement Learning with Human Feedback (RLHF) provides clarity on their respective applications: ### **Core Functionality** Retrieval-augmented generation (RAG) combines pre-trained AI models with external knowledge bases to retrieve relevant information and generate accurate responses. This method excels in scenarios where factual accuracy is essential, using external data to ensure reliable outputs. Reinforcement Learning with Human Feedback (RLHF), by contrast, aligns AI behaviors with human values and preferences. Instead of relying solely on data, RLHF uses human feedback to refine decision-making and response quality, ensuring outputs are ethical and contextually appropriate. ### **Use Cases** RAG is ideal for knowledge-intensive tasks like question answering, research tools, and technical documentation, where factual correctness is critical. By grounding responses in credible sources, RAG ensures precision and reliability. RLHF AI is better suited for tasks requiring nuanced understanding or ethical alignment, such as conversational AI and creative text generation. Through iterative feedback, RLHF improves the system’s ability to handle complex, human-centric challenges. ### **Feedback Mechanisms** RAG depends on structured retrieval processes that leverage external databases to ensure accurate information. These mechanisms operate without direct human intervention, relying on data quality. In contrast, RLHF models rely on human evaluators to guide behavior through feedback. This feedback trains a reward model that directs reinforcement learning, aligning outputs with human preferences and values. ### **Challenges** RAG struggles with integrating diverse data sources and maintaining relevance, with its outputs limited by the quality of available knowledge bases. LHF training is resource-intensive, requiring human evaluators and iterative processes. While costly, it delivers improvements in ethical alignment and personalized outputs, making it valuable for complex applications. While both RAG and RLHF excel in enhancing AI capabilities, their complementary nature makes them suitable for different aspects of AI system design, ensuring versatility in addressing complex tasks. 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[More Glossary Terms](https://www.gigaspaces.com/data-terms) A semantic layer turns data into understanding. Raw tables, streams, and logs are untidy. This layer organizes them into concepts that make sense to us, so that metrics, KPIs, and business terms all come together. This means analysts can query data without SQL, and that marketing, operations, finance, leadership, or any team can explore, extract, and act on insights. This is more than translation, it enforces consistency. Definitions are standard across departments, and calculations are the same, whether you’re in sales or supply chain. In Data Build Tools, the semantic layer amplifies this by tying transformations directly to semantic definitions. Data becomes repeatable, reliable and trustworthy. It can be viewed as a lens that is focused, precise, and human-readable. Complexity is kept at the back, while clarity is brought to the front. ## How the Semantic Layer Works It works in layers. Each step transforms complexity into clarity. * **Metadata Management** : Tracks definitions, relationships, as well as rules. * **Query Translation** : Converts plain-language requests into optimized technical queries. * **Data Virtualization** : Provides unified views without having to move the data. * **Security Enforcement** : Limits access to keep sensitive information safe. In the middle, [caching](https://www.gigaspaces.com/data-terms/semanticaching-for-llms), query engines, and metadata repositories work together. Dashboards and BI provide a window into the data for users. Results appear at once, and analytics are consistent, reliable, and easy to trust. Historical queries run alongside live data, and insights pop up the instant they are needed. The semantic layer is methodical. Each query is optimized, each metric is verified, and importantly, each user sees the same truth. ## Best Practices for Building a Semantic Layer Building a semantic layer is far from plug-and-play; it takes thoughtful planning with attention to detail. Here’s how to start: * **Understand Business Needs:** Map all data sources and reporting requirements. * **Design Thoughtfully:** Define metrics, KPIs, and terms. * **Enforce Governance:** Set access controls, compliance policies, and lineage tracking. * **Integrate Carefully:** Align with BI tools and semantic layer tools currently in use. * **Validate and Test:** Ensure [queries are accurate](https://www.gigaspaces.com/blog/semantic-reasoning-genai-accuracy) and that results match expectations. * **Train Users:** Encourage adoption through clear guidance. * **Maintain and Update:** Keep definitions up to date as data and business needs evolve. The layer evolves alongside the business. AI can help along the way. Features like[ metadata](https://www.gigaspaces.com/question/what-types-of-metadata-can-self-querying-rag-models-use) discovery, anomaly detection, and smart recommendations help to improve accuracy and updates roll out gradually, keeping the system aligned and growing as the business does. ## The Key Benefits of the Semantic Layer The advantages are clear and compelling: * **Consistency:** A semantic layer creates a single source of truth so that Teams can stop debating numbers, and reports line up. Metrics mean the same thing in finance, marketing, or operations, and everybody works from the same definitions and ambiguity vanishes. * **Efficiency:** Analysts can now spend time rooting out patterns instead of cleaning data. There are no more manual joins, reconciling spreadsheets, or chasing the IT department. Workflows speed up, and insights arrive faster. Analysts are able to focus on high-value tasks, like interpretation and decision-making. * **Self-Service Analytics:** Teams generate reports, dashboards, and ad hoc queries on their own. They can explore without waiting for IT. Also, this exploration is intuitive, allowing business users to see results in minutes, rather than days. * **Governance and Security:** Policies enforcement is consistent, since access is controlled, and data lineage is tracked from the source to the dashboard. Compliance and audit trails are built in, so that security is not optional but integral. * **Integration-Friendly:** This layer plugs into existing BI tools, data lakes, warehouses, and AI platforms. Instead of isolating data**,** it bridges systems, allowing new technologies to coexist without disruption. * **Scalability:** It is also designed to handle huge volumes of data and multiple queries at once. Despite this, [performance remains smooth](https://www.gigaspaces.com/blog/semantic-caching-enhance-llm-performance), even as demand soars. Analysts get the answers they need without delay, as growth doesn’t slow down insight. * **Agility** : New sources, evolving metrics, and changing business requirements are no problem because the semantic layer adapts. It can incorporate new data streams, adjust definitions, and expand calculations. Teams can pivot quickly without having to rebuild pipelines. ## The Role in Modern Analytics In short, the semantic layer reduces friction and accelerates insight generation, doing more than just simplify reporting. It builds a bridge between technical data and business decision-making. Cross-functional teams can run analyses on consistent data, while real-time operational dashboards are made possible. Machine learning projects rely on the layer as it enables consistent feature engineering. It’s important to note that the layer is not static. Definitions evolve, data sources change, and users’ needs change and grow. The beauty lies in how the semantic layer adapts. With AI-powered automation, it can discover new relationships, suggest metrics, and flag any anomalies, so that users gain confidence and decisions are made faster. In practice, the semantic layer is quiet but powerful. Analysts type a query, the system interprets, translates, and executes it, generating a result that is accurate, actionable, understandable and repeatable. ## FAQs ### How does a semantic layer differ from a data warehouse or data lake? Warehouses and lakes store raw data, while a semantic layer organizes it into business concepts that are ready for exploration and analysis. ### Why do organizations need a semantic layer? A semantic layer helps companies unify data understanding, accelerate decisions, and limit their dependence on IT. ### How does a semantic layer improve business intelligence and reporting? By standardizing metrics, simplifying queries, and providing a single source of truth. ### Can a semantic layer help enforce data governance and security? Yes, absolutely. It controls access, tracks lineage, and makes sure that policies are followed. ### What are common challenges when implementing a semantic layer? As with any new technology, there is complexity during setup, maintaining definitions, and optimizing performance. There’s also the expected resistance to new tools, so user adoption must be encouraged. 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360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # **What is Semantic Reasoning?** [More Glossary Terms](https://www.gigaspaces.com/data-terms) Semantic reasoning is a system’s ability to infer new facts from existing data by applying rules and structured knowledge. It is an integral part of semantic AI, as it helps machines go beyond simple data storage and search. Instead, these systems can draw conclusions and uncover connections that are not explicitly stated but logically follow from the data. At its simplest, semantic reasoning lets a machine[ understand relationships](https://www.gigaspaces.com/question/what-are-the-common-applications-of-nlu) in the same way a person would. For instance, if data shows “Barry is married to Martha,” semantic reasoning can infer that “Martha is married to Barry” without needing to store both facts separately. Semantic reasoning depends on ontologies (formal models that define concepts and how they relate to one another) and on inference rules, often written in a form similar to “if this, then that.” By applying these rules, a reasoning engine can enrich the data with new knowledge. It is this that distinguishes semantic reasoning from mere keyword matching or[ database searching](https://www.gigaspaces.com/data-terms/vector-database). ## How Semantic Reasoning Works in NLP Systems [In natural language processing](https://www.gigaspaces.com/blog/engage-structured-data-using-natural-language) (NLP), semantic reasoning enriches a system's understanding of language by analyzing meaning, rather than words. Basic NLP can identify keywords or patterns. Semantic reasoning is more sophisticated, allowing machines to comprehend context and relationships in the text. For instance, for a sentence like "Dr. Jones treats diabetes patients," semantic reasoning may connect Dr. Jones to diabetes care expertise even if this is not directly stated. This is based on integrating NLP semantic analysis tools with rules of logic. Semantic reasoning in NLP uses declarative rules. These rules don’t describe how to compute something step-by-step; they simply state what relationships should hold true. Reasoning engines apply these rules either before queries run (pre-materialization) or as queries are processed (query rewriting), or both. The result is smarter, faster analysis. Systems can answer complex questions, connect dots across documents, and handle ambiguous language more like a person would. ## Examples of Semantic Reasoning in Real-World Applications Semantic reasoning is already making a difference in many industries. * **Contract Management:** Contracts are complex. Semantic reasoning helps identify implied obligations, flag contradictions, and connect clauses, reducing manual review time. * **Healthcare:** Medical data is vast and interconnected. Semantic reasoning can infer diagnoses from symptoms, recommend treatments, or spot potential drug interactions by reasoning over medical ontologies. * **Finance:** Fraud detection benefits when semantic reasoning uncovers hidden relationships in transactions that keyword filters would miss. This can expose suspicious patterns involving multiple parties. * **Knowledge Graphs:** These data structures map entities and their connections. Semantic reasoning automatically enriches these graphs by inferring new relationships, improving search, recommendations, and data discovery. ## Semantic Reasoning vs. Traditional Keyword Matching Keyword matching is literal and surface-level. It finds exact words but can’t understand meaning or context. A search for “bank” could return results about financial institutions or river edges, with no distinction. Semantic reasoning interprets meaning. It uses context, structured knowledge, and rules to resolve ambiguity and uncover hidden links. It is rooted in semantics and philosophy (the study of meaning) allowing systems to think more like people. This difference matters in practice. Semantic reasoning delivers more relevant results, supports complex queries, and enables insights that keyword searches cannot. ## FAQs ### How is semantic reasoning different from semantic analysis in NLP? Semantic analysis in NLP extracts meaning from language. It identifies entities, resolves ambiguities, and understands context. Semantic reasoning takes that meaning and applies logic rules to infer new facts or connections. Put simply, semantic analysis understands language; semantic reasoning derives new knowledge from it. ### What are the common challenges in applying semantic reasoning to enterprise data? It takes deep domain knowledge to build accurate ontologies. Data may be incomplete or inconsistent, complicating reasoning. Scaling reasoning engines for large datasets can be resource-heavy. Crafting and maintaining effective rules takes ongoing effort. ### Can semantic reasoning improve accuracy in retrieval-augmented generation (RAG) systems? Yes. By adding inferred knowledge, semantic reasoning enriches[ the retrieval step](https://www.gigaspaces.com/data-terms/agentic-rag), bringing more relevant documents to the generative model. This leads to responses that are more accurate and context-aware. ### Is semantic reasoning based on formal logic or machine learning models? It is primarily based on formal logic, explicit rules, and ontologies. Machine learning is excellent at pattern recognition, but semantic reasoning focuses on interpretable, rule-based inference. ### What industries benefit most from applying semantic reasoning in AI systems? Industries handling complex, linked data benefit the most. Healthcare, finance, legal, media, and manufacturing all find value in systems that can reason over their data to improve accuracy, efficiency, and insights. Semantic reasoning transforms how machines work with data. It moves AI from simple retrieval to understanding and inference. As AI systems grow more advanced, semantic reasoning will be key in making technology smarter, more reliable, and better at solving real problems. 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[More Glossary Terms](https://www.gigaspaces.com/data-terms) Semantic rerankers reorder search results based on their similarity to a query using the power of machine learning models. A reranker in itself improves on a previous retrieval mechanism.[ Semantic reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) harnesses the power of Natural Language Processing (NLP) models to improve upon other search algorithms like BM25 (Best Match 25) by comparing semantic matches. In other words, it allows you to refine your search based on context and meaning; not just keywords. ## How Semantic Reranking Optimizes RAG Pipelines Semantic reranking acts as a refined search filter when added to[ Retrieval-Augmented Generation (RAG)](https://www.gigaspaces.com/data-terms/rag-as-a-service). Once[ documents are retrieved (RAG)](https://www.gigaspaces.com/question/what-is-the-architecture-of-a-rag-system), it sits on top and refines the search results via semantic context matching. This optimizes[ RAG pipelines](https://www.gigaspaces.com/data-terms/rag-pipelines) by providing: * **Better recall:** Enhances the ability to pull relevant documents. * **Increased relevance:** Even retrieved documents are reordered to prioritize the intent of the query. * **More prioritized ordering:** Reranking by semantics ensures the most semantically relevant content appears at the top; good for LLMs with limited or optimized output. In turn,[ semantic reasoning improves GenAI precision](https://www.gigaspaces.com/blog/semantic-reasoning-genai-accuracy), as “feeding too much irrelevant information to the Large Language Model (LLM) degrades accuracy.” This added double layer ensures only the most contextually pertinent results end up in the model. ## Comparing BM25, hybrid search, and semantic rerankers Semantic rerankers act as a final pass on already queried searches. BM25 orders search results based on how many keywords are in a document, and how often they appear in the range of documents overall. Docs with a high percentage of keywords compared to the average are ranked higher. **Semantic reranking re-sorts even these results** so the documents with the most relevance to the meaning of the query appear at the top, not just the ones with the most keywords stuffed in. Hybrid search combines two or more search algorithms to harness both their strengths; for example, keywords search and vector search. This is often more flexible than BM25 and can be applied for more in-depth queries. **Adding semantic reranking to hybrid search opens the door to NLP functions** like summarizing text and answering specific questions. This further improves the accuracy and relevance of even hybrid search findings. ## Popular Models Used for Semantic Reranking in Enterprise AI When integrating semantic reasoning into your Enterprise AI, the model you choose can profoundly impact your outcome. Here are a few popular options and what makes them unique: * **Cross-encoder Models (Better for Accuracy):** Cross-encoders simultaneously process the query and the document. The input requires a _pair_ of data points (two sentences) and can dramatically improve accuracy; however, it is best for small batches, not scalability, as it adds a considerable computing load. * **Bi-encoder Models (Better for Speed):** Bi-encoding turns both the document and the vector into separate embeddings (vectors). Then, using cosine similarity or dot product, the two embeddings are compared side-by-side for similarity. The upside of this method is speed; the downside is accuracy as nuances between the two separately examined vectors are missed. * **Late Interaction (A Hybrid Approach):** Late interaction models start with bi-encoding, creating two separately encoded vectors for analysis. Then, cross-encoding is introduced to capture some of the relationship between the two vectors, providing the best of both methods at a more reasonable cost. ## **FAQs** ### 1\. What makes semantic reranking essential in hybrid search workflows? Hybrid search workflows combine keyword-based search with semantic-based search to create a more accurate ranking. Not only do findings contain exact terms, but semantic reranking ensures that the context of the content is also relevant to the query. ### 2\. How does semantic reranking compare to traditional BM25 scoring? It sits on top of BM25 scoring and using semantic reasoning to bring the most relevant of the 25 top findings to the top of the list. ### 3\. What are the best reranker models used in RAG systems today? The best reranker models used in RAG systems today include cross-encoder, bi-encoder, late interaction or hybrid search RAG (ColBERT), and LLM-based reranking. ### 4\. Can semantic reranking improve retrieval quality in real-time applications? Yes; with their ability to compare context and intent (not just keywords), semantic reranking models can improve upon the retrievals of other methods (BM25 RAG, for example) in real-time. In essence, it narrows down retrieval options even further with greater accuracy. ### 5\. Is reranking more effective at the document or passage level? Reranking RAG is effective at both the document and passage level. Which you choose to employ depends upon your ultimate goals. At the document level, reranking offers the fastest results. At the passage level, reranking offers the most depth, relevance, and precision. 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[![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Product-menu-thumb.jpg)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) Conventional RAG Falls Short with Enterprise Databases [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) * Solutions![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Business Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid / Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * Industry Solutions * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * 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Catalyst](https://www.gigaspaces.com/products/genai-catalyst) * [Instant Data](https://www.gigaspaces.com/products/instant-data) * [Respond Proactively](https://www.gigaspaces.com/products/proactive-ai) * [Act Autonomously](https://www.gigaspaces.com/products/data-autonomy) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Solutions for * [Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid/Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # What is Supervised Fine-Tuning? [More Glossary Terms](https://www.gigaspaces.com/data-terms) Supervised fine-tuning is a machine learning technique that involves retraining a model that was pretrained on unlabeled data with labeled data to adapt it for a particular task; this process is especially useful in customizing large language models (LLMs) or other AI systems so they produce more accurate and relevant results for specific applications. While the initial pretraining phase uses massive amounts of general data, supervised fine-tuning utilizes task-specific datasets, which are typically labeled by humans. In terms of natural language processing (NLP), [supervised fine-tuning](https://www.gigaspaces.com/question/what-is-instruction-fine-tuning-how-it-works) LLM (large language model) refers to refining an already capable model (like [GPT ](https://www.gigaspaces.com/blog/incorporating-generative-ai-in-enterprise-applications)or BERT) using carefully curated question-answer pairs, customer support transcripts, legal documents, or domain-specific texts. The goal is to ensure that the model understands language broadly and performs well on the narrow tasks that matter to a business or research problem. It’s important to distinguish this from self-supervised fine-tuning, where models learn patterns from data without explicit labels. While both techniques refine model performance, supervised fine-tuning requires clearly defined inputs and expected outputs, typically annotated by humans. ## The Process of Supervised Fine-tuning Supervised fine-tuning follows a structured and deliberate process. It begins with selecting a base model (often a pre-trained transformer model such as GPT, BERT, T5, or LLaMA). These models have already learned general language patterns from massive corpora. Let's break down the supervised fine-tuning process: ### **Step 1: Define the Task** Clearly define the downstream task (text classification, question answering, summarization, or sentiment analysis) to make sure the model is trained to effectively perform a specific function. ### **Step 2: Build the Supervised Fine-tuning Dataset** The supervised fine-tuning dataset consists of labeled examples that are directly related to the specific task in question. For example, if the goal is to classify customer sentiment, the dataset will include text samples marked as “positive,” “negative,” or “neutral.” The effectiveness of fine-tuning hinges on the quality and variety of these examples. ### **Step 3: Preprocessing and Tokenization** Text inputs and outputs are tokenized or converted into a format the model understands, which could involve standardizing formats, removing anomalies, and seeing alignment between inputs and labels. ### **Step 4: Fine-tuning the Model** With the labeled dataset, the model is trained further to better match its predictions to the correct answers. Since the base model already has a solid grasp of language, this step is usually faster and less resource-intensive than building a model from the ground up. ### **Step 5: Evaluation and Validation** When training is completed, the model is tested on a separate validation set to weigh up its performance. Common metrics such as accuracy, F1-score, or BLEU score (for tasks involving text generation) assist with measuring the degree of the model’s improvement. ### **Step 6: Deployment and Monitoring** Once the model passes validation, it can be deployed in a production environment. Continuous monitoring is key to seeing that it continues to perform well, and periodic retraining might be needed as new data becomes available. ## The Benefits of Supervised Fine-tuning Supervised fine-tuning provides several practical and technical advantages, making it a popular choice for businesses and researchers working with AI. **Improved Accuracy for Specific Tasks:** Organizations can significantly improve output relevance by training the model on a targeted dataset. For instance, a legal-tech company can fine-tune a model on court rulings to better understand legal terminology and context. **Efficient Use of Resources:** Compared to training an entire model from scratch, supervised fine-tuning saves time, compute power, and costs. Pre-trained models already possess general language understanding, so only minor adjustments are needed. **Faster Time to Deployment:** Fine-tuned models are typically quicker to validate and deploy since they start from a reliable base. **Customization and Differentiation:** Enterprises can tailor their AI solutions to proprietary data and workflows. An example would be a customer support chatbot being fine-tuned on internal help desk tickets to help it align better with the company's language and tone. **Improved User Experience:** Better task performance translates into more accurate, useful, and engaging interactions. This could be for chatbots, content recommendations, or automated document summarization. ## Key Factors in Deciding Between Inference and Training Choosing between using an [existing inference model and training](https://www.gigaspaces.com/news/three-tips-for-crafting-an-ai-strategy) a new one hinges on factors such as the type of problem, objectives, and the resources that are available. **Time to Market:** Using a pre-trained model can significantly reduce the time required to deploy a solution, allowing companies to launch products faster and gain a competitive advantage. This is particularly important in fast-moving industries, where time is crucial to maintaining market leadership. **Resource Constraints:** Training a new model often needs substantial computational power, large datasets, and time, which can be resource-intensive. In contrast, inference models generally need fewer resources, enabling businesses to achieve high performance more quickly and cost-effectively. **Model Performance:** Training an [ML model](https://www.gigaspaces.com/blog/challenges-and-considerations-for-architecting-machine-learning-infrastructure/) from scratch involves iterative processes that may not always yield the desired results. Pre-trained inference models, on the other hand, are often more reliable out of the box. However, they may still need updates to address issues, such as model explainability and bias mitigation, to ensure they meet current ethical and performance standards. **Team Expertise:** Developing a robust ML model requires specialized skills in both training and deployment. If an entity lacks this expertise, relying on pre-trained inference models can be a more practical solution, eliminating the need for extensive in-house development while still achieving high-quality results. ## ## Common Applications of Supervised Fine-tuning Supervised fine-tuning is widely used across industries to improve model performance for niche tasks. Here are some of the most common applications: * **Customer Service and Chatbots:** Enterprises often fine-tune LLMs on support tickets, FAQs, and user queries to create more responsive and helpful virtual assistants. * **Healthcare:** Models can be fine-tuned on clinical notes, diagnostic codes, and medical research to assist in symptom checking, medical summarization, or drug discovery. * **Finance and Legal Tech:** In domains that require high precision, such as law or finance, fine-tuning enables models to understand regulatory terminology, contracts, and compliance language. * **Content Generation and Summarization:** News platforms and educational companies fine-tune models to summarize articles, generate quizzes, or draft reports based on structured inputs. * **Sentiment Analysis and Market Research:** Businesses can analyze customer feedback more accurately by training models to detect nuanced sentiments specific to their brand or industry. 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Glossary Terms](https://www.gigaspaces.com/data-terms) ## What is Table Augmented Generation? Table augmented generation (TAG) is an innovative computational approach that integrates structured data from tables with advanced natural language generation techniques. This method [bridges the gap](https://www.gigaspaces.com/blog/from-rag-to-tag) between traditional database structures and natural language interfaces, helping systems to interpret and generate human-like text that accurately reflects tabular information. In essence, TAG transforms raw, structured data into coherent narratives and responses that are easier for people to understand, making it an invaluable tool for a host of data-intensive applications. ## The Importance of TAG in NLP [TAG](https://www.gigaspaces.com/blog/from-rag-to-tag) plays a crucial role in natural language processing (NLP) because it tackles one of the major challenges in modern AI: synthesizing structured and unstructured data. Too often, standard NLP models fail to accurately translate or query numerical data from tables, which can result in misinterpretations or responses that are incomplete. By using TAG, systems can generate clear, data-driven explanations and answers directly gleaned from structured sources. This improves the accuracy of the responses and builds better user trust and engagement in customer support, business intelligence, report generation—and more. Also, including a TAG database guarantees the consistency and verifiability of the source data, building a reliable base for the generated content. ## How TAG Works At an operational level, [TAG joins the strengths](https://docs.gigaspaces.com/latest/dev-java/pojo-xml-metadata-attribute.html) of table parsing and natural language generation into one. The process typically involves several key steps: ### **Table Extraction** In this phase, the system searches for appropriate structured data sources like database tables or spreadsheets when a user submits a query or prompt (for instance, "Generate a report on sales performance for H1"). It then reviews these tables to identify the specific rows, columns, or entries that match the request—this could involve sales numbers, customer details, or product information found in financial or business reports. ### **Data Fusion** After the relevant structured data is gathered, the next step is to integrate it with a generative model, such as GPT. The model takes the raw information—numbers, facts, and the relationships between different fields—and weaves it into the generative process. Instead of simply listing data points, it produces coherent text that explains or interprets the information, for example: "Sales increased by 30% in Q1 compared to Q2, mostly due to an increase in the sale of product ‘X’. ### **Generation Step** The final stage sees the generative model creating fluent, coherent text based on the structured data. The output could be a summary, a report, or another type of content that accurately reflects the relationships and the values contained in the table. The model sees that the final text is aligned with the original data, keeping the numbers and insights consistent—an approach that guarantees the output is understandable and firmly grounded in the extracted data. All in all, this process allows the system to generate precise and fact-based content, making it particularly useful for applications like financial reporting, product summaries, or automated business analysis, where accurate numerical and structured data need to be seamlessly integrated into natural language text. ## The Applications of TAG The applications of TAG extend well beyond simple query responses. Here’s how: **Financial Report Generation:** TAG generates precise financial reports by extracting key metrics from structured data like balance sheets and income statements to provide detailed summaries, trend analyses, and future forecasts. **Product or Market Analysis:** In e-commerce and retail, TAG transforms structured data on product sales, customer reviews, and pricing into insightful product descriptions and market trend reports. **Sports Reporting and Statistics Summarization:** TAG automatically converts structured game statistics—such as goals, assists, and possession percentages—into unambiguous sports reports that blend numerical data with narrative insights. **Business Intelligence:** It turns complex datasets into comprehensive reports and dashboards, fueling more accurate decision-making. **Customer Service:** It powers chatbots to handle numerical and tabular queries, providing precise and data-backed responses. **Academic and Research Applications:** Emerging TAG research refines techniques to convert experimental data into natural language summaries, making scientific findings more accessible. **Sector-Wide Impact:** In financial services, healthcare, and government, TAG rapidly generates accurate narratives from structured data, revolutionizing how information is communicated and understood. 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[More Glossary Terms](https://www.gigaspaces.com/data-terms) Trustworthy AI is a commitment to building AI systems that are safe, fair, and accountable. The term speaks to more than technical accuracy. It captures the idea that AI must earn its place in human decision-making. This means ensuring that algorithms operate within defined ethical boundaries,[ explain their reasoning](https://www.gigaspaces.com/data-terms/explainable-ai-xai), and perform consistently across contexts. In enterprise environments, where the stakes are higher and the margin for error is narrow, it becomes the foundation on which long-term AI adoption rests. Trustworthy AI must earn and sustain confidence. It needs to be accurate, transparent, and fair. It has to behave consistently in every context. It has to protect privacy and meet legal and ethical standards. In short, it is AI you can rely on, even when the stakes are high and scrutiny is intense. In business, trustworthy AI is at the heart of[ responsible adoption](https://www.gigaspaces.com/blog/responsible-ai). Without it, even the most advanced system will not gain lasting acceptance. ## Why Trustworthiness Matters in Enterprise AI Systems In the enterprise,[ AI decisions](https://www.gigaspaces.com/blog/incorporating-generative-ai-in-enterprise-applications) can shape markets, reputations, and lives. A model that approves loans, flags fraud, or recommends medical treatment must be more than fast. It must be defensible. Stakeholders need to see why a decision was made, not just the outcome. AI’s trustworthiness will determine its adoption. Employees can use AI that they understand. Clients will be fine with automated output as long as it seems reasonable. Regulators can [monitor compliance](https://www.gigaspaces.com/blog/eu-ai-act-real-time-risk-detection-compliance) and even decide whether decision-making is enough to resist attacks. Here, the question is no longer "is AI credible” but "how do we prove it, each time?" ## The Core Principles of Trustworthy AI Several principles underpin sound AI in practice: **Transparency** : The system design, data sources, and logic should be understandable to the users of the system and the auditors. **Fairness** : Models should be unbiased and treat individuals and groups equally. **Accountability** : There should be clear responsibility for AI decisions, with human oversight where necessary. **Robustness** : The system should handle unexpected inputs or adversarial attacks without crashing. **Privacy** : Sensitive and personal data must be protected, in storage and in use. **Reliability** : The AI must perform consistently over time, in a range of circumstances. These principles cannot be wishful thinking, they are operational imperatives. ## How to Build and Measure Trust in AI Models Trust is established by design, validation, and monitoring. **Data Quality and Governance:** Leverage properly prepared, representative data sets. Poor data leads to poor decision-making, no matter how advanced the model. **Model Validation** : Validate models on varied and unseen data sets. Capture performance metrics and limits. **Explainability Tools** : Include interpretable methods such as SHAP or LIME to reveal how the inputs impact the outputs. **Bias Audits** : Regularly test results for fairness along demographic and contextual dimensions. **Change Management:** Track and review all model changes. Version control and effect analysis are critical in high-stakes environments. **Continuous Monitoring** : Measure performance in deployment to detect drift, degradation, or anomalies. Trustworthiness assessment is not a singular activity. It's a life-cycle practice that spans from model design to retirement. The strongest programs embed these checks into governance structures so that trust and fairness are not bolted on as an afterthought but practiced daily. ### Trustworthy AI vs. Reliable AI – What’s the Difference? The terms “trustworthy AI” and “reliable AI” are related but distinct. * **Reliable AI** refers to consistent, dependable technical performance. If an AI system produces the same accurate result under the same conditions, it is reliable. * **Trustworthy AI** goes further. It adds transparency, fairness, privacy, and accountability to technical reliability. A reliable AI may still be untrustworthy if it is opaque, biased, or insecure. Think of reliability as the foundation, and trustworthiness as the fully constructed building. Without the foundation, the building cannot stand. Without the building, the foundation has no purpose. ## FAQs **What makes an AI system trustworthy in a business context?** It delivers correct, unbiased results while holding sensitive data safe. Its processes are explainable, and its decisions are auditable. It adheres to regulatory necessities as well as the organization's own ethical commitments. **How can developers ensure AI reliability and fairness?** By starting with representative data sets, using rigorous validation, and building fairness metris into development and deployment. Continued retraining and bias audits maintain these qualities as data and conditions change. **Is trustworthy AI the same as ethical AI?** Not exactly. Ethical AI is motivated by moral principles such as fairness and non-discrimination. Trustworthy AI makes those principles concrete in testable, actionable ways, so they hold up to legal, operational, and stakeholder scrutiny. **What are the risks of deploying AI without trust frameworks?** Bias, discrimination, privacy violations, and reputational damage. In regulated industries, non-compliance can also mean legal penalties. Without trust, user adoption stalls and investments fail to deliver value. **Can explainability improve trust in LLM-generated responses?** Yes. Large language models often operate as “black boxes.” Providing explanations for outputs (whether through model interpretability tools or[ clear prompt and context](https://www.gigaspaces.com/blog/chain-of-thought-prompting-and-explainable-ai) visibility) helps users judge reliability and spot errors. Trustworthy AI is a moving target, shaped by evolving standards, shifting public expectations, and new technical realities. 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[More Glossary Terms](https://www.gigaspaces.com/data-terms) Agentic AI is intelligence that acts. It does not wait for instructions. It plans. It decides. It executes. Conventional AI answers questions. Agentic AI asks them, reasons through them, and then delivers results. It is built to tackle complex, multi-step problems without a human in the loop. It moves through tasks using reasoning, memory, and planning. Each step informs the next. It adapts to changes. It learns from outcomes. Where traditional AI agents handle one task at a time, agentic AI handles chains of tasks. It can coordinate multiple systems. It can retrieve data, analyze it, and take action in real time. This is what sets agentic AI frameworks apart. The technology is not about replacing humans. It is about amplifying what humans can do. It turns data into decisions. It turns insight into action. ## Why Is Agentic AI Important? The world moves too fast for humans to manage alone. Data pours in from every corner. Markets shift. Operations become more complex. Decisions need to be made on the fly. Agentic AI meets this demand. It does not just process information; it understands and acts on it. This frees up teams to focus on important tasks like strategy. It handles mundane, onerous tasks that once took hours in a matter of seconds. [Agentic AI use cases](https://www.gigaspaces.com/blog/multi-agentic-rag-benefits) span many industries. In supply chains, it adjusts orders and facilitates automatic scheduling. In healthcare, it monitors patient data and flags risk alerts. In marketing, it optimizes campaigns based on engagement patterns. The value is in autonomy, flexibility, and continuous learning. It enables entities to move quickly without sacrificing accuracy and trawls through complex data, decides in an instant, and acts in real time. It brings flexibility and control, adjusting to fluid situations while keeping its eyes on the goal. It is also able to process many different workflows simultaneously, anticipate challenges, and make changes by itself. This combination of agility and reliability transforms agentic AI systems into indispensable tools for organizations struggling to stay competitive in dynamic markets. ## How Does Agentic AI Work? Agentic AI operates in cycles, it sees, thinks, remembers, and acts and then it learns. Here’s how: * **Perception:** It collects data from every imaginable source, such as databases, APIs, IoT sensors, and live web feeds. Every input is key. * **Reasoning:** Data does not make decisions on its own, [AI analyzes](https://www.gigaspaces.com/blog/top-12-ai-tools-for-data-analysis), compares, and predicts, considering every option and then choosing the right paths. Chain-of-thought reasoning helps it navigate complex task sequences. * **Memory:** Context matters. The AI recalls what it has done, so past actions are able to guide current choices. Patterns begin to emerge, it learns what works and what does not. * **Action:** The AI moves. It triggers workflows, updates systems, and coordinates processes. Each step connects to the next, nothing is random, and everything has purpose. * **Learning:** Every cycle shapes the system. Feedback is absorbed, mistakes become lessons and successes are repeated. Over time, the AI grows more intelligent, precise, and reliable. ## The Architectural Components of Agentic AI Agentic AI systems are structured for autonomy. Not all AI agents are agentic. To move from simple automation to independent intelligence, the architecture must support perception, reasoning, action, and memory. * **Perception Layer:** This layer collects and interprets data. The AI sees the environment. It monitors systems, reads databases, and ingests real-time information. * **Reasoning Layer:** This layer processes inputs, makes decisions, uses heuristics and structured rules, and generates plans and sequences tasks. * **Action Layer:** Here it executes. It connects to APIs, updates databases, triggers workflows, and delivers outcomes. * **Memory Layer:** In this layer it stores context and remembers past interactions. This supports planning for future tasks. Agentic AI architecture diagrams often show these layers as a chain, but in practice, they are dynamic. Vertical architectures centralize control under a leader agent, and horizontal architectures allow peer agents to collaborate. Hybrid architectures combine structure with flexibility. Each has strengths and trade-offs. ## The Core Capabilities of Agentic AI Agentic AI systems are defined by action, not promise. * **Autonomy:** they move on their own, they decide and act, without waiting or hand-holding. * **Goal Focus:** o**bjectives guide their choices so that e** very step has purpose. Progress is tracked and plans shift when conditions change. * **Adaptability: Surprises happen - d**ata changes and circumstances shift, and then agentic AI adjusts and responds. * **Collaboration:** Agents work together and tasks are shared. Knowledge flows between them, and outcomes align. * **Integration:** They plug into databases, APIs, and enterprise systems, and break down silos, making disparate tools work as one. * **Memory and Learning:** They remember context and learn from feedback and refine actions accordingly. Performance improves with every cycle. These capabilities make agentic AI versatile. It can solve a single problem or manage a long-term strategy, handling both the immediate and the complex with the same precision. ## The Benefits of Agentic AI [Agentic AI delivers results](https://www.gigaspaces.com/blog/multi-agentic-rag-benefits) you can see and measure. Tasks that once took hours are completed in seconds. Agentic AI frees human teams from repetitive work. They can focus on strategy, on thinking, on the decisions that require human judgment. Actions are faster, yet precise. Every step is purposeful. As workloads grow, the AI keeps pace. No extra staff are needed. Bottlenecks disappear because the system expands naturally. It can handle more tasks, more data, and more complexity without breaking stride. Growth does not slow operations. Actions become reliable and predictable. Mistakes caused by fatigue or oversight vanish. Every process runs the same way, every time. Repetition is no longer a risk, but a strength. Manual work shrinks, because oversight drops. This sees operational costs fall. The AI absorbs routine tasks, letting firms do more with the same resources. Efficiency translates directly into savings. Customer experience is enhanced as responses become fast and intelligent. The AI anticipates needs. Problems are addressed before they become issues. Customers receive service that feels attentive, proactive, and personal, even at scale. Businesses can pivot quickly. Decisions are rooted in real-time data. Plans adjust the moment conditions change. This helps entities move with clarity and purpose, not hesitation. It also brings intelligent oversight. Agentic AI tracks its own progress. It reports results and refines itself continuously. The system[ acts and analyzes](https://www.gigaspaces.com/blog/top-12-ai-tools-for-data-analysis) simultaneously, giving teams visibility into operations while driving them forward. These strengths are why agentic AI use cases are spreading across industries. The systems don’t just automate, they transform how work gets done. ## FAQs **Can Agentic AI make independent decisions?** Yes. Agentic AI is designed to operate autonomously. Its reasoning, planning, and memory layers allow it to evaluate options and act without constant human input. **What challenges are associated with Agentic AI development?** Development is not simple. Accessing live systems introduces complexity and risk. Memory is limited. Planning for unexpected events is hard. Outputs can be inconsistent if prompts or data are imperfect. Defining agent roles and functions requires careful oversight. **Who benefits the most from Agentic AI technologies?** Enterprises facing complex workflows benefit first. Supply chains, healthcare, finance, cybersecurity, marketing, and customer service gain the most. Any environment that demands multi-step decision-making at scale can leverage[ agentic AI frameworks.](https://www.gigaspaces.com/data-terms/agentic-rag) **Is Agentic AI safe and controllable?** It is, with governance. Security protocols, monitoring, and function-level controls maintain oversight. The AI is autonomous but not unchecked. Humans set boundaries and guide outcomes. **What industries are likely to adopt Agentic AI first?** Finance, healthcare, logistics, manufacturing, and marketing are where we are seeing the most adoption, because these industries depend on speed, accuracy, and adaptability. Agentic AI systems help them optimize processes, predict risks, and execute strategies efficiently. Agentic AI is already here, it turns data into action, tasks into automated sequences, and insight into decisions. It expands what people can do. It does not replace human intelligence; it extends it. By understanding agentic AI frameworks, exploring agentic AI applications, and studying agentic AI architecture diagrams, organizations can harness their full potential. Its applications are broad, its impact measurable, and its adoption growing. Agentic AI is more than a tool; it allows enterprises to operate faster, smarter, and more effectively and it does it autonomously. 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[Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) Monkey See, AI Do - All about CUA [Watch Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) * Resources![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Content Hub * [Case Studies](/resources/case-studies) * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Q&As](https://www.gigaspaces.com/answers) * [Videos](https://www.gigaspaces.com/resources/videos) * [Whitepapers & 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[![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Product-menu-thumb.jpg)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) Conventional RAG Falls Short with Enterprise Databases [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) * Solutions![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Business Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid / Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * Industry Solutions * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * 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[Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) Monkey See, AI Do - All about CUA [Watch Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) * Resources![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Content Hub * [Case Studies](/resources/case-studies) * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Q&As](https://www.gigaspaces.com/answers) * [Videos](https://www.gigaspaces.com/resources/videos) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Events](/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [Blog](https://www.gigaspaces.com/blog) * 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Catalyst](https://www.gigaspaces.com/products/genai-catalyst) * [Instant Data](https://www.gigaspaces.com/products/instant-data) * [Respond Proactively](https://www.gigaspaces.com/products/proactive-ai) * [Act Autonomously](https://www.gigaspaces.com/products/data-autonomy) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Solutions for * [Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid/Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # Conversational Analytics [More Glossary Terms](https://www.gigaspaces.com/data-terms) ## What is Conversational Analytics? Conversational analytics is a process that analyzes conversations between people and businesses. These can happen over chat, email, social media, or the phone. The goal is to gain insights into what customers need, their sentiments, and their behavior. This type of analytics helps companies understand what customers are saying, what they want, and how they feel. It goes beyond simple data points like call duration or chat length, instead, it looks at the intent, context, and emotions behind conversations. Think of it as a way to turn noisy conversations into actionable information. Businesses can improve customer support, sales, product development, and overall experience. ## The Key Components of Conversational Analytics Several elements make up conversational analytics. Understanding them helps you see why this technology is so powerful. * **Natural Language Processing (NLP):** This allows machines to understand human language and interpret text or voice, recognizing meaning and context. * [**Sentiment Analysis**](https://www.gigaspaces.com/data-terms/sentiment-analysis)**:** This identifies the tone of a conversation — positive, negative, or neutral. Companies use it to gauge customer satisfaction. * **Intent Recognition:** This detects the purpose behind a message, for example, is the customer asking a question, making a complaint, or seeking help? * **Topic Extraction:** Tools can identify the main subjects discussed in conversations. This helps focus on what matters most to customers. * **Performance Monitoring:** Analytics tracks how well agents or chatbots are performing, measuring KPIs like response time and resolution rate. * **Personalization and Recommendations:** By analyzing past conversations, businesses can suggest tailored solutions and offers to customers. [Conversational analytics tools](https://www.gigaspaces.com/blog/top-12-ai-tools-for-data-analysis) combine these components into software solutions that automate analysis and generate insights. ## How Conversational Analytics Works Conversational analytics software works in a step-by-step process. Here’s a simplified overview: **Data Collection:** Pull together conversations from chats, emails, social media, and phone calls. If it’s voice, convert it to text to make for easier analysis. **Preprocessing:** Clean up the data and remove any duplicates, irrelevant bits, or mistakes. Standardize the text so the analysis runs smoothly. **Processing with AI:** Let AI do the heavy lifting. Use NLP, [ML](https://www.gigaspaces.com/data-terms/machine-learning-inference), and sentiment analysis to understand what’s being said, why it’s being said, and how people feel about it. **Analysis and Reporting:** Turn the data into clear insights. Dashboards, charts, and reports show trends, common problems, and opportunities to improve. **Prescriptive Actions:** Some tools go further by suggesting what to do next. For example, they might recommend better agent replies or product changes based on patterns in conversations. **Continuous Learning:** The system keeps improving as new data comes in. This makes insights [more accurate](https://www.gigaspaces.com/blog/rag-technology-increasing-genai-accuracy) and lets businesses react in real time. This approach allows businesses to respond faster and make data-driven decisions while conversations are still happening. That is why conversational AI analytics has become essential in modern customer experience strategies. ## The Applications of Conversational Analytics Conversational analytics is useful across industries. Here are some of the main ways companies use conversational analytics: * **Customer Support:** Companies can look at chats, calls, and emails to see which questions or problems come up most often. This helps support teams solve issues faster and gives agents tips to improve how they handle customers. * **Voice of the Customer (VoC):** By analyzing real conversations, businesses can understand what customers like, dislike, or find frustrating. This gives a direct view of customer needs and helps make better decisions. * **Sales and Marketing:** Conversational analytics can show what makes customers interested in a product or service. Businesses can then tailor offers, messages, and campaigns to what people actually want, making sales and marketing more effective. * **Product Development:** Patterns in customer feedback expose recurring problems or ideas for new features. Companies can use this information to make their existing products better or build new ones that meet evolving customer needs. * **Fraud Detection:** In banks or financial services, analyzing conversations can flag anomalous or suspicious activity. This helps prevent fraud before it causes harm. * **Compliance:** Businesses can monitor interactions to make sure employees follow the rules, regulations, and internal policies. ## FAQs ### What technologies are commonly used in Conversational Analytics? Key technologies include NLP, sentiment analysis, machine learning, speech-to-text, and AI-driven categorization. Modern tools combine these into automated workflows for actionable insights. ### How can companies benefit from implementing Conversational Analytics? Companies gain: * Quicker response to customer issues * Better agent and chatbot performance * A more thorough understanding of customer needs * Cost savings through automation * More intelligent decisions based on real insights ### How do privacy regulations affect conversational analytics? Privacy laws like GDPR and HIPAA are in place to make sure businesses handle customer data carefully. Companies need to keep data safe, remove personal identifiers wherever possible, and only use it for the reasons it was collected. Doing this keeps customers’ trust and ensures the insights from analytics are accurate and reliable. ### Can conversational analytics be used for real-time analysis? They can. Real-time conversational analytics tools let businesses monitor interactions as they happen. Companies can spot shifts in sentiment, address issues at once, and optimize customer engagement instantly. 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[More Glossary Terms](https://www.gigaspaces.com/data-terms) ## What is LLM Grounding? LLM grounding is how we teach machines to mean what they say. It’s the process of linking language to truth: of giving AI something real to hold on to. A Large Language Model can talk. It can predict the next word, finish your sentence, write a poem, and summarize a report. But without grounding, it’s only guessing, weaving language patterns from probability, not reality. LLM grounding connects words to the world. It feeds models real data (from enterprise systems, customer records, or sensor feeds) so they can reason with context, not conjecture. Grounding gives AI a sense of place, a foothold, in fact. Without it, an LLM is like a brilliant student who reads the library but never leaves the room. With it, that same student steps outside, breathes the air, and starts making sense of what things actually mean. That’s [AI grounding](https://www.gigaspaces.com/blog/grounding-ai): the bridge between syntax and substance, between talk and truth. ## Why Is Grounding Important in AI? Because language alone isn’t knowledge. LLMs know words, not worlds. They’ve seen trillions of tokens, but none of your company’s data, so they don’t know your customers, your contracts, or your products. Ground-context gives them that; it anchors their intelligence to your environment, your domain, your truth. Without grounding, hallucinations creep in: confident answers built on thin air. With grounding, those same models become steady and sure, drawing from verified, contextual information. Grounding makes AI dependable. It closes the gap between general intelligence and specific understanding, between a chatbot that sounds smart and one that is smart. Grounding doesn’t just improve accuracy, it builds trust and turns “maybe” into “yes.” ## How Does LLM Grounding Work? It starts with data grounding, connecting your model to the information it needs, right when it needs it. Imagine a user asks your AI a question. Before it replies, a retrieval engine searches trusted sources, like documents, databases, knowledge graphs. It finds what’s relevant, inserts it into the model’s prompt, and then the model responds. That’s [Retrieval-Augmented Generation (RAG)](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation), the backbone of modern grounding. RAG acts like a memory extender, fetching context so the LLM doesn’t have to invent. But grounding can go further. Some enterprises fine-tune their models on curated datasets, adjusting weights, refining responses, teaching the AI to think in their language. Others use entity-based data products, linking the model’s logic to structured facts about customers, vendors, or assets. Grounding also involves chunking data, breaking it into pieces that are easy to retrieve. It means embedding text into vectors, storing it in databases that can search by meaning, not by keyword. It also means securing the data: masking sensitive or proprietary information, enforcing role-based access, and keeping privacy intact while the intelligence flows. At its core, LLM grounding is a dance between retrieval, representation, and response. The goal: a model that doesn’t just speak well, but understands what it’s saying. ## LLM Grounding in Enterprise Applications Enterprises are where grounding really shines. * A financial services firm grounds its AI in transaction data to detect fraud in real time. * A telecom company connects its chatbots to live customer 360 records to resolve issues faster. * A healthcare provider grounds clinical assistants in electronic health data, cutting diagnosis times and improving outcomes. [Grounding transforms generic AI](https://www.gigaspaces.com/blog/grounding-ai) into an expert, tuned to your business, your systems, your world. With data grounding, an LLM becomes more than a text generator, it becomes a reasoning partner. A system that sees the bigger picture and acts on the details. As [GenAI evolves](https://www.gigaspaces.com/blog/genai-operational-insights-industries), grounding ensures it grows responsibly: accurate, compliant, and context-aware. ## FAQs ### How does LLM grounding improve the accuracy of AI responses? By linking responses to verified, up-to-date data. Grounding replaces guesswork with context, so the AI doesn’t rely solely on what it “remembers,” it answers from facts, not from fog. ### What is the difference between LLM grounding and Retrieval Augmented Generation (RAG)? Grounding is the principle and [RAG](https://www.gigaspaces.com/data-terms/retrieval-augmented-generation) is the method. Grounding means tying language to truth; RAG is one way to do it, retrieving trusted information at query time to enrich the model’s understanding. ### How can enterprises implement data grounding for large language models? Start with your data and identify reliable internal sources: knowledge bases, CRM systems, service logs. Unify them, embed them, and make them searchable by meaning. Then, integrate a retrieval layer that feeds that context into your AI at runtime. ### Why is grounding essential for building trustworthy and context-aware AI systems? Because without grounding, AI can sound right but be wrong. Trust comes from transparency, from knowing the answer was drawn from verifiable, real-world data. Grounding ensures the model’s confidence matches its correctness. ### How does LLM grounding connect large language models to real-time enterprise data sources? Through integration. APIs, change data capture, and streaming pipelines feed live data into retrieval systems. When a question comes in, the AI accesses this real-time information before generating a response, keeping every answer fresh, relevant, and true. 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How![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) * [Book a Demo](https://www.gigaspaces.com/book-a-demo) Search for: * Products![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Our Products * [eRAG](https://www.gigaspaces.com/products/erag) * [GenAI Catalyst](https://www.gigaspaces.com/products/genai-catalyst) * [Instant Data](https://www.gigaspaces.com/products/instant-data) * [Respond Proactively](https://www.gigaspaces.com/products/proactive-ai) * [Act Autonomously](https://www.gigaspaces.com/products/data-autonomy) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub-lobby) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Solutions for * [Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Product-menu-thumb.jpg)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) Conventional RAG Falls Short with Enterprise Databases [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) * Solutions![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Business Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid / Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * Industry Solutions * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * 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[Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) Monkey See, AI Do - All about CUA [Watch Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) * Resources![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Content Hub * [Case Studies](/resources/case-studies) * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Q&As](https://www.gigaspaces.com/answers) * [Videos](https://www.gigaspaces.com/resources/videos) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Events](/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [Blog](https://www.gigaspaces.com/blog) * 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360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # What is Text2SQL? [More Glossary Terms](https://www.gigaspaces.com/data-terms) Text2SQL turns questions into queries. You type in plain language, and the system figures out the tables, columns, and relationships. It generates SQL automatically, and no coding or SQL knowledge is required. It opens databases to anyone. Marketing, HR, operations, sales, leadership: all departments can get insights on demand. Text2SQL bridges human intent and structured data. It is precise, fast, and methodical. Frameworks like Table-Augmented Generation (TAG) and Retrieval-Augmented Generation (RAG) improve grounding. They connect AI reasoning to trusted data sources, which cuts mistakes. It keeps answers consistent. Text2SQL is more than a translator; it is an agentic AI that turns questions into usable knowledge. ## The Key Benefits of Text2SQL There are a host of benefits of Text2SQL: * **Accessibility:** Accessibility is democratized, anyone can query databases as no technical training is needed. * **Speed:** Queries that once took hours now happen in seconds; real-time insight helps teams act quickly. * **Accuracy:** Errors from manual SQL writing are pared to the bone. Schema awareness, chain-of-thought reasoning, and context tracking improve reliability. * **Efficiency:** Analysts and developers are freed from the burden of routine queries. Time is spent on valuable tasks like analysis, instead of construction. Text2SQL shifts the way entities use data, so that insight is immediate. Answers are precise, so that decisions can happen faster. ### ### Text2SQL System Architecture Text2SQL relies on layers working together. It works like this: * **Input Processing.** The system reads the question, and picks out numbers, names, and actions. Some parts are clear at once, while others need careful attention. Every word matters. * **Intent Recognition.** What is being asked? Context decides meaning. Follow-up questions rely on memory. While ambiguity can mislead, the AI pieces together clues to understand the request. * **Query Construction.** Words turn into structure and tables and columns connect. Relationships are traced and metadata points the way. Catalogs add trusted guidance. Every choice shapes the answer. * **Execution.** The query runs and while some answers appear immediately, others take time. Indexing and caching trim delays so that results arrive fast enough to act on. * **Output Presentation.** Delivers results as summaries, charts, or tables. Insight is clear and actionable. * **Agentic AI layers** maintain context across interactions, they break down complex queries, and resolve ambiguity. They make sure answers are reliable, even when questions span multiple tables and logic rules. ## How Accurate Is Text2SQL? Accuracy is the measure of trust. Generic [LLMs](https://www.gigaspaces.com/data-terms/llm-evaluation) handle simple queries well. Fine-tuned models reach higher precision. They understand enterprise language and complex relationships. Systems often reach[ over 90% accuracy](https://www.apporchid.com/blog/how-app-orchids-ontology-driven-text-to-sql-solution-redefines-accuracy-and-trust-in-an-era-of-llm-hallucinations) in Text2SQL evaluation. Semantic caching and context layers store past insights, while multi-turn reasoning tracks references across queries. Still, it is not without its challenges. Large, tangled schemas sometimes trip the system, and ambiguous wording can add to confusion. Queries that might seem simple on the surface can hide hidden complexity. To gain accuracy, deliberate schema design, careful iteration, and continuous monitoring are key. Precision is never final; it grows through active guidance, repeated review, and ongoing tuning of the AI. Each adjustment boosts reliability and keeps outputs aligned with real-world needs. ## Best Practices for Implementing Text2SQL There are several best practices to bear in mind before implementing Text2SQL: ### Schema Awareness Metadata tells the story of relationships, hierarchies, and constraints. Know your data and map it in detail, in every table, and every column. Connect the AI to trusted catalogs so it can draw from reliable sources. Some names can be long, others short, it’s the clarity that matters more than uniformity. The AI sees only what you show it. Confused structures lead to wasted effort, while solid, thoughtful design forms the foundation for accurate queries. ### Chain-of-Thought Prompting Complex questions can overwhelm AI, so break them into smaller, manageable chunks. Let the system reason incrementally so each step builds on the previous one. Intermediate reasoning cuts errors, so queries are cleaner, easier to debug, and results make sense. This method also uncovers gaps in logic. It forces clarity and turns sprawling requests into sequences the AI can handle reliably. ### Human-in-the-Loop There are times when AI stumbles. Humans are there to pick up what it misses, spot misinterpretations and correct them, and push reasoning ahead step by step. Feedback provides context, intent, and nuance. Every interaction changes the way the system thinks, and slowly it learns. It begins to reflect real-world demands. Human wisdom and AI logic merge, and accuracy is the result. ### Security and Compliance With no protection, accuracy is meaningless. Protect sensitive data by using role-based access controls, encryption, data masking, and audit trails. Make sure that queries aren’t able to expose any restricted information and validate every query to prevent misuse. Also, regulatory standards must be followed to keep the system compliant. Security can never be optional; it must be part of every accurate, trustworthy response the AI generates. ### Customization One size does not fit all - adapt the system to your business language and teach it your internal terms, metrics, and categories. Fine-tune it to reflect your operations. Make sure it understands the context the way your teams do. This reduces ambiguity and misinterpretation and increases adoption. Users will trust results that feel in synch with their language and logic. ### Monitoring and Evaluation Accuracy isn’t static. Track it, but don’t stop there, measure speed, and study errors to see patterns emerge. Keep an eye on how trends move and shift. Tweak models and adjust prompts to catch the small issues before they become big ones. The system learns and adapts, staying aligned, and constant observation keeps AI focused, reliable, and precise. ## FAQs **Can Text2SQL process queries in multiple languages?** Yes. The system can understand different languages. It learns patterns from multilingual data. Accuracy depends on how clean and complete the data is. Bear in mind that some languages are easier than others. **How does user feedback enhance Text2SQL accuracy?** Feedback shows errors and flags unclear questions. Iterative review teaches the AI to reason better. Each correction shapes future answers, so over time, the system learns from these interactions. **Do large language models improve Text2SQL performance?** They do. LLMs give the system context. They handle ambiguity. They remember multi-step conversations. They are the foundation that modern Text2SQL relies on. **Is data security ensured in Text2SQL integrations?** It can be. Encryption, access control, query validation, and auditing protect sensitive data. Isolated deployments also help to reduce risk. **Can Text2SQL be customized for specific business terms?** Indeed. Domain-specific fine-tuning ensures the system understands company jargon. Queries become more accurate. Adoption improves. ## ## TAG vs Text2SQL TAG, or[ Table-Augmented Generation](https://www.gigaspaces.com/blog/from-rag-to-tag), complements Text2SQL. Text2SQL interprets natural language, and TAG adds structure, referencing tables and metadata directly. Grounding limits mistakes, which increases accuracy. Together, they produce reliable answers aligned with enterprise data. Text2SQL changes how organizations[ interact with data](https://www.gigaspaces.com/blog/engage-structured-data-using-natural-language). It turns questions into queries, complexity into clarity, and data into decisions. It is precise, fast, and structured. But it needs attention. Clear schemas, iterative feedback, context awareness, and security are essential. Done right, it becomes a partner, an agentic AI that transforms curiosity into actionable insight. 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[Just Ask!](https://www.gigaspaces.com/products/erag) ### eRAG: The intelligent GenAI teammate that understands your business data * Learns your operational data and context * Answers complex, cross-system questions instantly * Supports decisions with suggestions, challenges, and next steps * Deploys safely in 2–3 weeks without pipelines or prep [Try Today](https://www.gigaspaces.com/book-a-demo) ![Play Video](https://www.gigaspaces.com/wp-content/uploads/2025/12/full-screen-icon.png) × ## Trusted By Industry Leaders ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/American_Airlines-Logo.wine_.svg) ![](https://www.gigaspaces.com/wp-content/uploads/2022/09/anthem.png) ![](https://www.gigaspaces.com/wp-content/uploads/2020/11/test_avanza__1_-removebg-preview.png) ![](https://www.gigaspaces.com/wp-content/uploads/2018/09/Partners_avaya-1.png) ![](https://www.gigaspaces.com/wp-content/uploads/2020/11/bank-of-america-big.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Barclays-Logo.wine_.svg) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Bath__Body_Works_logo.svg.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/blackhawk-network-logo-87608FF284-seeklogo.com_.png) ![](https://www.gigaspaces.com/wp-content/uploads/2022/10/BNP_Paribas_logo_logotype_emblem.png) ![](https://www.gigaspaces.com/wp-content/uploads/2022/10/CLSA_logo.svg.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/credit-agricole-logo.svg) ![](https://www.gigaspaces.com/wp-content/uploads/2020/03/CSX-Corporation.png) ![](https://www.gigaspaces.com/wp-content/uploads/2018/07/Daiwa-Logo-Trans-1.png) ![](https://www.gigaspaces.com/wp-content/uploads/2018/08/finance-active.png) ![](https://www.gigaspaces.com/wp-content/uploads/2020/03/fis.png) ![](https://www.gigaspaces.com/wp-content/uploads/2020/03/UBS.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/info.svg) ### Understands Your Business Grounds GenAI in your real operational data for accurate, contextual insights. ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/accessible-1.svg) ### Drives Measurable Impact Find new revenue, reduce costs, and speed up business cycles ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/immidiate.svg) ### Safe, Simple, Fast No data prep or movement. 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It democratizes insights so every employee can make effective decisions. ### The collaborative AI teammate that helps you impact revenue, margin, and operational KPIs. ### eRAG is the always-on brainstorming partner that gives you visibility into the heart of your core business operations Combines all your operational data so you get the full picture. Suggests next steps, what if scenarios, challenges assumptions, and encourages strategic thinking – all through instant ad-hoc conversation. ### Enable safe, governed, high-value GenAI for business users—without adding IT overhead. ### Fully Secure, Isolated Access to Operational Data Data stays in place; nothing is moved, duplicated, or exposed. ### No Pipelines, No Prep, No Data Engineering No ETL, no data prep, no new infrastructure. SaaS deployment gives instant, governed access across the company. [Learn More](https://www.gigaspaces.com/products/erag) ## Featured **Topologies** **Cloud** Easily deploy on any cloud, public or private **Hybrid** A combined deployment across clouds and on-prem geo-location **Multi-Cloud** Multi-cloud and poly-cloud deployments to meet locality, regulatory & functional requirements **On-Prem** Deploy on-premises, real-time replication to globally distributed locations ### Hear the ### **BUZZ** ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Clip-path-group.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/IBM_logo.svg-1.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/1_2STZmGfuaBZEACgUTTJzeg-1@2x.png) **Discover why IBM and AWS partner with us to unlock GenAI’s business potential** [Read more](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Mask-Group-85.jpg) 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[Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) Monkey See, AI Do - All about CUA [Watch Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) * Resources![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Content Hub * [Case Studies](/resources/case-studies) * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Q&As](https://www.gigaspaces.com/answers) * [Videos](https://www.gigaspaces.com/resources/videos) * [Whitepapers & 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How![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) * [Book a Demo](https://www.gigaspaces.com/book-a-demo) Search for: * Products![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Our Products * [eRAG](https://www.gigaspaces.com/products/erag) * [GenAI Catalyst](https://www.gigaspaces.com/products/genai-catalyst) * [Instant Data](https://www.gigaspaces.com/products/instant-data) * [Respond Proactively](https://www.gigaspaces.com/products/proactive-ai) * [Act Autonomously](https://www.gigaspaces.com/products/data-autonomy) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub-lobby) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Solutions for * [Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * 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[Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2024/07/solutons.png) Massimo Pezzini, Gartner Analyst Emeritus ](https://go.gigaspaces.com/5-top-use-cases-for-driving-business-with-data-hub-architecture) 5 Top Use Cases For Driving Business With Data Hub Architecture [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/5-top-use-cases-for-driving-business-with-data-hub-architecture) * How it Works![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * [eRAG Technology Overview](/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * 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Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * 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360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * 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across ALL your business data** ### Ideate, challenge assumptions, and drive business impact. ### [Just Ask!](https://www.gigaspaces.com/products/erag) ### eRAG: The intelligent GenAI teammate that understands your business data * Learns your operational data and context * Answers complex, cross-system questions instantly * Supports decisions with suggestions, challenges, and next steps * Deploys safely in 2–3 weeks without pipelines or prep [Try Today](https://www.gigaspaces.com/book-a-demo) ![Play Video](https://www.gigaspaces.com/wp-content/uploads/2025/12/full-screen-icon.png) × ## Trusted By Industry Leaders ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/American_Airlines-Logo.wine_.svg) ![](https://www.gigaspaces.com/wp-content/uploads/2022/09/anthem.png) ![](https://www.gigaspaces.com/wp-content/uploads/2020/11/test_avanza__1_-removebg-preview.png) ![](https://www.gigaspaces.com/wp-content/uploads/2018/09/Partners_avaya-1.png) 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![](https://www.gigaspaces.com/wp-content/uploads/2025/02/info.svg) ### Understands Your Business Grounds GenAI in your real operational data for accurate, contextual insights. ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/accessible-1.svg) ### Drives Measurable Impact Find new revenue, reduce costs, and speed up business cycles ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/immidiate.svg) ### Safe, Simple, Fast No data prep or movement. No ETL. SaaS in 2–3 weeks Deliver value across **your organization** ![](https://www.gigaspaces.com/wp-content/uploads/2022/09/Group-31217.png) ### For AI Leaders ![](https://www.gigaspaces.com/wp-content/uploads/2022/09/Group-31218.png) ### For Business Leaders ![](https://www.gigaspaces.com/wp-content/uploads/2022/09/Group-31569.png) ### For IT Leaders ### Move beyond GenAI experimentation—achieve business impact by grounding AI in your operational data. ### Prove the value of GenAI by tapping into the heart of your business – your operational data Deploys in 2–3 weeks with measurable revenue and efficiency outcomes. ### Identify new revenue opportunities + operational efficiencies. eRAG challenges assumptions, validates decisions, suggests next steps. It democratizes insights so every employee can make effective decisions. ### The collaborative AI teammate that helps you impact revenue, margin, and operational KPIs. ### eRAG is the always-on brainstorming partner that gives you visibility into the heart of your core business operations Combines all your operational data so you get the full picture. Suggests next steps, what if scenarios, challenges assumptions, and encourages strategic thinking – all through instant ad-hoc conversation. ### Enable safe, governed, high-value GenAI for business users—without adding IT overhead. ### Fully Secure, Isolated Access to Operational Data Data stays in place; nothing is moved, duplicated, or exposed. ### No Pipelines, No Prep, No Data Engineering No ETL, no data prep, no new infrastructure. SaaS deployment gives instant, governed access across the company. [Learn More](https://www.gigaspaces.com/products/erag) ## Featured **Topologies** **Cloud** Easily deploy on any cloud, public or private **Hybrid** A combined deployment across clouds and on-prem geo-location **Multi-Cloud** Multi-cloud and poly-cloud deployments to meet locality, regulatory & functional requirements **On-Prem** Deploy on-premises, real-time replication to globally distributed locations ### Hear the ### **BUZZ** ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Clip-path-group.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/IBM_logo.svg-1.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/1_2STZmGfuaBZEACgUTTJzeg-1@2x.png) **Discover why IBM and AWS partner with us to unlock GenAI’s business potential** [Read more](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Mask-Group-85.jpg) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Group-30670.png) **Thanks to eRAG, this management company reduced penalties on SLA breaches by 30%** [Watch Now](https://www.gigaspaces.com/wp-content/uploads/2025/02/eRAG-Success-Story-with-music-2.mp4) ### Additional ### **solutions to power charge** your data needs ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Clip-path-group-1.png) **XAP** Power mission-critical apps with ultra low latency [ Learn more about XAP ](https://www.gigaspaces.com/products/xap-imdg) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Clip-path-group-2.png) **Smart DIH** Quickly launch highly demanding real-time apps easily, at scale and cost-effectively [ Learn more about Smart DIH ](https://www.gigaspaces.com/products/smart-digital-integration-hub) [![](https://www.gigaspaces.com/wp-content/uploads/2020/02/logo-header-2.svg)](https://www.gigaspaces.com/) #### PRODUCTS & SOLUTIONS * Products * 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We will get back to You shortly. ![](https://www.gigaspaces.com/wp-content/uploads/2022/12/close-img.svg) --- # Source: https://www.gigaspaces.com/lp-for-erag-chatgpt Skip to content # [Just Ask!](https://www.gigaspaces.com/products/erag) ### **ChatGPT with your Operational Data** Watch Video ### Meet eRAG Get the power of your operational data with the fantastic experience of ChatGPT. Chat effortlessly. Get answers instantly. No delays. No constraints. Just Ask! [Try Today](/?schedule-meeting-form=true) ![Play Video](https://www.gigaspaces.com/wp-content/uploads/2025/10/Copy-of-Add-a-heading-1.png) × ## Trusted By Industry Leaders ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/American_Airlines-Logo.wine_.svg) ![](https://www.gigaspaces.com/wp-content/uploads/2022/09/anthem.png) ![](https://www.gigaspaces.com/wp-content/uploads/2020/11/test_avanza__1_-removebg-preview.png) ![](https://www.gigaspaces.com/wp-content/uploads/2018/09/Partners_avaya-1.png) ![](https://www.gigaspaces.com/wp-content/uploads/2020/11/bank-of-america-big.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Barclays-Logo.wine_.svg) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Bath__Body_Works_logo.svg.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/blackhawk-network-logo-87608FF284-seeklogo.com_.png) ![](https://www.gigaspaces.com/wp-content/uploads/2022/10/BNP_Paribas_logo_logotype_emblem.png) ![](https://www.gigaspaces.com/wp-content/uploads/2022/10/CLSA_logo.svg.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/credit-agricole-logo.svg) ![](https://www.gigaspaces.com/wp-content/uploads/2020/03/CSX-Corporation.png) ![](https://www.gigaspaces.com/wp-content/uploads/2018/07/Daiwa-Logo-Trans-1.png) ![](https://www.gigaspaces.com/wp-content/uploads/2018/08/finance-active.png) ![](https://www.gigaspaces.com/wp-content/uploads/2020/03/fis.png) ![](https://www.gigaspaces.com/wp-content/uploads/2020/03/UBS.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/info.svg) ### Data Insight, Made Easy Ad-hoc, conversational & visual, with active prompts to help you on your data exploration journey. ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/accessible-1.svg) ### Consistent & Accurate Get accurate consistent answers grounded in your enterprise operational data. ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/immidiate.svg) ### No Setup Hoops No data prep or aggregation. Just connect your data sources. We handle the rest. Deliver value across **your organization** ![](https://www.gigaspaces.com/wp-content/uploads/2022/09/Group-31217.png) ### For Management ![](https://www.gigaspaces.com/wp-content/uploads/2022/09/Group-31218.png) ### For Team Leaders ![](https://www.gigaspaces.com/wp-content/uploads/2022/09/Group-31569.png) ### For IT Leaders ### Info at your fingertips Transform how you get information Enable AI generated workflows and rapid responses to business situations Achieve Ongoing Revenue Optimization with immediate visibility into profit drivers Mitigate risks before they escalate with data at your fingertips Reduce operational costs by eliminating information bottlenecks that slow down enterprise-wide decision making ### Knowledge is Power Empower mid-managers and individual contributors with information at their fingertips **Knowledge is Power:** Empower mid-level managers with the info to make informed decisions on-the-fly in response to ongoing business needs, increasing autonomy and reducing bottlenecks **Optimize revenue opportunities:** Empower front-line staff (like sales reps) to identify and act on revenue opportunities in real-time **Enable faster task completion:** Eliminate daily frustrations of not having needed information, enabling faster task completion and agile response to stakeholders **Identify and manage risk proactively:** Enable managers to identify early warning signals for operational issues within their domain, enabling proactive problem-solving before escalation. ### Spearhead AI in your organization Empower your IT team as a strategic enabler of AI initiatives, while maintaining security and governance **Spearhead Data AI-driven Info for All:** Take the lead in expanding data driven business practices by democratizing information for all users **Minimize the risk of AI investments:** * Achieve fast time to value with a solution designed for practical business use cases and deliver tangible ROI * Up and running in a matter of weeks; doesn’t require complex project management, data modeling or integration [Learn More](https://www.gigaspaces.com/products/erag) ## Featured **Topologies** **Cloud** Easily deploy on any cloud, public or private **Hybrid** A combined deployment across clouds and on-prem geo-location **Multi-Cloud** Multi-cloud and poly-cloud deployments to meet locality, regulatory & functional requirements **On-Prem** Deploy on-premises, real-time replication to globally distributed locations ### Hear the ### **BUZZ** ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Clip-path-group.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/IBM_logo.svg-1.png) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/1_2STZmGfuaBZEACgUTTJzeg-1@2x.png) **Discover why IBM and AWS partner with us to unlock GenAI’s business potential** [Read more](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Mask-Group-85.jpg) ![](https://www.gigaspaces.com/wp-content/uploads/2025/02/Group-30670.png) **Thanks to eRAG, this management company reduced penalties on SLA breaches by 30%** [Watch Now](https://www.gigaspaces.com/wp-content/uploads/2025/02/eRAG-Success-Story-with-music-2.mp4) [![](https://www.gigaspaces.com/wp-content/uploads/2020/02/logo-header-2.svg)](https://www.gigaspaces.com/) #### PRODUCTS & SOLUTIONS * Products * [eRAG](https://www.gigaspaces.com/products/erag) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub/) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Our Technology * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Natural language to SQL](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [RAG for Structured Data](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [In-Memory Data Grid](https://www.gigaspaces.com/technology/in-memory-data-grid) * [Data Integration](https://www.gigaspaces.com/technology/data-integration) * [Data Operations by Multiple Access Methods](https://www.gigaspaces.com/technology/data-operations-by-multiple-access-methods) * [Unified Data Model](https://www.gigaspaces.com/technology/unified-data-model) * [Event-Driven Architecture](https://www.gigaspaces.com/technology/event-driven-architecture) #### RESOURCES * [Resource Hub](https://www.gigaspaces.com/resources/) * [Webinars](https://www.gigaspaces.com/resources/webinars/) * [Q&As](https://www.gigaspaces.com/answers) * [Blogs](https://www.gigaspaces.com/blog/) * [FAQs](https://www.gigaspaces.com/faq-older) * [Videos](https://www.gigaspaces.com/resources/videos/) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures/) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Use Cases](https://www.gigaspaces.com/use-cases) * [Analyst Reports](https://www.gigaspaces.com/resources/analyst-reports/) * [Technical Documentation](https://docs.gigaspaces.com/latest/landing.html) #### COMPANY * [About](https://www.gigaspaces.com/about/) * [Customers](https://www.gigaspaces.com/customers/) * [Management](https://www.gigaspaces.com/leadership/) * [Board Members](https://www.gigaspaces.com/board-members/) * [Investors](https://www.gigaspaces.com/investors/) * [News](https://www.gigaspaces.com/news/) * [Careers](https://www.gigaspaces.com/career-lobby/) * Contact Us * [Book A Demo](https://www.gigaspaces.com/book-a-demo) * [Partners](https://www.gigaspaces.com/partners-lobby/) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem/) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators/) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers/) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology/) * [Support & Services](https://www.gigaspaces.com/support-lobby/) * [Services](https://www.gigaspaces.com/service-overview/) * [Support](https://www.gigaspaces.com/support-lobby/) Copyright © GigaSpaces 2025 All rights reserved | [Privacy Policy](/privacy-policy/) | [Terms of Use](/terms-of-use/) [LinkedIn](https://www.linkedin.com/company/gigaspaces/ "LinkedIn")[X](https://twitter.com/GigaSpaces "X")[Facebook](https://www.facebook.com/GigaSpaces/ "Facebook")[YouTube](https://www.youtube.com/user/gigaspacestv "YouTube") []() Manage your privacy To provide the best experiences, we and our partners use technologies like cookies to store and/or access device information. 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[Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Product-menu-thumb.jpg)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) Conventional RAG Falls Short with Enterprise Databases [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) * Solutions![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Business Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid / Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * Industry Solutions * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2024/07/solutons.png) Massimo Pezzini, Gartner Analyst Emeritus ](https://go.gigaspaces.com/5-top-use-cases-for-driving-business-with-data-hub-architecture) 5 Top Use Cases For Driving Business With Data Hub Architecture [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/5-top-use-cases-for-driving-business-with-data-hub-architecture) * How it Works![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * [eRAG Technology Overview](/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Proactive AI Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/How-it-works-menu.jpg)](https://go.gigaspaces.com/effective-ai-governance-wp) Ensure GenAI compliance and governance [Read the Whitepaper![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/effective-ai-governance-wp) * [Success Stories![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg)](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) Monkey See, AI Do - All about CUA [Watch Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) * Resources![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Content Hub * [Case Studies](/resources/case-studies) * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Q&As](https://www.gigaspaces.com/answers) * [Videos](https://www.gigaspaces.com/resources/videos) * [Whitepapers & 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How![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) * [Book a Demo](https://www.gigaspaces.com/book-a-demo) Search for: * Products![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Our Products * [eRAG](https://www.gigaspaces.com/products/erag) * [GenAI Catalyst](https://www.gigaspaces.com/products/genai-catalyst) * [Instant Data](https://www.gigaspaces.com/products/instant-data) * [Respond Proactively](https://www.gigaspaces.com/products/proactive-ai) * [Act Autonomously](https://www.gigaspaces.com/products/data-autonomy) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub-lobby) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Solutions for * [Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Product-menu-thumb.jpg)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) Conventional RAG Falls Short with Enterprise Databases [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinar/why-conventional-rag-falls-short) * Solutions![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Business Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid / Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * Industry Solutions * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2024/07/solutons.png) Massimo Pezzini, Gartner Analyst Emeritus ](https://go.gigaspaces.com/5-top-use-cases-for-driving-business-with-data-hub-architecture) 5 Top Use Cases For Driving Business With Data Hub Architecture [Watch the Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/5-top-use-cases-for-driving-business-with-data-hub-architecture) * How it Works![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * [eRAG Technology Overview](/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Proactive AI Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/How-it-works-menu.jpg)](https://go.gigaspaces.com/effective-ai-governance-wp) Ensure GenAI compliance and governance [Read the Whitepaper![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/effective-ai-governance-wp) * [Success Stories![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg)](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) Monkey See, AI Do - All about CUA [Watch Webinar![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://go.gigaspaces.com/webinarod/ecurely-unlocking-structured-data-for-enterprise-ai-0) * Resources![](https://www.gigaspaces.com/wp-content/uploads/2022/11/Path-16484.svg) * Content Hub * [Case Studies](/resources/case-studies) * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Q&As](https://www.gigaspaces.com/answers) * [Videos](https://www.gigaspaces.com/resources/videos) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Events](/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [Blog](https://www.gigaspaces.com/blog) * 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Catalyst](https://www.gigaspaces.com/products/genai-catalyst) * [Instant Data](https://www.gigaspaces.com/products/instant-data) * [Respond Proactively](https://www.gigaspaces.com/products/proactive-ai) * [Act Autonomously](https://www.gigaspaces.com/products/data-autonomy) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Solutions for * [Pharma](https://www.gigaspaces.com/products/erag/pharma) * [Procurement](https://www.gigaspaces.com/products/erag/procurement) * Solutions * [Digital Innovation Over Legacy Systems](https://www.gigaspaces.com/use-cases/digital-innovation-acceleration) * [Integration Data Hub](https://www.gigaspaces.com/technology/integration-data-hub) * [API Scaling](https://www.gigaspaces.com/use-cases/application-acceleration) * [Hybrid/Multi-cloud Integration](https://www.gigaspaces.com/use-cases/hybrid-or-multi-cloud-integration) * [Customer 360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # Start with eRAG today. Just ask! Pay monthly Pay annually ### ### **Basic** **$2,000** / month for up to 10 users (min. 12-month term) Best for smaller teams using a single database or app for everyday work Start now ### ### **Advanced** **$5,000** / month for up to 20 users (min. 12-month term) Ideal for multiple teams who access various data sources / apps to get work done Start now ### ### **Enterprise** #### **Let’s talk** Designed for organizations with tailored needs Talk to us ### ### **Basic** **$130** / user / month (up to 10 users) **$1,300** monthly fee **+** Best for smaller teams using a single database or app for everyday work Try now ### ### **Advanced** **$195** / user / month (up to 20 users) **$2,600** monthly fee **+** Ideal for multiple teams who access various data sources / apps to get work done Try now ### ### **Enterprise** #### **Let’s talk** Designed for organizations with tailored needs Talk to us ### **Compare Plans** Feature Basic Advanced Enterprise Number of data source connections Data source: a connection from eRAG to a single instance of a specific data source Up to 2 Level 1 data sources Level 1 Data Sources Google BigQuery MSSQL MySQL Oracle PostgreSQL Snowflake [More details](https://docs.gigaspaces.com/erag/latest/landing-pages/supported-data-sources.html) Up to 15 Level 1 data sources 1 Level 2 data source Level 2 Data Sources DB2 for IBM i (AS/400) Oracle11 SAP HANA [More details](https://docs.gigaspaces.com/erag/latest/landing-pages/supported-data-sources.html) Fields Field: a single data attribute in a data source. 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Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [![vid-icon](https://www.gigaspaces.com/wp-content/uploads/2025/02/Company-menu-thumb.jpg)](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) GigaSpaces, IBM & AWS make AI safer [Read How![icon](/wp-content/uploads/2023/04/Group-30743.png)](https://www.gigaspaces.com/news/gigaspaces-partners-with-ibm-and-aws-to-deliver-accurate-safe-genai-with-dbs) * [Book a Demo](https://www.gigaspaces.com/book-a-demo) * Products * Our Products * [eRAG](https://www.gigaspaces.com/products/erag) * [GenAI 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360](https://www.gigaspaces.com/use-cases/customer-360) * [Retail](https://www.gigaspaces.com/retail-and-ecommerce-2) * [Financial Services](https://www.gigaspaces.com/financial-services) * [Insurance Companies](https://www.gigaspaces.com/industry-solutions/insurance) * How it Works * [eRAG Technology Overview](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [AI-Ready, IT-Friendly](https://www.gigaspaces.com/products/ai-ready) * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Questions to SQL Queries](https://www.gigaspaces.com/how-it-works/questions-into-sql-queries) * [Asked & Answered in Natural Language](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [Multiple Data Sources](https://www.gigaspaces.com/how-it-works/supported-data-sources) * [Governance](https://www.gigaspaces.com/how-it-works/proactive-ai-governance) * [Success Stories](https://www.gigaspaces.com/case-studies) * By Use Case * [Procurement](https://www.gigaspaces.com/use-cases/procurement-supply-chain) * [Operations](https://www.gigaspaces.com/use-cases/enhancing-pharmaceutical-operations) * [Budget Management](https://www.gigaspaces.com/use-cases/educational-organizations-budget-resources) * [Sales Operations](https://www.gigaspaces.com/use-cases/retail-boost-sales) * [Service Providers](https://www.gigaspaces.com/use-cases/contract-control-cost-savings) * [Utilities Management](https://www.gigaspaces.com/use-cases/cut-sla-penalties) * [Restaurant Management](https://www.gigaspaces.com/use-cases/power-smarter-restaurant-growth-erag) * By Industry * [Logistics](https://www.gigaspaces.com/case-studies/optimizing-supply-chain-with-ai-powered-insights) * [Pharma](https://www.gigaspaces.com/case-studies/transforming-patient-outcomes) * [Education](https://www.gigaspaces.com/case-studies/achieving-educational-budget-control) * [Retail](https://www.gigaspaces.com/case-studies/retail-intelligence-with-erag) * [Shipping](https://www.gigaspaces.com/case-studies/redefining-global-logistics) * [Energy](https://www.gigaspaces.com/case-studies/boosting-operations-reducing-penalties) * [Hospitality](https://www.gigaspaces.com/case-studies/restaurant-increase-profit-erag) * Resources * [Webinars](https://www.gigaspaces.com/resources/webinars) * [Videos](https://www.gigaspaces.com/resources/videos) * [Q&As](https://www.gigaspaces.com/answers) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Glossary](https://www.gigaspaces.com/data-terms) * [FAQs](https://www.gigaspaces.com/products/erag/faq) * [Blog](https://www.gigaspaces.com/blog) * [Technical Documentation](https://docs.www.gigaspaces.com/latest/landing.html) * Company * [About](https://www.gigaspaces.com/about) * [Customers](https://www.gigaspaces.com/customers) * [Management](https://www.gigaspaces.com/leadership) * [Board Members](https://www.gigaspaces.com/board-members) * [Investors](https://www.gigaspaces.com/investors) * [News](https://www.gigaspaces.com/news) * [Press Releases](https://www.gigaspaces.com/press-releases) * [Careers](https://www.gigaspaces.com/career-lobby) * [Partners](https://www.gigaspaces.com/partners-lobby) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers) * Support & Services * [Services](https://www.gigaspaces.com/service-overview) * [Support](https://www.gigaspaces.com/support-lobby) * [Pricing](https://www.gigaspaces.com/pricing) * [Book a Demo](https://www.gigaspaces.com/?schedule-meeting-form=true) Search for: # Terms of Use **Last updated: March, 2025** Welcome to www.GigaSpaces.com (together with its subdomains, Content, Marks and services, each as defined below, the “**Site** ”). Please read the following Terms of Use (the "**Agreement** ") carefully before using this Site so that you are aware of your legal rights and obligations with respect to GigaSpaces Technologies Ltd., its affiliates and subsidiaries. ("**GigaSpaces** ", "**we** ", "**our** " or "**us** "). By accessing or using the Site, you expressly acknowledge and agree that you are entering a legal agreement with us and have understood and agree to comply with, and be legally bound by, this Agreement, together with the Privacy Policy which is hereby incorporated into this Agreement by reference (the date of such acceptance, the "**Effective Date** "). You hereby waive any applicable rights to require an original (non-electronic) signature or delivery or retention of non-electronic records, to the extent not prohibited under applicable law. If you do not agree to be bound by this Agreement please do not access or use the Site. 1. We reserve the right, at our discretion, to modify this Agreement at any time. Such modification will be effective ten (10) days following posting of the revised Agreement on the Site, and your continued use of the Site thereafter means that you accept those modifications. 2. **Ability to Accept.** The Site is only intended for individuals aged thirteen (13) years or older. If you are under 13 years please do not visit or use the Site. If you are between 13 and 18 years of age, then you must review this Agreement with your parent or guardian before visiting or using the Site to make sure that you and your parent or guardian understand this Agreement and agrees to them. 3. **Site Access.** For such time as this Agreement is in effect, we hereby grant you a personal, limited, non-exclusive, non-assignable, non-sublicensable, revocable right to access and use the Site solely for your own personal and non-commercial use, and provided that you comply with this Agreement. Except for the foregoing right, we do not grant you any right or licenses to any of our or a third party's Intellectual Property Rights. 4. As a condition to your right to access and use the Site, you shall not (and shall not permit or encourage any third party to) do any of the following: (a) copy or reproduce the Site; (b) sell, assign, lease, lend, rent, distribute, or make available the Site to any third party, or otherwise offer or use the Site in a time-sharing, outsourcing, or service bureau environment; (c) modify, alter, adapt, arrange, translate, decompile, disassemble, reverse engineer, decrypt, or otherwise attempt to discover the source code or non-literal aspects (such as the underlying ideas, algorithms, structure, sequence, organization, and interfaces) of, the Site; (d) remove, alter, or conceal, in whole or in part, any copyright, trademark, or other proprietary rights notice or legend displayed or contained on or in the Site; (e) circumvent, disable or otherwise interfere with security-related or technical features or protocols of the Site; (f) make a derivative work of the Site, or use the Site to develop any service or product that is the same as (or substantially similar to or competitive with) the Site; (g) publish or transmit any robot, virus, malware, Trojan horse, spyware, or similar malicious item intended (or that has the potential) to damage or disrupt the Site; (i) take any action that imposes or may impose (at our sole discretion) an unreasonable or disproportionately large load on the Site infrastructure, or otherwise interfere (or attempt to interfere) with the integrity or proper working of the Site; (j) use the Site for competitive purposes, and/or on behalf of any person or entity that competes with the activities, services, or products offered by GigaSpaces, including but not limited to utilizing the Site to receive information, data, or insights for the development or enhancement of competing services or products; (k) engage in any activity that may excessively burden or disrupt the functioning of the Site or its supporting systems; (l) impersonate another person or entity or use a deceptive identity to mislead others about who you are or who you acting on behalf of; and/or (m) use the Site in any manner that is otherwise malicious, illegal or fraudulent; and/or (n) use the Site to infringe, misappropriate or violate any third party's Intellectual Property Rights (as defined below), or any law. 5. In order to use some of the services of the Site, you may have to create an account ("**Account** "). You agree not to create an Account for anyone else or use the account of another without their permission. When creating your Account, you must provide accurate and complete information. You are solely responsible for the activity that occurs in your Account, and you hereby agree: (a) to keep your Account password secure; and (b) not to misappropriate the identity of individuals, groups, or organizations or use a fake identity when creating an Account. You must notify GigaSpaces immediately of any breach of security or unauthorized use of your Account. As between you and GigaSpaces, you are solely responsible and liable for the activity that occurs in connection with your Account. If you wish to delete your Account you may send an email request to GigaSpaces at dataprotection@gigaspaces.com. 6. **Payments to GigaSpaces.** Your right to access and use the Site is currently for free, but GigaSpaces may in the future charge a fee for certain access or usage. You will not be charged for any such access or use of the Site unless you first agree to such charges, but please be aware that any failure to pay applicable charges may result in you not having access to some or all of the Site. 7. **Linking****.** We permit you to link to the Site provided that: (i) you link to (but do not replicate) any page on this Site; (ii) the hyperlink text shall accurately describe the Content as it appears on the Site; (iii) you shall not misrepresent your relationship with GigaSpaces or present any false information about us, and shall not imply in any way that we are endorsing you or any services or products, unless we have given you our express prior consent to do so; (iv) you shall not link from a website which prohibites linking to third parties; (v) the website from which you link to the Site does not contain content that (a) is offensive or controversial (both at our discretion), or (b) infringes any Intellectual Property Rights; and/or (vi) you, and your website, comply with this Agreement and applicable law**.** 8. **Intellectual****Property Rights.** * _Content and Marks_. The (i) content and information on the Site, including without limitation, the text, documents, articles, brochures, descriptions, products, software, graphics, photos, sounds, videos, links, interactive features, and services (collectively, the "**Materials** "), (ii) and User Submissions, as defined below (together with the Materials, the "**Content** "), and (ii) the trademarks, service marks, trade names, service names, trade dress, symbols, brands, and logos contained therein ("**Marks** "), are the property of GigaSpaces and/or its licensors and may be protected by Intellectual Property Rights laws and treaties. “GigaSpaces”, the GigaSpaces logo, and other marks are Marks of GigaSpaces or its affiliates. All other Marks used or appearing on the Site are the Marks of their respective owners. We reserve all rights not expressly granted in and to the Site. * _Use of Content_. Content on the Site is provided to you for your information and personal use only and may not be used, modified, copied, distributed, transmitted, broadcast, displayed, sold, licensed, de-compiled, or otherwise exploited for any other purposes whatsoever without our prior written consent. If you download or print a copy of the Content you must retain all copyright and other proprietary notices contained therein. In any event you wish to use, publish, copy, distribute, transmit, broadcast, display or otherwise exploit such Content, please be in touch with us at dataprotection@gigaspaces.com in order to receive our written consent. * “GigaSpaces”, “GigaSpaces eXtreme Application Platform (XAP)”, ‘GigaSpaces eXtreme Application Platform Enterprise Data Grid (XAP EDG)“, “GigaSpaces Enterprise Application Grid”, “GigaSpaces Platform”, “GigaSpaces In-Memory Data Grid (IMDG)”, “GigaSpaces XAP Premium”, “GigaSpaces (XAP) Elastic Application Platform”, “GigaSpaces (XAP) Elastic Caching Edition”, “GigaSpaces, Write Once Scale Anywhere”, “Single Platform. Complete Scalability”, “On-Board and Scale. Your App. Onto Any Cloud. Your Way.”, “Any App. On Any Cloud. Your Way.”, “Cloudify”, “Any App. Any Cloud. Your Way.”, “GigaSpaces Elastic Data Caching”, “Cloudify, “On-Board and Scale Any App on Any Cloud Your Way”, “eRAG”,”eRAG: Just Ask!” and other marks are Marks of GigaSpaces or its affiliates. All other trademarks, service marks, and logos used on our Site are the trademarks, service marks, or logos of their respective owners. This section shall survive any termination of these Terms. 9. **User Submissions.** * _Responsibility_. The Site may permit the submission, hosting, sharing and publishing of Content by you and other users ("**User Submissions** "). You understand that whether or not such User Submissions are published, we do not guarantee any confidentiality with respect to any User Submissions. You shall be solely responsible for your User Submissions and the consequences of posting, publishing or uploading them. We have complete discretion whether to publish your User Submissions and we reserve the right in our sole discretion and without further notice to you, to monitor, censor, edit, remove, delete, and/or remove any and all Content posted on the Site (including User Submissions) at any time and for any reason. * _Ownership_. You represent and warrant that you own or have the necessary rights and permissions to use and authorize GigaSpaces to use all Intellectual Property Rights (defined below) in and to your User Submissions, and to enable inclusion and use thereof as contemplated by the Site and these Terms. Unless the User Submissions are separately referred to, all references herein to Content shall include references to User Submissions. "**Intellectual Property Rights** " means any and all rights, titles, and interests (under any jurisdiction or treaty, whether protectable or not, and whether registered or unregistered) in and to technology and other intellectual property (such as the Content), and includes without limitation patents, copyright and similar authorship rights, personal rights (such as moral rights, rights of privacy, and publicity rights), architectural, building and location (and similar geography-based) rights, mask work rights, trade secret and similar confidentiality rights, design rights, industrial property rights, trademark, trade name, trade dress and similar branding rights, as well as: (a) all applications, registrations, renewals, extensions, continuations, continuations-in-part, divisions or reissues of the foregoing rights; and (b) all goodwill associated with the foregoing rights. **** * _License to User Submissions_. By submitting the User Submissions to GigaSpaces, you hereby grant GigaSpaces a worldwide, irrevocable, non-exclusive, royalty-free, perpetual, sublicenseable and transferable license to use, reproduce, distribute, prepare derivative works of, display, and perform the User Submissions in connection with the Site and GigaSpaces' business, including without limitation for publishing and redistributing part or all of your User Submissions (and derivative works thereof) in any media formats and through any media channels and, and you hereby waive any moral rights in your User Submissions, to the extent permitted by law. You also hereby grant each user of the Site or other viewer or user of the User Submission a non-exclusive right to use, reproduce, distribute, prepare derivative works of, display and perform such User Submissions, all in accordance with these Terms. * _Prohibited Content_.**You agree that you will not display, post, submit, publish, upload or transmit a User Submission that: (i) is unfair or deceptive under the consumer protection laws of any jurisdiction; (ii) is copyrighted, protected by trade secret or otherwise subject to third party proprietary rights, including privacy and publicity rights, unless you are the owner of such rights; (iii) creates a risk to a person’s safety or health, creates a risk to public safety or health, compromises national security, or interferes with an investigation by law enforcement; (iv) impersonates another person; (v) promotes illegal drugs, violates export control laws, relates to illegal gambling, or illegal arms trafficking; (vi) is unlawful, defamatory, libelous, threatening, pornographic, harassing, hateful, racially or ethnically offensive, or encourages conduct that would be considered a criminal offense, gives rise to civil liability, violates any law, or is inappropriate; (vii) involves theft or terrorism; or (viii) is otherwise malicious or fraudulent.** * _Exposure_. You understand and acknowledge that when accessing and using the Site: (i) you will be exposed to User Submissions from a variety of sources, and that GigaSpaces is not responsible for the accuracy, usefulness, safety, or Intellectual Property Rights of, or relating to, such User Submissions; and (ii) you may be exposed to User Submissions that are inaccurate, offensive, indecent, or objectionable. You hereby agree to waive, and hereby do waive, any legal or equitable rights or remedies you may have against GigaSpaces with respect to (i) and (ii) herein. * _Spam_. You agree not to, and will not, use the communications systems provided by the Site to send unauthorized commercial communications and you shall be solely responsible and liable for any such unauthorized communications. 10. **Information Description.** We attempt to be as accurate as possible. However, we cannot and do not warrant that the Content available on the Site is accurate, complete, reliable, current, or error-free. We reserve the right to make changes in or to the Content, or any part thereof, in our sole judgment, without the requirement of giving any notice prior to or after making such changes to the Content. Your use of the Content, or any part thereof, is made solely at your own risk and responsibility. 11. **Third Party Content**. The Site may present, or otherwise allow you to view, access, link to, and/or interact with, Content from third parties and other sources that are not owned or controlled by us (such Content, "**Third Party Content** "). The Site may also enable you to communicate with the related third parties. The display or communication to you of such Third Party Content does not (and shall not be construed to) in any way imply, suggest, or constitute any sponsorship, endorsement, or approval by us of such Third Party Content or third party, or by such third party of us, and nor any affiliation between us and such third party. We do not assume any responsibility or liability for Third Party Content, or any third party's terms of use, privacy policies, actions, omissions, or practices. Please read the terms of use and privacy policy of any third party that you interact with before you engage in any such activity. 12. We will use any personal information that we may collect or obtain in connection with the Site in accordance with our privacy policy which is available at https://www.gigaspaces.com/privacy-policy/. You agree that we may use personal information that you provide or make available to us in accordance with the Privacy Policy. 13. **Copyright Policy.** It is our policy to respect the legitimate rights of copyright and other intellectual property owners, and we will respond to clear notices of alleged copyright infringement in accordance with our Copyright and Content Policy which may be viewed at: GigaSpaces.com\privacy-policy ("**Copyright Notice** ") 14. **Warranty Disclaimers.** * This section applies whether or not the services provided under the Site are for payment. Applicable law may not allow the exclusion of certain warranties, so to that extent certain exclusions set forth herein may not apply. * THE SITE (WHICH, FOR CLARITY, INCLUDES WITHOUT LIMITATION CONTENT AND MARKS) IS PROVIDED AND MADE AVAILABLE TO YOU ON AN "AS IS" AND "AS AVAILABLE" BASIS, WITH ALL FAULTS, AND WITHOUT ANY REPRESENTATION, WARRANTY, GUARANTEE OR CONDITION OF ANY KIND WHATSOEVER, WHETHER EXPRESS, IMPLIED OR STATUTORY, INCLUDING WITHOUT LIMITATION ANY IMPLIED WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, SATISFACTORY QUALITY, QUIET POSSESSION, TITLE, QUALITY OF SERVICE, NON-INFRINGEMENT, OR THAT OTHERWISE ARISE FROM A COURSE OF PERFORMANCE OR DEALING, OR USAGE OF TRADE, ALL OF WHICH ARE HEREBY DISCLAIMED BY US AND OUR LICENSORS AND SUPPLIERS. YOU AGREE THAT WE WILL NOT BE HELD RESPONSIBLE OR LIABLE FOR ANY CONSEQUENCES TO YOU OR ANY THIRD PARTY THAT MAY RESULT FROM TECHNICAL PROBLEMS OF THE INTERNET, SLOW CONNECTIONS, TRAFFIC CONGESTION OR OVERLOAD OF OUR OR OTHER SERVERS. * IN ADDITION, NEITHER GIGASPACES NOR ITS LICENSORS OR SUPPLIERS MAKE ANY REPRESENTATION, WARRANTY, GUARANTEE OR CONDITION: (A) REGARDING THE EFFECTIVENESS, USEFULNESS, RELIABILITY, AVAILABILITY, TIMELINESS, ACCURACY, OR COMPLETENESS OF THE SITE; (B) THAT YOUR USE OF, OR RELIANCE UPON, THE SITE WILL MEET YOUR REQUIRMENTS OR EXPECTATIONS; (C) THAT THE SITE WILL BE UNINTERRUPTED, SECURE, ERROR-FREE OR VIRUS-FREE, OR THAT DEFECTS IN THE SITE WILL BE CORRECTED; OR (D) REGARDING THE SATISFACTION OF, OR COMPLIANCE WITH, ANY GOVERNMENT REGULATIONS OR STANDARDS * YOU SPECIFICALLY ACKNOWLEDGE THAT GIGASPACES SHALL NOT BE RESPONSIBLE FOR THE USER SUBMISSIONS OR CONDUCT (INCLUDING DEFAMATORY, OFFENSIVE, ILLEGAL, OR NEGLIGENT CONDUCT) OF ANY SITE USER AND THAT THE RISK OF HARM OR DAMAGE FROM THE FOREGOING RESTS ENTIRELY WITH YOU. * YOUR RELIANCE ON, OR USE OF, ANY USER SUBMISSION, OR INTERACTION WITH ANY SITE USER OR OWNER, IS AT YOUR SOLE RISK. IF YOU HAVE A DISPUTE WITH ANY SITE USER OR OWNER IN CONNECTION WITH THE SITE OR ANY USER SUBMISSION, YOU AGREE THAT GIGASPACES IS NOT LIABLE FOR ANY CLAIMS OR DAMAGES ARISING OUT OF OR CONNECTED WITH SUCH A DISPUTE. GIGASPACES RESERVES THE RIGHT, BUT HAS NO OBLIGATION, TO MONITOR ANY SUCH DISPUTE. * EXCEPT AS EXPRESSLY STATED IN OUR PRIVACY POLICY, GIGASPACES DOES NOT MAKE ANY REPRESENTATIONS, WARRANTIES, GUARANTEES, OR CONDITIONS OF ANY KIND, EXPRESS, IMPLIED, OR STATUTORY AS TO THE SECURITY OF ANY INFORMATION YOU MAY PROVIDE OR ACTIVITIES YOU ENGAGE IN DURING THE COURSE OF YOUR USE OF THE SITE. 15. **Limitation****of****Liability****.** * IN NO EVENT SHALL GIGASPACES OR ANY OF OUR LICENSORS OR SUPPLIERS BE LIABLE UNDER, OR OTHERWISE IN CONNECTION WITH, THIS AGREEMENT, FOR: * ANY CONSEQUENTIAL, INDIRECT, SPECIAL, INCIDENTAL, OR PUNITIVE DAMAGES; * ANY LOSS OF PROFITS, LOSS OF BUSINESS, LOSS OF REVENUE, OR LOSS OF ANTICIPATED SAVINGS; * ANY LOSS OF, OR DAMAGE TO, DATA, REPUTATION, OR GOODWILL; AND/OR * THE COST OF PROCURING ANY SUBSTITUTE GOODS OR SERVICES. * THE AGGREGATE LIABILITY OF GIGASPACES UNDER, OR OTHERWISE IN CONNECTION WITH, THIS AGREEMENT SHALL NOT EXCEED THE LOWER OF: (A) FIVE U.S. DOLLARS (US $5), AND (B) THE AMOUNTS ACTUALLY PAID BY YOU (IF ANY) TO GIGASPACES DURING THE **THREE (3) MONTHS** IMMEDIATELY PRECEDING THE DATE ON WHICH YOU BRING YOUR CLAIM. * THE FOREGOING EXCLUSIONS AND LIMITATIONS SHALL APPLY: (A) TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW; (B) EVEN IF GIGASPACES HAS BEEN ADVISED, OR SHOULD HAVE BEEN AWARE, OF THE POSSIBILITY OF LOSSES, DAMAGES, OR COSTS; (C) EVEN IF ANY REMEDY IN THIS AGREEMENT FAILS OF ITS ESSENTIAL PURPOSE; AND (D) REGARDLESS OF THE THEORY OR BASIS OF LIABILITY, INCLUDING WITHOUT LIMITATION NEGLIGENCE, MISREPRESENTATION, STRICT LIABILITY, OR OTHER CONTRACT OR TORT LIABILITY. * Some jurisdictions do not allow the exclusion or limitation of incidental or consequential damages, or of other damages, and to the extent applicable to you, such exclusions and limitations shall not apply. Furthermore, nothing in this Agreement shall be deemed to exclude or limit liability for death or personal injury resulting from negligence, or for fraud or fraudulent misrepresentation. 17. You agree to defend, indemnify and hold harmless GIGASPACES and our affiliates, and our respective officers, directors, employees and agents, from and against any and all claims, damages, obligations, losses, liabilities, costs and expenses (including but not limited to attorney's fees) arising from: (i) your use of, or inability to use, the Site; (ii) your User Submissions; or (iii) breach of any provision of this Agreement. 18. **Term and Termination.** * This Agreement commences on the Effective Date and shall continue in full force and effect until terminated in accordance herewith (the "**Term** "). * We reserve the right to immediately terminate this Agreement, or otherwise modify, suspend or discontinue your access to and use of the Site (or any part thereof), for any reason whatsoever, at any time, and without notice or obligation to you, and you agree that GigaSpacesshall have no liability to you or any third party for any such termination, modification, suspension, or discontinuance. Without this Agreement Terms, GigaSpaces reserves the right to suspend your access to the Site and its services temporarily until such breach is cured, or indefinitely if deemed to be permitted by GigaSpaces. Suspension may occur without prior notice and is at the sole discretion of GigaSpaces. * You may terminate this Agreement at any time and for any reason. If you object to any term or condition of this Agreement or any subsequent changes thereto, or become dissatisfied with the Site in any way, your sole remedy is to terminate this Agreement and to immediately discontinue use of the Site. 19. **Consequences****of Termination and Survival.** Upon termination of this Agreement your right to access and use the Site will automatically terminate and be deemed revoke. Sections ‎9 (Intellectual Property Rights) through ‎25 (Entire Agreement) inclusive shall survive any termination of this Agreement. Termination shall not affect any rights and obligations accrued as of the effective date of termination. 20. **Independent Contractors.** You and GigaSpaces are independent contractors. Nothing in these Terms creates a partnership, joint venture, agency, or employment relationship between you and You must not under any circumstances make, or undertake, any warranties, representations, commitments or obligations on behalf of GigaSpaces. 21. GigaSpaces may assign this Agreement (or any of its rights and/or obligations hereunder) without your consent, and without notice or obligation to you. This Agreement is personal to you, and you shall not assign (or in any other way transfer) this Agreement (or any of your obligations or rights hereunder) without GigaSpaces express prior written consent. Any prohibited assignment shall be null and void. 22. **Governing Law and Place of Jursidiction.** This Agreement (including without limitation its validity and formation) shall be governed by, and construed in accordance with, the laws of the State of State of Israel, without regard to any conflicts of laws rules or principles. The United Nations Convention on Contracts for the International Sale of Goods and the Uniform Computer Information Transaction Act shall not apply to this Agreement and are hereby disclaimed. The competent courts of the city of Tel Aviv-Yaffo shall have the exclusive jurisdiction with respect to any dispute and action arising under or in relation to this Agreement. 23. If any provision of this Agreement is held by a court of competent jurisdiction to be invalid, illegal, or unenforceable, then: (a) the remaining provisions of this Agreement shall remain in full force and effect; and (b) such affected provision shall be ineffective solely as to such jurisdiction (and only to the extent and for the duration of such invalidity, illegality, or unenforceability), and shall be substituted (in respect of such jurisdiction) with a valid, legal, and enforceable provision that most closely approximates the original legal intent and economic impact of such provision. 24. Except as may be expressly stated otherwise in this Agreement, no right or remedy conferred upon or reserved by any party under this Agreement is intended to be, or shall be deemed, exclusive of any other right or remedy under this Agreement, at law or in equity, but shall be cumulative of such other rights and remedies. 25. No failure or delay on the part of any party in exercising any right or remedy under this Agreement shall operate as a waiver thereof, nor shall any single or partial exercise of any such right or remedy preclude any other or further exercise thereof or the exercise of any other right or remedy. Any waiver granted hereunder must be in writing (for waivers by you, emails will be acceptable; for waivers by GigaSpaces, the writing must be duly signed by an authorized representative of GigaSpaces, and shall be valid only in the specific instance in which given. 26. **Entire Agreement.** This Agreement represents the entire agreement between GigaSpaces and you with respect to the subject matter hereof, and supersedes and replaces any and all prior and contemporaneous oral and/or written agreements, understandings and statements between you and GigaSpaces with respect to such subject matter. You acknowledge and agree that in entering into this Agreement you have not relied on any statement or representation (whether negligently or innocently made) not expressly set out in this Agreement; for example, statements and explanations in any FAQs or other marketing material on the Site (defined below) are for convenience only, and are not binding or a part of this Agreement. **** [![](https://www.gigaspaces.com/wp-content/uploads/2020/02/logo-header-2.svg)](https://www.gigaspaces.com/) #### PRODUCTS & SOLUTIONS * Products * [eRAG](https://www.gigaspaces.com/products/erag) * [Smart DIH](https://www.gigaspaces.com/products/smart-digital-integration-hub/) * [XAP](https://www.gigaspaces.com/products/xap-imdg) * Our Technology * [Semantic Reasoning](https://www.gigaspaces.com/how-it-works/semantic-reasoning) * [Natural language to SQL](https://www.gigaspaces.com/how-it-works/asked-answered-natural-language) * [RAG for Structured Data](https://www.gigaspaces.com/how-it-works/erag-how-it-works) * [In-Memory Data Grid](https://www.gigaspaces.com/technology/in-memory-data-grid) * [Data Integration](https://www.gigaspaces.com/technology/data-integration) * [Data Operations by Multiple Access Methods](https://www.gigaspaces.com/technology/data-operations-by-multiple-access-methods) * [Unified Data Model](https://www.gigaspaces.com/technology/unified-data-model) * [Event-Driven Architecture](https://www.gigaspaces.com/technology/event-driven-architecture) #### RESOURCES * [Resource Hub](https://www.gigaspaces.com/resources/) * [Webinars](https://www.gigaspaces.com/resources/webinars/) * [Q&As](https://www.gigaspaces.com/answers) * [Blogs](https://www.gigaspaces.com/blog/) * [FAQs](https://www.gigaspaces.com/faq-older) * [Videos](https://www.gigaspaces.com/resources/videos/) * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures/) * [Customer Case Studies](https://www.gigaspaces.com/resources/case-studies) * [Events](https://www.gigaspaces.com/resources/events/) * [Use Cases](https://www.gigaspaces.com/use-cases) * [Analyst Reports](https://www.gigaspaces.com/resources/analyst-reports/) * [Technical Documentation](https://docs.gigaspaces.com/latest/landing.html) #### COMPANY * [About](https://www.gigaspaces.com/about/) * [Customers](https://www.gigaspaces.com/customers/) * [Management](https://www.gigaspaces.com/leadership/) * [Board Members](https://www.gigaspaces.com/board-members/) * [Investors](https://www.gigaspaces.com/investors/) * [News](https://www.gigaspaces.com/news/) * [Careers](https://www.gigaspaces.com/career-lobby/) * Contact Us * [Book A Demo](https://www.gigaspaces.com/book-a-demo) * [Partners](https://www.gigaspaces.com/partners-lobby/) * [OEM Partners](https://www.gigaspaces.com/partners-lobby/oem/) * [System Integrators](https://www.gigaspaces.com/partners-lobby/system-integrators/) * [Value Added Resellers](https://www.gigaspaces.com/partners-lobby/value-added-resellers/) * [Technology Partners](https://www.gigaspaces.com/partners-lobby/technology/) * [Support & Services](https://www.gigaspaces.com/support-lobby/) * [Services](https://www.gigaspaces.com/service-overview/) * [Support](https://www.gigaspaces.com/support-lobby/) Copyright © GigaSpaces 2025 All rights reserved | [Privacy Policy](/privacy-policy/) | [Terms of Use](/terms-of-use/) [LinkedIn](https://www.linkedin.com/company/gigaspaces/ "LinkedIn")[X](https://twitter.com/GigaSpaces "X")[Facebook](https://www.facebook.com/GigaSpaces/ "Facebook")[YouTube](https://www.youtube.com/user/gigaspacestv "YouTube") []() Manage your privacy To provide the best experiences, we and our partners use technologies like cookies to store and/or access device information. 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