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Conventional RAG Falls Short with Enterprise Databases

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    * [![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 

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Ensure GenAI compliance and governance 

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      * [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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Monkey See, AI Do - All about CUA

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    * [![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

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GigaSpaces, IBM & AWS make AI safer

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    * Our Products

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        * [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)
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    * 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)

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      * [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)
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      * [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)

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      * [Whitepapers & Brochures](https://www.gigaspaces.com/resources/brochures)
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      * [Glossary](https://www.gigaspaces.com/data-terms)
      * [Blog](https://www.gigaspaces.com/blog)
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    * [![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

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      * [Customers](https://www.gigaspaces.com/customers)
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    * col2

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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)

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  * 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
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    * [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)
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    * [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)
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# **The only solution that lets you GPT 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)

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## 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)

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### 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
    * [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

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#### COMPANY

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