AI-powered knowledge retrieval with RAG and API management  - CEI | Consulting. Solutions. Results. Skip to content

AI-powered knowledge retrieval with RAG and API management 

CEI implemented a scalable AI solution to improve knowledge retrieval accuracy, handle complex queries, and support domain-specific user needs across multiple data sources. 

Enhanced retrieval accuracy

Improved response quality for complex queries

Scalable API architecture

Managed performance and usage across applications

Reliable AI responses

Consistent results across structured and unstructured data

Company Overview

A global standards organization supports the oil and natural gas industry by providing technical guidance and specifications across a wide network of companies. The organization manages extensive domain-specific content, including technical documents, charts, and complex datasets. 

Industry Energy, Standards Organization
Technologies Azure AI Search, GenAI (RAG), Azure Functions, API Management
Integrations Multiple enterprise data sources

CEI designed and implemented a Retrieval-Augmented Generation (RAG) solution using Azure AI Search, Azure Functions, and API Management to improve knowledge retrieval and response accuracy. The platform integrates multiple data sources, applies advanced retrieval patterns, and delivers context-aware responses to complex, multi-part user queries. A scalable API architecture ensures performance, governance, and cost control across AI applications.

RAG-based knowledge retrieval using Azure AI Search

Domain-specific tuning for improved response accuracy 

Integration of structured and unstructured data sources 

Scalable architecture for performance and cost management

API Management with GenAI Gateway for controlled access 

Results

Enhanced retrieval accuracy 

Improved precision in answering complex, domain-specific queries 

Improved performance & reliability 

Stable and scalable API-driven AI solution 

Controlled scalability validation workflows 

Managed usage through token limits and API governance 

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