[ Sourav Roy ]
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Enterprise-Grade AI-Powered Conversational Chatbot

2025
Retrieval-Augmented GenerationAzure OpenAIJava MicroservicesAKS

Led end-to-end design and deployment of RAG-based chatbot on Java Microservices with AKS and Hybrid Cloud infrastructure


Context

Enterprise needed context-aware, multi-turn conversational AI for customer service automation and enterprise knowledge management. Required seamless integration with existing infrastructure and support for natural language interactions.

Approach

Architected end-to-end solution using Retrieval-Augmented Generation (RAG), Azure OpenAI, and LangChain. Built on Java Microservices architecture with ReactJS frontend, RESTful APIs, and Azure Kubernetes Service (AKS). Implemented Hybrid Cloud infrastructure (Azure/AWS) with DB2 backend for data persistence.

Outcome

Delivered context-aware chatbot supporting multi-turn natural language interactions. Automated customer service operations and enterprise knowledge management. Achieved measurable productivity gains across collaboration platforms with reduced manual touchpoints.