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Case Study

GenAI Chatbot Ecosystem

−20% latency
PineconeLangChainAzure OpenAIDALL·E 3
RETRIEVAL + MEMORY
RAG
PINECONELANGCHAIN
Latency
−20%
Memory
Pinecone + LangChain
Hosting
Azure Static Sites

End-to-end GenAI chatbot built on Azure OpenAI with structured function calling — including a Google Books integration that lets the assistant search, summarize, and recommend titles inline.

Image generation is wired through DALL·E 3 via Azure OpenAI, while long-term memory and retrieval-augmented context is handled by a Pinecone + LangChain stack with chunked embeddings.

Deployed on Azure Static Websites with a 20% reduction in latency.

AI-edited casual portrait of Jagpreet beside a conversational AI interface with books and retrieval diagrams

Conversations connected to books and memory.

AI-EDITED EDITORIAL · ILLUSTRATIVE SCENE, NOT PROJECT DOCUMENTATION

Proof of Work

View on GitHub