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Case Study
GenAI Chatbot Ecosystem
−20% latency
PineconeLangChainAzure OpenAIDALL·E 3
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 Sites with edge caching and prompt-side optimizations that cut median response latency by ~20% versus the baseline implementation.
