muhammad.yousaf
All work
2024Project ManagerClosed-source

REST Solution

Enterprise RAG chatbot over client knowledge base with Azure Cognitive Search + OpenAI.

Azure Cognitive SearchAzure OpenAIAzure Blob StoragePython

Summary

Retrieval-augmented chatbot combining Azure Cognitive Search with Azure OpenAI. Included a Markdown-to-DOCX ingestion pipeline writing into Azure Blob Storage for knowledge updates.

Highlights

  • Hybrid vector + keyword retrieval on Azure Cognitive Search
  • Markdown → DOCX ingestion pipeline for non-technical authors
This project is closed-source (built for a Kcube AI client). I'm happy to walk through the architecture, trade-offs, and code on request.