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AI products · Product case study

HR Chat Bot

An embeddable assistant for HR questions in English, Hindi and Hinglish, grounded in the handbook.

My contribution
AI product building
Project status
Internal conversational tool

What I built

Built an embeddable assistant that answers HR questions straight from the policy handbook, pairing Gemini API embeddings with a Groq model that streams replies in Hindi, Hinglish or English.

The problem

Finding a policy answer should not require searching an entire handbook or repeating the same basic question to the HR team.

How I approached it

  • Built a retrieval flow around an ingested HR-policy PDF.
  • Streamed responses in the user’s language, with context from the retrieved source.
  • Made the chat experience embeddable through a lightweight website widget.

The outcome

Built a working multilingual support tool that retrieves relevant policy passages and streams a contextual answer inside an embeddable chat experience.

Tools behind the work

PythonFastAPIGroq APIGemini APINumPySupabase