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.