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Mayank Khanvilkar

Selected work

RAG Chatbot · Property

A knowledge-grounded chatbot for a Dublin rental platform

The problem

Renters asked the same questions all day: availability, viewings, documents, rules.

Context

A rental platform in Dublin was answering repetitive renter questions by hand, and anything that arrived after hours waited until morning.

What I built

  1. A chatbot that answers from the platform’s own knowledge base (RAG), so replies stay accurate and on-brand instead of guessed.
  2. Lead capture inside the conversation, with qualified enquiries passed to the team.
  3. Clear handover to a human when a question falls outside what the bot knows.

Trade-off worth naming

Restricting the bot to the knowledge base means it sometimes says “let me pass you to the team” instead of improvising. That was deliberate: a wrong answer about a tenancy costs more than a handover.

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