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AI AgentsProduction system2025

InfoTech Wizard — AI IT-support desk

A RAG chatbot that answers real IT-support questions from a company's own documentation instead of guessing.

Scope something similarCode walkthrough available on request
Two colleagues troubleshooting together at a support desk

The problem

A support desk was drowning in repeat questions: password resets, VPN setup, printer mapping. All of it was documented somewhere nobody could find.

What we built

  • Retrieval-augmented backend on FastAPI: documents chunked, embedded with Sentence-Transformers and searched through a FAISS vector index
  • Answer generation grounded strictly in retrieved passages, so the bot cites internal docs rather than inventing steps
  • Credential-filtering layer that detects and strips passwords or secrets a user might paste into chat
  • React + TypeScript chat interface with streaming replies and an escalation path to a human
  • Dockerised deployment with health checks and interactive API docs for the ops team
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