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RAG Knowledge Bot

Upload docs → bot answers from them with citations. Stops employees asking the same 50 questions every week.

Live demoGitHub
FastAPIChromaDBOpenAI EmbeddingsGPT-4o
The problem

You have 200 pages of internal docs nobody reads. New hires ping Slack with the same questions for 3 months. Senior staff spend 1-2 hours/day answering them.

Before / After

What changed

Before
  • Employees ask the same questions over and over
  • Internal docs exist but nobody reads them
  • Finding an answer = 10-30 minutes of searching
  • Senior staff becomes a human FAQ
After
  • Upload documents → bot indexes them into a vector DB
  • Ask in Telegram — AI answers strictly from your docs, with citations
  • Works via Telegram, WhatsApp, or a web widget
  • Admin sees unanswered questions → docs improve over time
Results

Numbers that matter

2 sec
Answer time
~0
Repeated questions to team
100%
Answers from your docs only
Tech stack
FastAPIChromaDBOpenAI EmbeddingsGPT-4oTelegram Bot API
Want one like this?

We offer this as a service.

Same stack, same playbook — scoped to your data and your team.

See service page
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