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Memobot

Turns your documents into a customer-ready AI chatbot that answers with source citations.

The problem

Team knowledge lives in PDFs, Notion and Confluence, searchable by humans only. Support tickets pile up with questions the docs already answer, and generic AI chatbots hallucinate the moment a domain gets specific.

The solution

Memobot turns documents into a grounded AI chatbot: upload files or connect Notion or Confluence, and the bot answers with streaming responses and source citations. One knowledge base deploys to a website widget, Slack, Teams, WhatsApp or any system via webhook. Branded, on your own domain, GDPR-ready with retention, export and deletion built in.

How it is built

Retrieval-augmented generation with tunable parameters per project (chunk size, overlap, similarity threshold), built on Supabase with the Richi framework standards: typed contracts, RLS isolation per workspace, adapters around the model and channel integrations.

Learnings

Grounding beats prompt engineering: source attribution changed user trust more than any model upgrade. And retrieval tuning is per-content-type work. Defaults that shine on handbooks fail on API docs.

Status

In testing with pilot workspaces.

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