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CertifChat

Trust

Answers from your content: replies that stick to your docs

CertifChat is told to answer only from the pages, docs and files you give it, and to say so when they don't cover a question. Your dashboard shows which pages each answer used, so you can check any reply.

What you get

  • Answers built only from the passages it finds in your content
  • Two searches on every question: one for meaning, one for exact terms like product names and error codes
  • Says so when your content doesn't cover a question
  • A confidence score on every answer
  • Your dashboard shows which pages each answer used

How it works

Step 1

Find the right passages

Every question runs two searches over your content: a semantic search on pgvector embeddings for meaning and a Postgres full-text search for exact terms. Reciprocal rank fusion merges the two rankings, and only the top-ranked chunks go to the model.

Step 2

Answer from those passages

The assistant is told to write only from the passages it found and to say so when they don't answer the question. That keeps replies tied to your content. It is not a guarantee, so test it on your real questions before launch.

Step 3

Check any answer

Open a conversation in your dashboard to see the answer and the pages it used. If a page is wrong or missing, fix it and the next answer improves.

Related features

Explore more of what your assistant can do.

Frequently asked questions

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