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QualiBot
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Approved knowledge for customers, agents and Brain

Turn business content into answers your team can control

QualiBot combines public help centers with Brain knowledge generated from approved PDFs, crawled websites and curated FAQ responses.

Retrieval at a glance
PostgreSQL pgvector similarity search
Five nearest approved FAQ answers per query
Optional customer-facing citations
Agent-visible source information in V2 sessions
Brain knowledge workflow

From source document to approved answer

Every piece of knowledge Brain uses passes through the same review step.

01

Upload a PDF

Administrators upload PDF documents up to the current platform limit.

02

Crawl a website

Add a public URL and let QualiBot crawl linked pages through the configured crawler.

03

Generate candidate FAQs

QualiBot uses the source material to create question-and-answer pairs.

04

Review and approve

Administrators manage approved responses and FAQ suggestions.

05

Retrieve during conversations

Brain uses vector similarity to search the closest approved answers.

Retrieval, explained

Every answer comes from an approved response

Brain doesn't search raw uploaded document chunks live in the conversation. It searches the approved FAQ responses your team generated and reviewed from those sources — the same review step that keeps every answer accountable.

Retrieval runs a cosine-similarity search across approved FAQ answers and returns the five closest matches for each customer question.

Brain knowledge documents grounding AI answers
Brain knowledge documents
Help center and portals

Create public support portals

Multiple portalsCustom domainsCategories and articlesDraft, published and archived statesRich contentTranslationsSEO metadataFull-text searchOptional embedding searchAI-assisted article writingPublic and administrative APIs
QualiBot help center and knowledge base
Help center and knowledge base
Bring help-center content into Brain

Add your public help-center URL as a crawled source, and its articles become part of Brain's approved knowledge.

Learn from resolved conversations

Brain can propose new knowledge from what already worked

01

Observe the completed conversation

02

Generate a proposed question and answer

03

Compare with existing FAQ content

04

Present the suggestion to an administrator

05

Approve or dismiss

06

Add the approved response to Brain knowledge

Keep knowledge current

Review sources on a regular cadence so Brain's approved answers stay aligned with current policy, and revisit any source a failed crawl marks for attention.

Knowledge FAQ

How knowledge stays approved

Can we upload Word or CSV files?

Direct document upload supports PDF. Other content can be published on a crawlable page, or converted to PDF, so it still reaches Brain's approved knowledge.

Can Brain show sources?

Yes. Customer-facing URL citations can be enabled, and agents can inspect source information in V2 Brain sessions.

Can different assistants have separate knowledge?

Yes. Documents and approved responses belong to a specific assistant. If one assistant serves several inboxes, that knowledge is shared across those inboxes.

Does QualiBot automatically remove deleted web pages?

A failed sync marks the source as failed for review; its existing approved FAQ responses stay in place until you remove them.

Next step

Build knowledge Brain can cite, agents can review and customers can trust

Start with one policy, product catalogue, project library or support domain.