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The product

One search bar for everything your company knows

Knowharbor builds a federated, permission-aware index across all your connected sources — Confluence, Jira, Google Drive, Notion, GitHub, Slack, Zendesk. Ask any question in natural language and get a direct answer with a clickable source citation. Not a list of documents. An answer.

Confluence Jira Google Drive Notion GitHub Knowharbor Knowledge Layer Answer + source link
Semantic search

Embedding-based search, not keyword matching

Keyword search finds pages that contain your exact words. Knowharbor uses embedding-based similarity to match the meaning of your question against indexed content — then searches across all connected sources in a single query.

Ask "how do I onboard a new contractor" and Knowharbor retrieves content about identity provisioning, access requests, and equipment setup — even when those words don't appear in your question, and no single document covers everything.

  • Query expansion and concept synonym matching
  • Cross-source federated search in a single query
  • Results ranked by relevance and recency
Architecture diagram showing how Knowharbor indexes documents from multiple sources and returns semantically matched answers
Citation engine

Every answer has a traceable source

A RAG system that answers without showing the source document is a liability. When an engineer acts on a misremembered or hallucinated procedure, the cost is real: broken environments, missed steps, security gaps.

Knowharbor's citation engine maps every claim in every answer to a specific document, ticket, or page. Not "somewhere in Confluence" — the exact page, with a direct link. If the answer can't be cited, Knowharbor says it doesn't know.

User A (Engineering) ✓ Access to engineering docs User B (Marketing) No access to restricted docs Permission Filter Full answer No result Same question, role-aware results
Access control

Permission-aware answers

Knowharbor respects the permissions your source systems already enforce. If a user doesn't have access to a Confluence space, they won't receive answers sourced from it — even if the answer would be technically correct.

Source ACLs honored

Knowharbor reads permissions from each connected source. Restricted pages stay restricted.

No cross-team content leakage

HR docs, legal docs, confidential product roadmaps — they don't appear in answers for unauthorized users.

SSO-connected identity

Designed with SSO/SAML integration support so user identity is synchronized with your identity provider.

Slack integration

Ask from where the question happens

The Knowharbor Slack app lets anyone ask a question in #ask-knowharbor and get a sourced answer — without leaving Slack, without switching context, without pinging a colleague.

Installs via the standard Slack app directory. User identity for permission checks is derived from the Slack user's connected identity provider. No separate configuration.

Who it's for

See Knowharbor in your team's context

New hire onboarding

Day 1 confidence for new engineers, ops team members, and support staff. Self-service access to every process doc from day one.

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IT operations

First-line IT support finds the right runbook procedure without escalation. Reduce the same-question repeat cycle.

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Runbook access

Stop rewriting the same runbook from memory. Answers from Confluence, Google Drive, and Notion simultaneously.

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See it answer questions from your own docs

A 30-minute demo. We connect to a sample source — Confluence, Google Drive, or whatever you use — and answer questions from your actual content. Bring a question your team asked last week.

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