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Wiki & documentation

Connect Confluence to your AI — your documentation, queryable

Ragnight indexes your Confluence spaces and makes every page queryable by your assistants, citing the source.

Confluence holds product and technical documentation, but it ages and is hard to search. Ragnight turns it into a reliable memory for your AI, cited and synced.

Use case — Engineering & onboarding

A concrete use case

A new engineer needs to understand an architecture documented in Confluence. Instead of reading ten pages, they ask the assistant, which summarises and cites the exact pages.

How does the billing service authenticate?
Via an OAuth2 token issued by the identity service, refreshed hourly.
Confluence · Billing architecture

How it works

01 1

Connect Confluence

Authenticate Confluence in a few clicks. Ragnight indexes your content continuously, read-only, no developer.

02 2

Plug in your AI

ChatGPT, Claude, Mistral or your agents query Confluence via the API or MCP connector — no copy-paste.

03 3

Cited, up-to-date answers

Every answer links back to its source in Confluence. Sync keeps the memory current automatically.

What it changes

Semantic search across Confluence

Ask in plain language; Ragnight finds the relevant passage inside Confluence.

Cited, trustworthy answers

Every answer cites the source Confluence document — verifiable, no hallucination.

No migration, read-only

Your content stays in Confluence. Ragnight indexes it where it lives and keeps in sync.

EU-hosted, GDPR

Your data is isolated per organisation, encrypted and hosted in Europe.

Frequently asked questions

Are restricted spaces and pages respected?

Yes: you choose which spaces to index, and access stays controlled within your Ragnight organisation.

Does Ragnight modify my data in Confluence?

No. The Confluence connector is read-only: Ragnight indexes your content for search, and never modifies or deletes it.

Connect Confluence to your company's memory

Connect Confluence, run your first search — no credit card, in under 5 minutes.