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Communication

Connect Slack to your AI — the knowledge in your channels, finally findable

Valuable decisions and answers are buried in Slack. Ragnight indexes them and makes them queryable, citing the original message.

Slack is the company's informal memory — but it vanishes in the stream. Ragnight indexes your channels and threads so your AI can find what was already decided or explained.

Use case — Product & ops teams

A concrete use case

A decision was made three months ago in a Slack thread, and no one remembers it. Instead of asking again, the team queries the assistant, which finds the message and cites it.

Why did we drop the pay-in-3 option?
Because dispute-handling costs were too high for the volume — decided in a product review.
Slack · #product, March 12

How it works

01 1

Connect Slack

Authenticate Slack 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 Slack via the API or MCP connector — no copy-paste.

03 3

Cited, up-to-date answers

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

What it changes

Semantic search across Slack

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

Cited, trustworthy answers

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

No migration, read-only

Your content stays in Slack. 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

Which channels are indexed?

Only the ones you authorise. Ragnight does not index direct messages and stays within the scope you define.

Can we answer from within Slack too?

Yes: Ragnight can power an assistant accessible inside Slack, in addition to ChatGPT or Claude.

Connect Slack to your company's memory

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