
Make Your Slack Messages Searchable with AI
Slack is great for conversation, terrible for retrieval. Needle makes your Slack history truly searchable with natural language.
7 min read

Slack conversations move fast. Important decisions, updates, and context get buried across channels. Needle indexes your Slack and lets you ask natural language questions to retrieve the right messages with context.
Quick setup
Due to Slack API limits, setup is a quick manual app install with the provided manifest and scopes. Then connect your token in Needle, choose channels, and indexing begins.
Why teams love it
- Ask questions in plain English
- Search across selected channels at once
- Understand context, not just keywords
Make Slack your living knowledge base. Try Needle and find what your team already knows.