Claude in Slack and Microsoft Teams — Building Useful Workplace Bots
With the holiday break offering a rare window of uninterrupted building time, it's worth investing an afternoon in wiring Claude into your team's daily communication tools. A well-designed Claude Slack bot or Teams integration can handle a surprising range of high-frequency requests — summarising threads, drafting responses to support tickets, translating internal jargon into customer-facing language, or running quick data lookups — without pulling colleagues away from focused work. The Anthropic API makes these integrations straightforward to build, and most of the value comes from a handful of carefully scoped use cases rather than a general-purpose assistant.
High-value workplace bot patterns
- Thread summariser: In channels where long debates accumulate, a
/summariseslash command that feeds the thread to Claude and returns a structured "what was decided and why" summary saves significant reading time. - Incident assistant: In an on-call Slack channel, a bot that ingests alert context and produces a first-draft incident summary (severity, affected systems, immediate actions) helps responders communicate faster under pressure.
- PR reviewer: A bot that listens for GitHub PR links posted in Slack, fetches the diff, and posts a brief Claude code review summary directly in the thread — without anyone leaving Slack.
- Meeting prep: Post a meeting agenda link in a Teams channel; the bot fetches the document, summarises the key decisions needed, and suggests questions the team might want prepared.
Workplace bots that try to do everything become unreliable and hard to maintain. Pick the one highest-friction, highest-frequency task in your team's workflow and build a focused bot for exactly that. Once it's reliable, expand incrementally.