Rules, AI, or both?
| Use | Best approach | Example |
|---|---|---|
| Known trigger and fixed fields | Rule-based workflow | Route a form submission to a channel |
| Unstructured input | AI-assisted workflow | Turn a customer thread into a clear issue brief |
| Several tools and judgment | AI coworker | Research an account, draft outreach, request approval |
| Sensitive final action | AI plus human approval | Prepare a refund or publish a campaign |
A simple rule should stay a rule. AI earns its place when the input varies, context is scattered, or the next step depends on what the system finds. The handoff between deterministic automation and AI should be visible: structured inputs go in, a reviewable result comes out, and consequential actions have a clear approval boundary.
Five Slack workflows worth automating first
- Weekly channel digest. Summarize decisions, open questions, owners, and deadlines every Friday, then post the recap in the channel.
- Customer escalation brief. Collect the thread, account context, and recent support history; draft a concise handoff for the owner.
- Inbox triage. Group messages by urgency, draft routine replies, and ask before sending anything externally.
- Campaign reporting. Pull current metrics, compare them with the previous period, explain anomalies, and prepare the update your team normally writes by hand.
- Engineering follow-through. Convert a confirmed Slack request into a tracked issue or small pull request, with code changes reviewed before merge.
A safe rollout pattern
Build the workflow where the conversation happens
Slack is useful as the control surface because the request, clarification, approval, and result can stay in one thread. The team sees what the AI understood and can correct it without opening a separate automation dashboard. For recurring work, scheduled tasks can post results directly to the channel that owns them.
With Yasmine, each connected tool follows Allow, Ask, or Block policy. That makes it possible to automate low-risk steps while pausing higher-impact actions for approval. Explore common AI coworker workflows or see the detailed marketing, finance, and engineering examples.