Real AI Use Cases tool

Slack use cases

Browse real people using Slack inside practical AI use cases. Each use case includes tools used, source links, public workflow previews, outcomes, and related examples.

10 use cases

Real use cases using Slack

Zach Davis, LaunchDarkly headshot
Coding & EngineeringBusiness Operations+1

Zach Davis, LaunchDarkly

Engineering / product leader at LaunchDarkly

Uses AI agents to make enterprise knowledge and engineering operations more actionable, including centralizing internal docs for agents, identifying tech-debt opportunities, and improving hiring or process workflows.

Outcome: Shows how enterprise AI adoption often starts by making the company legible to agents. When docs, decisions, code context, and process data are easier for AI to understand, agents can help with engineering cleanup, operational analysis, and better handoffs across teams.

GitHubSlack
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Cortney Hickey, Zapier headshot
Business OperationsPersonal Productivity

Cortney Hickey, Zapier

Executive assistant / operations partner at Zapier

Uses AI to support executive-assistant workflows for meeting preparation, context gathering, and leadership briefings.

Outcome: Turns recurring prep work into a more structured briefing workflow so leaders can enter meetings with better context.

Zapier AgentsChatGPTNotebookLMGoogle Calendar+1
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Natalia Quintero, Every headshot
Business OperationsPersonal Productivity

Natalia Quintero, Every

Operator / consultant at Every

Uses an internal AI agent called Claudie to help manage consulting and project-management work, keeping track of client context, next steps, deliverables, and follow-ups.

Outcome: Shows how AI can reduce the coordination burden around consulting work. Instead of relying on memory, scattered docs, and manual status updates, the workflow gives project context a place to live and turns it into next actions, summaries, and follow-through.

ClaudeClaudieGoogle DocsSlack+1
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Rachel Wolan, Webflow headshot
Business OperationsPersonal Productivity+1

Rachel Wolan, Webflow

Executive / operator at Webflow

Uses AI as a chief-of-staff layer for executive operations: preparing meeting context, managing calendar decisions, surfacing the right information, and helping the organization build AI habits through structured adoption programs.

Outcome: Turns scattered executive context into a more usable operating layer. Instead of every meeting, decision, and follow-up starting from scratch, AI helps gather context, prepare leadership, and create repeatable patterns for company-wide AI adoption.

Google CalendarSlack
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JJ Englert, Tenex headshot
Personal Productivity

JJ Englert, Tenex

Community Enablement Lead at Tenex

Built a Daily Operating System in Claude Cowork that gives AI persistent context about his work, writing style, team, calendar, messages, and priorities so it can draft emails, review work, and prepare morning debriefs.

Outcome: Turns Claude Cowork from a simple chat tool into a connected daily work hub: it remembers working preferences, creates reusable skills, reviews work from multiple perspectives, and prepares a daily plan from email, Slack, and calendar context.

ClaudeGmailSlackNotion+1
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Al Chen, Galileo headshot
Customer Support

Al Chen, Galileo

Field Engineer at Galileo

Uses Claude Code across Galileo’s 15 code repositories to answer complex customer deployment questions, then turns valuable Slack support conversations into public knowledge-base articles with Pylon.

Outcome: Gives customer-facing teams a way to answer deep technical questions without constantly interrupting engineers, while turning one-off support conversations into reusable public documentation.

Claude CodeVS CodeConfluenceSlack+2
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Reid Robinson, Zapier headshot
Business Operations

Reid Robinson, Zapier

Product Manager, AI at Zapier

Uses Zapier and Claude to handle the operational work around customer conversations: logging CRM notes, preparing for meetings, and turning resolved support conversations into a reusable knowledge base.

Outcome: Reduces manual CRM cleanup, gives customer-facing teams better meeting context, and turns support conversations into a feedback loop that keeps internal knowledge improving over time.

ZapierClaudeCodaGoogle Calendar+7
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Yash Tekriwal, Clay headshot
Personal Productivity

Yash Tekriwal, Clay

Head of Education at Clay

Built a custom AI-powered Slack dashboard that turns 150+ daily notifications into a focused Kanban-style inbox organized by urgency: Action Required, Need to Read, and FYI.

Outcome: Reduces Slack overwhelm by separating real work from noise. Instead of manually scanning a wall of notifications, Yash can focus on the 30–40 messages that actually need attention and archive low-priority updates in bulk.

OpenClawPerplexitySlackGmail+2
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Steve Kaliski, Stripe headshot
Coding & EngineeringBusiness Operations

Steve Kaliski, Stripe

Engineer at Stripe

Helped build Stripe Minions, an internal AI coding-agent workflow where employees can trigger agents from Slack, have them make code changes, and review the resulting pull requests before anything ships.

Outcome: Turns common engineering requests into a lightweight agent workflow inside Slack. Instead of opening an editor for every small change, teams can dispatch an agent, review its PR, and keep humans responsible for approval.

SlackClaude CodeGooseMCP
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Ryan Nystrom, Notion headshot
Coding & EngineeringBusiness Operations

Ryan Nystrom, Notion

Engineering leader at Notion

Uses Notion AI, Codex, GitHub, Slack, Honeycomb, and Whisper to make engineering work more structured: preparing standups, turning specs/comments into PRs, and giving engineers better context before they start building.

Outcome: Shows how AI can improve engineering velocity without skipping the parts that make software teams work well: shared context, written specs, reviewable changes, observability, and human judgment.

Notion AICodexGitHubSlack+2
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