Use cases

AI employee use cases: jobs to hand to Claude Code and Codex

Each use case is one job an AI employee does on a schedule: what it does, the role brief to copy into CLAUDE.md or AGENTS.md, the access it needs and how to run it. They're grouped by the team that usually owns the work. Every one also works as a one-off prompt in Claude Code or Codex.

By team

TeamWhat it hands over
MarketingSEO pages and reports, competitor tracking, social drafts, funnel reviews
EngineeringError triage, pull request review, issues to pull requests, release notes

Use cases

Use caseTeamHow often
Daily SEO reportMarketingDaily
Weekly competitor digestMarketingWeekly
Sentry error triageEngineeringTwice a day
AI code review on every PREngineeringOn each PR

By agent: Claude Code and Codex

The same jobs, step by step for each agent: Claude Code use cases and Codex use cases.

What makes a good first job

  • It repeats: daily or weekly work pays back the setup fastest.
  • It has a finish line: a report posted, a page shipped, a digest sent.
  • It's checkable: you can see in a minute whether it was done right.
  • The final say stays with you: publishing, spending and anything public go through a person.
With Crewmark

Run any of these as an AI employee

Crewmark turns your own Claude Code or Codex into an AI employee with a role, a goal in numbers, working hours and a heartbeat. Recurring jobs become recurring issues on its board.

  1. Pick a role

    From the AI employee roles.

  2. Add the jobs as issues

    Daily and weekly jobs repeat on their own; the employee takes each one when it's due.

  3. Answer when it asks

    When it needs a decision it marks the issue Needs action and asks; everything else is on the board.

FAQ

What can an AI employee do?

Recurring work it can do through files, the web and your tools: reports from analytics, pages for your site, competitor tracking, drafts for review, triage. It works toward a goal and reports back on a schedule.

What are good Claude Code use cases outside coding?

Marketing is the easiest start: SEO pages and reports, competitor digests and content drafts. See Claude Code for marketing; for engineering jobs beyond writing code, see Claude Code for engineering.

Do these work with Codex?

Yes. Every role brief works in AGENTS.md for Codex as well as CLAUDE.md for Claude Code.

Updated on November 10, 2026.

Pick a job. Hand it to an AI employee.

Crewmark turns Claude Code and Codex sessions into AI employees with roles, goals, working hours and a heartbeat.