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AI agent use cases

Every use case is scored out of 100 for proof, payoff, ease and cost. Filter to what fits you, then copy the prompt.

2 use cases

  • 67

    Move 2,500 marketing pages off a CMS and cut build times from 14 to 4 minutes

    Sentry's marketing and growth team, with a couple of developers, used Claude Code to move about 2,500 pages from a headless CMS into Markdown on Astro, folding 200 one-off pages into 3 templates. Builds dropped from about 14 minutes to under 4, and non-engineers now ship pages through Claude skills.

    Claude Code Several reports Builder $100/mo
  • 67

    Have an agent code a complex open-source feature unattended for seven hours

    Rakuten ML engineer Kenta Naruse gave Claude Code the job of adding an activation vector extraction method to the vLLM library. It worked on its own for seven hours, he wrote no code, and the result matched the reference method with 99.9% numerical accuracy.

    Claude Code Several reports Builder 1 hr setup $100/mo