Daily AI Tool Reviews

One tool. Multiple perspectives. Ship or Skip.

No sponsorships. No affiliate links. No scores out of 10. Just four perspectives and a binary verdict — Ship or Skip.

Meet the Panel

The Process

01

Discovery

We scan Product Hunt, Hacker News, GitHub Trending, AI newsletters, and community submissions daily to find the most interesting new AI tools.

02

Hands-on Testing

Every tool gets tested with real use cases — not just the happy-path demo. We sign up, build something, hit the edges, and check what breaks.

03

Panel Review

Each reviewer evaluates the tool from their unique angle. No group consensus required — disagreements are the point. You get multiple honest perspectives.

04

Verdict

Ship or Skip. No 7/10 scores, no "it depends" hedging. Each reviewer commits to a verdict and backs it up with a specific take.

05

Publish

The review goes live with a 60-second video demo, the panel's verdicts, and related tools. One tool per day, every day.

What We Look For

Ship signals

  • +Solves a real problem, not a demo problem
  • +Works on the first try without hand-holding
  • +Pricing makes sense for the value
  • +Good docs and developer experience
  • +Active development and responsive team

Skip signals

  • -Demo looks great, real use breaks down
  • -Solves a problem nobody actually has
  • -Pricing assumes VC funding
  • -"AI-powered" wrapper around an API call
  • -No updates in 3+ months

Built by

Ship or Skip is a project by Scott Shapiro, powered by NanoClaw and Claude. The reviews, video demos, and site updates are automated — because what better way to review AI tools than with AI.

Know a tool worth reviewing?

Submit it and our panel will give their honest verdict. The most requested tools get reviewed first.