Our methodology

An honest note first: we're a small publication, and we can't personally long-term-test every one of the thousands of AI tools out there. So here's exactly what we do instead — no mystique, no inflated claims.

What we do for every tool we cover

  1. Read the documentation. Features, limits, pricing tiers — straight from the source, not from a press release.
  2. Read real user reports. Forums, developer communities, app store reviews, and long-form write-ups from people who use the tool daily. Patterns across dozens of users beat any single opinion.
  3. Try it where we can. For tools with free tiers or trials, we sign up and click through the core workflow ourselves.
  4. Compare against direct alternatives. No tool is reviewed in a vacuum — every review answers "why this instead of X?"
  5. Check the pricing math. Free tier limits, what you actually get for paid plans, and whether the free tier is usable or just a demo.

How rankings work

Rankings reflect our judgment of which tool is best for a specific user, not a single universal winner. A tool that's perfect for a professional designer can be overkill for a casual user, and our comparisons say so explicitly.

What we don't do

  • No paid rankings. Nobody can pay for a better position.
  • No launch-day hype scores. We'd rather be a week late and right than first and wrong.
  • No pretending. If we haven't personally tried something, we say the assessment is research-based.

Updates

AI tools change fast — pricing, features, and free tiers shift constantly. We revisit our major comparisons regularly and mark each article with its last-updated date. If you spot something outdated, tell us and we'll fix it.