How we review AI tools.

We're an AI tool company run by humans who use AI. Every tool in the directory is opened by a human, used long enough to form a verdict, and scored against a fixed rubric. AI drafts the first pass of the write-up and handles the verification work at scale — pricing checks, link checks, screenshot diffs — and a named editor reviews, edits, and signs off before anything ships. Listings are re-checked every quarter. This page documents the rubric, the cadence, and the rules. It is deliberately specific — if any of it ever stops being true, this page is wrong before the directory is.

Last updated · June 2026

Evidence-backed ratings

Every score comes from a named editor who actually used the tool against a real task — not from press releases or vendor demos. AI helps draft the review and surface evidence; the score and the verdict are the editor's call. We record the task, the date, and the outcome in an internal log; if you ask, we will tell you which task we tried. Numerical ratings (out of 5) follow a published rubric weighted across capability, polish, pricing fit, and the messy "would we actually pick this" tie-breaker.

Lifecycle re-checks

Every active listing is re-opened every 90 days. We check that the product still exists at the same URL, that the pricing tiers match what the vendor charges today, that the screenshot still reflects the current UI, and that any "new" claims are not stale. If a tool stops responding to a re-check, it gets one warning email; if there is still no movement, it moves to the Graveyard with a dated note explaining why.

Editorial tiers

The Top 100 organizes tools into four tiers — Flagships, Category Leaders, Rising Stars, Hidden Gems — based on a combination of editorial verdict, sustained user ratings, and category context. The tier a tool sits in is an editorial judgment, not a market-cap or fundraise lookup. We move tools between tiers every quarter; you can read the change log on each edition page.

Corrections policy

Mistakes happen — wrong pricing, missed feature, mistaken category. If you spot one, mail hello@tooldirectory.ai and we will fix it within 48 hours. Substantive changes ship with a dated "Updated" line at the bottom of the listing; minor ones (typos, broken links) ship silently.