We test AI visibility tools on real small business websites.

Search for "best AEO tools" and nearly every result was written by a vendor ranking itself first. We buy our own subscriptions, point the tools at real sites, and publish the dashboards. Baselines, 90-day results, and verdicts you can check against the screenshots.

Test Ledger

Updated: July 13, 2026
Experiment Test site Starts Day Status
Airefs, 90-day visibility test visibilitybench.com (this site) Jul 13, 2026 1 / 90 Live
SE Ranking AI tracking, 90-day test TBD Q4 2026 0 / 90 Planned
Otterly AI, 30-day trial evaluation TBD Q4 2026 0 / 30 Planned

Experiment 01 is running. Baseline captured July 13, 2026. Results published monthly whether the numbers move or not.

  1. We pay for our own subscriptions

    No vendor accounts, no sponsored access. If a tool comps us anything, the article says so at the top.

  2. Real sites, real stakes

    Every test runs on an operating small business website. We describe test sites generically to protect the businesses, and blur identifying details in screenshots.

  3. Baseline first, then 90 days

    We capture the full dashboard before changing anything, then log every change we make so results can be traced to actions.

  4. Verdicts you can audit

    Every claim links to a screenshot or a logged data point. When a tool disappoints, we say so, including tools that pay us commissions.