How we test

Every tier is earned in a standardized test, not bought.

How does VibeTierList test AI tools?

Each tier list has one fixed task.

1. One task per use case

Each tier list has one fixed task (for example, "build a to-do app with login and deploy it"). Every tool gets the same prompt, budget, time limit and scoring sheet.

2. Agents run it, receipts get published

Our agents run the tests and save the outputs, logs, timings and costs. We publish them with the date, so you can check any result.

3. Re-tests

AI tools change fast. Top tools are re-tested on a regular cadence, and every ranking shows when it was last tested.

4. Payment never buys rank

Tool makers may one day pay for faster testing, sponsorships or ads. None of that affects tier placement, and sponsored content is always labeled. Affiliate links never change a ranking.

Current status