FrontBenchFrontBench
Results

Frequently Asked Questions

How are the results generated?

Every model receives the identical prompt through its official API. We save the returned HTML as-is and render it as the sample page — no manual edits.

How does voting work?

Open a sample and press like or dislike. The totals update the ranking immediately.

Do I need an account?

No. Voting is anonymous and requires no sign-up. We never ask for your name, email, or profile information.

What data do you keep about my vote?

To stop rapid duplicate voting we hold a one-way technical identifier for up to 15 minutes. After that the identifier and the public vote ID are permanently destroyed, leaving only the anonymous like/dislike count.

How is the ranking calculated?

Models are ordered by community likes and dislikes together with automated functionality checks. See the Methodology dialog on the home page for details.