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This index is corrected by the people who read it. If something looks wrong, telling us is the fastest way to fix it — accepted corrections are applied on the next refresh cycle.
Last reviewed · August 2026
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Use the form below — it reaches the editorial queue directly, no email client and no account needed. We read every message and reply to those that need a reply, usually within a few working days.
What to send
A score looks wrong
The most valuable message you can send us. Benchmark figures move, harnesses differ, and estimates get stale.
Include the model, the benchmark, the value you expected, and a link to the source you trust.
A model is missing
Our candidate pool is built from live provider catalogues, so a model can be absent if it is not listed publicly or was filtered as a non-flagship variant.
Include the exact model identifier and where it is publicly available.
A ranking looks indefensible
Tell us which position is wrong and why. Disputes about ordering are how the weighting improves.
Read the methodology first so we can argue about the same thing.
Press, permissions, privacy
Interview requests, permission to republish tables, and access or deletion requests under GDPR or CCPA.
Say which of these it is in the subject line so it reaches the right place.
Before you write about a ranking
Two pages answer most disputes on their own: the methodology, which sets out the sources, weights and guardrails that produce the order, and the benchmark guide, which explains what each evaluation measures and how much noise it carries. If you have read both and still think a position is wrong, that is exactly the message we want.
What we do not do
We do not accept payment for inclusion, placement or a better position, and we do not publish sponsored posts or guest articles. Requests of that kind will not receive a reply. Advertising on this site is served through a third-party network and has no bearing on rankings — see about for how the project is funded.