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Reviews

Same prompts. Every model. Scored blind.

A price tells you what a model costs, not whether it is any good. These reviews run one fixed prompt set through every model in a category, score the output without knowing which model made it, and print the bill.

Published 0

Prices checked

Status

No review is published yet. The bench is running its first wave, and a review appears here only after the run it reports on has finished. Nothing on this page is written ahead of the data.

What one review contains

Every time, in this order
001

The same prompt set

Every model in a category gets the identical prompts. No per-model prompt tuning, because a tuned prompt measures the tuner, not the model.

002

A blind score

Outputs are scored under an opaque id, so the scorer cannot see whose answer it is reading. Where a task has a right answer, a machine check runs first and the scorer cannot overrule it.

003

The bill

What the run cost us, per model, next to the daily price from the index. A verdict without the cost of reaching it is an opinion.

Standing rule

An affiliate link never appears inside a ranking. One link per review, after the verdict, with the disclosure before it. Rankings sort mechanically, the same way the picks table does.

Categories and where they stand

Model counts from today's index
Review lanesA lane runs only when the bench can send it a real input · checked 2026-10-15
CategoryModelsStateWhy
Text generation 605 Running Blind-scored answers, four tasks carry a machine-checked reference the scorer cannot overrule.
Image generation 278 Running Five fixed prompts per model: portrait, hands, product, illustration, text-in-image.
3D generation 26 Wave 2 Needs an image input and a render step before a scorer can see the mesh.
Upscale and restore 22 Wave 3 Needs a fixed input image set.
Image editing 34 Wave 3 Same fixture work as upscale, cheap once it exists.