Same input
Every model receives the same versioned brief and constraints.
Cereio preserves what AI models actually build—not marketing claims, cherry-picked screenshots, or a single leaderboard number.
Model versions remain available after the industry moves on.
Every model receives the same versioned brief and constraints.
Visual, functional, performance, and accessibility evidence.
Open the runnable artifact, inspect the source, and see failures.
Benchmark tracks
The evidence contract
Every published run follows the same four rules.
Every model receives the same versioned brief and constraints.
Open the runnable artifact, inspect the source, and see failures.
Visual, functional, performance, and accessibility evidence.
Model versions remain available after the industry moves on.
Static reports, prompts, comparisons, scores, and search pages.
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