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Frequently asked questions

What do the benchmarks mean?
Intelligence Index
Aggregated Artificial Analysis Intelligence Index combining multiple performance metrics into one overall score.
Coding Index
Composite Artificial Analysis index focused on programming and software-engineering ability.
Agentic Index
Composite Artificial Analysis index focused on completing multi-step tasks with tools and environments.
Why are some models missing?

Model IDs cannot always be matched to Artificial Analysis entries. Provider names may vary or be uncatalogued, so some of your models might not appear in the leaderboard.

Why do input and output capabilities sometimes differ?

Admins can manually configure which capabilities a model provides for input or output in this system, so configured capabilities may differ from a model’s default feature set.