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ISEGORIABenjamin Haire

Coding reasoning comparison · Figure

Coding returns and reasoning costs

Artificial Analysis · 8 Sep 2026 · five measured effort settings · Read the full comparison

Hover a chart or focus it and use the arrow keys to read one effort setting across all six panels. Select a model to hide or show it.

Coding scores rounded to 1%. Tokens and cost: mixed-suite weighted averages. Latency: separate API prompts. Connecting lines are guides.