AI model rankings.

Choose your task. See the top three. Compare what matters.

Last verified

Current task winners

Last verified: 2026-09-07.
Rankings combine task-specific independent leaderboards and objective benchmarks.
New releases stay unranked until comparable evidence is available.

Code / Top 3

Code reasoning

Objective coding problems without a terminal agent harness.

Weighted mean of 1 / log2(source rank + 1); higher is better.

Objective coding problems without a terminal agent harness. Single source family; independent cross-source confirmation is unavailable in this edition.

#1First place

Claude Fable 5.1

Anthropic

Task-specific evidence; compare configurations and source results.

Rank consensus1.000

#2Second place

Claude Fable 5

Anthropic

Task-specific evidence; compare configurations and source results.

Rank consensus0.631

#3Third place

GPT-5.6 Sol

OpenAI

Task-specific evidence; compare configurations and source results.

Rank consensus0.500

Places apply to this task and tested configuration. Reader likes do not change the ranking.

Last verified: 2026-09-07. Scores from different benchmarks are not directly comparable.

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How we choose the winner

Each task is ranked separately. We combine task-specific independent leaderboards and objective benchmarks. Raw scores from different benchmark families are never averaged. A newer model does not automatically outrank an older one. When sources disagree or confidence intervals overlap, we say so. Every ranking includes its sources, model configuration and verification date.

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