#1First place
Claude Fable 5.1
Anthropic
Task-specific evidence; compare configurations and source results.
Rank consensus1.000
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
Repository refactoring
Restructure repositories while preserving behavior, using the stated agent harness.
Weighted mean of 1 / log2(source rank + 1); higher is better.
Approximately tied at the top. Restructure repositories while preserving behavior, using the stated agent harness. Single source family; independent cross-source confirmation is unavailable in this edition.
#2Second place
Claude Fable 5
Anthropic
Task-specific evidence; compare configurations and source results.
Rank consensus1.000
#3Third place
Claude Opus 4.7
Anthropic
Task-specific evidence; compare configurations and source results.
Rank consensus1.000
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.
Put the right model to work.
I build support agents, document workflows and voice integrations into the tools you already use: CRM, spreadsheets, Telegram and APIs.
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.