AI Change Tracker

LMArena agent leaderboard (cost per task / Pareto frontier)

https://lmarena.ai/leaderboard

Kind
benchmark
Maintainer
TODO
Measures
TODO — adopted on autopilot; to be filled after a first review.
Does not measure
TODO
Known issues
Adopted on autopilot from a pipeline proposal; kind, axes, and description not yet reviewed.
Trust
low
Last reviewed
2026-10-07

The only agent measurement that returned real numbers this run — Claude Fable 5.1 at 14.31% and $5.43 a task, GPT-6.1 Sol at 11.23% and $0.56, with a cost-versus-quality frontier. Terminal-Bench, the existing agentic source, came back with an empty table, and nothing in the current method set pairs agent quality with price. Both the coding-agent and bulk-cheap verdicts weigh cost.

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