TraderBench: leaderboard

Metric: Overall score (0-100): unweighted mean of the four section scores (knowledge retrieval, analytical reasoning, options trading, crypto trading), 42 scored tasks, in the authors' two-agent setup (an A2A Candidate Agent with the same six financial MCP servers for every model; GPT-5.2 judge at temperature 0 for rubric-scored sections); higher is better. Source: arxiv.org. Saturation forecast: Around July 2027. 12 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro64.3#77
2Grok 4.1 Fast63.7#208
3GPT-5.261.9#105
4Kimi K2.554.4#139
5GLM-4.7 Flash53.9#496
6GPT-4o53.3#333
7GPT-OSS-120B50.9#330
8GPT-OSS-20B50.6#499
9Qwen 3 32B (Non-reasoning)48.4#424 (Qwen 3 32B)
10Gemma 3 27B47.2#596
11Qwen 3 8B44.9#667
12Qwen 3 30B A3B44.7#488

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=traderbench · How It Works · Data refreshed daily, snapshot 2026-10-11.