ATP-Bench - Product: leaderboard

Metric: Final Score (0-100) assigned by the Chief Judge of a Gemini 2.5 Pro multi-agent judging system to the model's interleaved text-and-tool-call answer, on the 1,330 Product queries; zero-shot, tool calls planned but not executed; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 10 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro79.51#77
2Claude Sonnet 463.87#194
3Claude Sonnet 4.563.25#138
4GPT-560.31#91
5Grok 4.1 Fast (Reasoning)59.2#208 (Grok 4.1 Fast)
6GPT-4o53.34#333
7Qwen 2.5 VL 72B Instruct36.61#364
8Llama 3.2 11B31.15#1183

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

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