TeamBench: leaderboard

Agent systems often decompose a task across multiple roles, but these roles are typically specified by prompts rather than enforced by access controls. Without enforcement, a team pass rate can mask whether agents actually coordinated or whether one role effectively did another role's work. We present TeamBench, a benchmark with 851 task templates and 931 seeded instances for evaluating agent coor

Metric: Solo (self-reported). Source: benchmarklist.com. Saturation forecast: Around September 2027. 13 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.735.6#49
2GPT-5.4 Mini33.3#212
3Gemini 3.1 Pro (Preview)27.8#58
4Gemma 4 31B27.8#200
5GPT-OSS-20B17.8#518
6Gemini 3 Flash13.3#99
7GPT-5.412.2#79
8Claude Haiku 4.512.2#280
9Claude Sonnet 4.67.8#90
10Gemini 3.1 Flash Lite5.6#191

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=teambench · How It Works · Data refreshed daily, snapshot 2026-10-20.