StartupBench: leaderboard

Importance-weighted mean task score from 0 to 100 on 97 workflow tasks, averaged over three runs under the Nanobot harness with a 200-step cap. This is distinct from the fraction of tasks scoring at least 90.

Metric: Mean Task Score (0-100, average of three runs). Source: arxiv.org. Saturation forecast: Around January 2027. 9 models tracked.

Top models

#ModelScoreOverall rank
1Kimi K373.67#30
2GPT-5.6 Sol73.61#19
3GPT-5.572.79#31
4Seed 2.1 Pro67.19#67
5DeepSeek V4 Pro61.11#102
6GLM-5.160.79#97
7Kimi K2.659.95#104
8Qwen 3.6 Max59.46#96
9Gemini 3.1 Pro (Preview)49.73#58

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

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