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The Aggregate

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CarWashBench — leaderboard

Metric: Score (%). Source: carwashbench.github.io. 12 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)72.5
2GLM-547.5
3Gemma 4 31B20
4GPT-5.5 (Medium)17.5
5Gemini 3 Flash12.5
6Claude Opus 4.6 (Thinking)10
7O30
8MiniMax-M2.50
9Qwen 3.5 27B0
10Claude Sonnet 4.6 (Thinking)0

Interactive version: theaggregate.ai/benchmark?slug=carwashbench · How the rankings work · Data refreshed daily, snapshot 2026-07-22.

Built by Mikhail Doroshenko — AI researcher, co-author of Humanity’s Last Exam. Independent project; no affiliation with any AI lab.