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The Aggregate

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When Lower Privileges Suffice — leaderboard

Metric: Business (self-reported). Source: benchmarklist.com. 11 models tracked.

Top models

#ModelScore
1Qwen 3 8B61.8
2Llama 3.1 8B47.4
3MiniMax-M2.740.8
4Qwen 3.5 397B A17B36.8
5DeepSeek V3.232.9
6Grok 4.1 Fast30.3
7Gemini 3 Flash (Preview)13.2
8GPT-5.29.2
9GLM-55.3
10Claude Sonnet 4.60

Interactive version: theaggregate.ai/benchmark?slug=when-lower-privileges-suffice · 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.