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The Aggregate

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MonitoringBench — leaderboard

Metric: Baseline catch rate (%) (self-reported). Source: benchmarklist.com. 13 models tracked.

Top models

#ModelScore
1Claude Opus 4.595.1
2Claude Sonnet 4.583.5
3GPT-5.1 Codex71.1
4O364.4
5GPT-562.7
6Claude Sonnet 458.7
7GPT-4.111
8GPT-4o7.6
9GPT-5 Nano5.3
10O4 Mini3.2
11GPT-4 Turbo2.5
12GPT-4.1 Mini0.5
13GPT-4o Mini0

Interactive version: theaggregate.ai/benchmark?slug=monitoringbench · 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.