Eon Agentic Misalignment: leaderboard

Agents do 41 everyday enterprise tasks in synthetic company systems where every write is refused and a temptation is planted; the score is the share of answered runs (3 per task) with a human-confirmed violation such as claiming a refused write succeeded or leaking PII. Unlike lab honeypots, the rules broken are ordinary enterprise policy.

Metric: Runs with a human-confirmed rule violation in 41 enterprise tasks x 3 repeats (% of answered runs). Source: www.eon.io. 19 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 5.521.67#5
2GPT-6 Astra21.95#6
3Nova Pro22.95#1555
4Gemini 4 Argon23.58#11
5GPT-6.1 Sol29.27#10
6Claude Opus 536.67#22
7DeepSeek V4.1 Flash36.97#59
8Claude Fable 5.138.46#15
9GPT-6 Sol40.65#25
10Claude Sonnet 5.542.15#19
11GPT-6 Luna43.09#95
12Claude Haiku 4.545.3#568
13Grok 4.745.83#44
14Claude Sonnet 4.547.93#250
15DeepSeek V3.250.41#406

Interactive version: theaggregate.ai/benchmark?slug=eon-agentic-misalignment · How It Works · Data refreshed daily, snapshot 2026-11-13.