RealityTest: leaderboard

AI systems are increasingly deployed in conversational settings where users may be uncertain whether they are speaking with a human or an AI. Despite mounting regulatory attention to this known safety risk, existing evaluations of AI disclosure are typically English-only, based on machine-generated questions, and restricted to text. We present RealityTest to comprehensively test whether AI systems

Metric: Text disclosure probability (self-reported). Source: benchmarklist.com. Saturation forecast: Around August 2027. 17 models tracked.

Top models

#ModelScoreOverall rank
1Claude Haiku 4.592.3#280
2GPT-5.185.6#135
3Claude Opus 4.666#63
4Kimi K255.2#243
5Claude Sonnet 451.5#199
6Grok 441.3#181
7Gemma 4 31B31.3#200
8Gemini 3.1 Pro (Preview)30.5#58
9O4 Mini28.3#180
10DeepSeek R123.4#251
11Gemini 3 Flash22.7#99
12DeepSeek V314.7#321
13Gemini 2.5 Pro12.8#152
14GPT-4o12.6#343
15Llama 3.3 70B12.5#579

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

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