PreScam: leaderboard

Conversational scams, such as romance and investment scams, are emerging as a major form of online fraud. Unlike one-shot scam lures such as fake lottery or unpaid toll messages, they unfold through multi-turn conversations in which scammers gradually manipulate victims using evolving psychological techniques. However, existing research mainly focuses on static scam detection or synthetic scams, l

Metric: AHit (self-reported). Source: benchmarklist.com. Saturation forecast: Around April 2027. 5 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.579.36#142
2DeepSeek V3.275.8#205
3Llama 3.3 70B74.8#579
4GPT-5 Chat71.84#241
5GPT-4o Mini65.15#599

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

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