Scammer4U: leaderboard
Deceptive web content, widely instantiated across the internet and commonly known as social-engineering attacks, manipulates autonomous web agents into submitting users' personally identifiable information (PII) to attacker-controlled endpoints. In this paper, we show that social-engineering attacks are highly effective at extracting critical-tier PII from frontier web agents, posing a s
Metric: C0 (self-reported). Source: benchmarklist.com. Saturation forecast: Around 2032. 4 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Haiku 4.5 | 54.5 | #280 |
| 2 | GPT-5 Mini | 61 | #186 |
| 3 | Llama 4 Scout | 82.3 | #656 |
| 4 | Gemini 3 Flash | 93.1 | #99 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=scammer4u · How It Works · Data refreshed daily, snapshot 2026-10-20.