AIPatient Arena: leaderboard
Large language models (LLMs) are increasingly considered for use in clinical consultation tasks, yet most medical evaluations remain static, single-turn, or narrowly outcome-based, limiting their ability to reflect the sequential, uncertain, and interactive nature of real-world care. Here, we propose AIPatient Arena, an EHRs-grounded evaluation framework for assessing the clinical utility of LLMs
Metric: Questioning Skills (QS) (self-reported). Source: benchmarklist.com. Saturation forecast: Estimated already saturated. 5 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-4o | 4.99 | #343 |
| 2 | GPT-4o Mini | 4.9 | #599 |
| 3 | Gemini 2.0 Flash | 4.8 | #342 |
| 4 | DeepSeek V3 | 4.75 | #321 |
| 5 | Claude 3.5 Sonnet | 4.43 | #350 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=aipatient-arena · How It Works · Data refreshed daily, snapshot 2026-10-20.