Benchmarks · knowledge
MedScribe
Can models support doctors with their administrative work?
62 models · 62 results · updated 2026-10-29 · vals.ai ↗
Leaderboard
Opus 5.5 max
Heavy line: best score at each price. Thin lines join one model's effort levels. Cost uses each model's median subscription plan, or API price with no plan data. 47 more models under All models in settings.
More from this benchmark
1 published measuresTime per task109 results · lower is better
44 more models under All models in settings.
All results
62 rows| # | Model | Effort | MedScribe | Subscription $ / task | API $ / task | Time |
|---|---|---|---|---|---|---|
| 1 | Opus 5.5 | max | 91.4% | $0.017 | $1.15 | 7.4 min |
| 2 | Fable 5.1 | max | 91.3% | $0.15 | $0.96 | 3.1 min |
| 3 | Sonnet 5.5 | max | 91.1% | $0.008 | $0.51 | 5.1 min |
| 4 | Opus 5 | max | 91.0% | $0.004 | $0.24 | 77s |
| 5 | Muse Spark 1.2 | xhigh | 90.1% | $0.019 | $0.038 | 61s |
| 6 | Haiku 5.5 | max | 89.5% | $0.001 | $0.044 | 5.4 min |
| 7 | Grok 4.7 | xhigh | 89.4% | $0.007 | $0.075 | 2.6 min |
| 8 | GLM 5.3 Flash | max | 88.9% | free | $0.002 | 87s |
| 9 | Muse Spark 1.1 | xhigh | 88.9% | $0.035 | $0.035 | 63s |
| 10 | GLM 5.3 | max | 88.8% | $0.006 | $0.057 | 2.0 min |
| 11 | Fable 5 | max | 88.5% | $0.066 | $0.58 | 2.0 min |
| 12 | MiMo V2.6 Pro | max | 88.3% | $0.008 | $0.010 | 2.9 min |
| 13 | Kimi K3 | max | 88.0% | $0.010 | $0.11 | 38s |
| 14 | GPT-6 Astra | max | 87.9% | $0.025 | $0.58 | 2.6 min |
| 15 | Gemini 4 Argon | high | 87.4% | $0.10 | $0.15 | 87s |
| 16 | MiniMax M3 | max | 87.3% | $0.002 | $0.014 | 2.1 min |
| 17 | Grok 4.5 | high | 86.9% | $0.005 | $0.033 | 12 min |
| 18 | GPT-5.5 | xhigh | 86.9% | $0.004 | $0.14 | 2.2 min |
| 19 | Grok 4.6 | high | 86.5% | $0.004 | $0.037 | 71s |
| 20 | GPT-6.1 Sol | max | 86.5% | $0.006 | $0.10 | 2.8 min |
| 21 | Muse Spark | 85.9% | $0.008 | $0.008 | 3.2 min | |
| 22 | Opus 4.8 | max | 85.8% | $0.004 | $0.26 | 82s |
| 23 | DeepSeek V4.1 Flash | high | 85.5% | $0.001 | $0.015 | 54s |
| 24 | Inkling | max | 85.4% | $0.015 | $0.17 | 4.1 min |
| 25 | MiMo V2.6 Flash | high | 85.3% | free | $0.002 | 74s |
| 26 | GPT-5.6 Sol | max | 85.2% | $0.008 | $0.28 | 1.6 min |
| 27 | Qwen 3.8 Max | max | 84.9% | $0.011 | $0.090 | 4.2 min |
| 28 | Gemini 3.8 Flash | high | 84.5% | $0.001 | $0.025 | 21s |
| 29 | GPT-5.6 Luna | max | 84.4% | $0.001 | $0.023 | 1.9 min |
| 30 | Inkling Small | max | 84.1% | $0.015 | $0.019 | 3.8 min |