Benchmarks · knowledge
MedCode
Can models support the medical billing process?
60 models · 60 results · updated 2026-10-29 · vals.ai ↗
Leaderboard
Opus 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. 43 more models under All models in settings.
More from this benchmark
1 published measuresTime per task107 results · lower is better
44 more models under All models in settings.
All results
60 rows| # | Model | Effort | MedCode | Subscription $ / task | API $ / task | Time |
|---|---|---|---|---|---|---|
| 1 | Opus 5 | max | 63.6% | $0.003 | $0.16 | 25s |
| 2 | Gemini 4 Argon | high | 58.8% | $0.098 | $0.14 | 80s |
| 3 | Fable 5 | max | 56.1% | $0.067 | $0.59 | 1.5 min |
| 4 | Gemini 3.5 Flash | high | 55.8% | $0.074 | $0.074 | 25s |
| 5 | Opus 4.7 | max | 54.9% | $0.23 | $0.23 | 54s |
| 6 | Fable 5.1 | max | 53.5% | $0.17 | $1.12 | 3.6 min |
| 7 | Gemini 3.7 Flash | high | 53.4% | $0.005 | $0.038 | 9.2s |
| 8 | Opus 4.8 | max | 53.2% | $0.006 | $0.35 | 1.8 min |
| 9 | Gemini 3.6 Flash | high | 53.2% | $0.001 | $0.044 | 17s |
| 10 | Sonnet 5.5 | max | 52.9% | $0.006 | $0.39 | 4.0 min |
| 11 | Haiku 5.5 | max | 51.5% | $0.001 | $0.032 | 3.8 min |
| 12 | Muse Spark | 51.3% | $0.005 | $0.005 | 2.1 min | |
| 13 | Gemini 2.5 Pro | high | 50.6% | $0.015 | $0.015 | 27s |
| 14 | Opus 5.5 | max | 49.8% | $0.010 | $0.66 | 4.1 min |
| 15 | Grok 4.7 | xhigh | 49.6% | $0.010 | $0.11 | 3.6 min |
| 16 | Kimi K3 | max | 49.4% | $0.009 | $0.094 | 37s |
| 17 | Muse Spark 1.2 | xhigh | 49.3% | $0.020 | $0.039 | 60s |
| 18 | GPT-5.5 | xhigh | 49.1% | $0.004 | $0.16 | 2.7 min |
| 19 | GPT-6.1 Sol | max | 48.8% | $0.005 | $0.085 | 1.9 min |
| 20 | GPT-6 Astra | max | 48.5% | $0.019 | $0.45 | 1.7 min |
| 21 | Gemini 3.8 Flash | high | 48.1% | $0.001 | $0.018 | 43s |
| 22 | Sonnet 5 | max | 47.5% | $0.005 | $0.28 | 2.2 min |
| 23 | GPT-6 Sol | max | 47.1% | $0.003 | $0.086 | 63s |
| 24 | MiniMax M3 | max | 46.3% | $0.002 | $0.012 | 63s |
| 25 | MiMo V2.6 Pro | max | 45.0% | $0.008 | $0.010 | 2.9 min |
| 26 | Grok 4.6 | high | 44.7% | $0.005 | $0.050 | 2.1 min |
| 27 | GPT-6 Luna | max | 44.7% | $0.001 | $0.007 | 1.8 min |
| 28 | GPT-5.6 Sol | max | 44.0% | $0.008 | $0.28 | 1.6 min |
| 29 | Gemini 3.5 Flash-Lite | high | 43.5% | $0.008 | $0.008 | 6.0s |
| 30 | GPT-5.6 Terra | xhigh | 43.4% | $0.001 | $0.047 | 18s |