MedCode
Professional Work · 2026-02-19
Healthcare benchmark testing whether models can support medical billing and coding workflows. Scores are reported as task accuracy.
Top models (higher is better)
| Model | Score |
|---|---|
| Claude Opus 5 | 63.6 |
| Gemini 3.1 Pro Preview | 59.1 |
| Gemini 4 Argon | 58.8 |
| Claude Fable 5 | 56.1 |
| Gemini 3 Flash Preview | 55.9 |
| Gemini 3.5 Flash | 55.8 |
| Opus 4.7 | 54.9 |
| Claude Fable 5.1 | 53.5 |
| Gemini 3.7 Flash | 53.4 |
| Opus 4.8 | 53.2 |
| Gemini 3.6 Flash | 53.2 |
| Claude Sonnet 5.5 | 52.9 |
| GPT-5.1 | 52.7 |
| Gemini 3 Pro Preview | 52.2 |
| Claude Haiku 5.5 | 51.5 |
| Muse Spark | 51.3 |
| Gemini 2.5 Pro | 50.6 |
| Muse Wonder Full | 49.9 |
| Claude Opus 5.5 | 49.8 |
| GPT-5.2 | 49.7 |
| GPT-5 | 49.6 |
| Grok 4.7 | 49.6 |
| Kimi K3 | 49.4 |
| Muse Spark 1.2 | 49.3 |
| Opus 4.5 | 49.2 |
| Opus 4.6 | 49.1 |
| GPT-5.5 | 49.1 |
| GPT-6.1 Sol | 48.8 |
| GPT-6 Astra | 48.5 |
| Gemini 3.8 Flash | 48.1 |
| Gemini 3.1 Flash-Lite Preview | 47.6 |
| Sonnet 5 | 47.5 |
| o3 | 47.3 |
| Opus 4.1 | 47.2 |
| GPT-6 Sol | 47.1 |
| MiniMax M3 | 46.3 |
| MiMo-V2.6-Pro | 45.0 |
| Grok 4.6 | 44.7 |
| GPT-6 Luna | 44.7 |
| Sonnet 4.5 | 44.1 |