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MedCode

Frontier

Can models support the medical billing process?

Publisher
Vals AI
Domain
Medical
Published
Jun 2026
Official leaderboard
vals.ai/benchmarks/medcode

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Attribution

Leaderboard scores
Vals AI
Attribution policy →

Top score 59.1% by Gemini 3.1 Pro Preview - 47 models reporting (23 frontier)

Score history

44
10%33%55%78%100%Apr 25Jul 25Oct 25Jan 26Apr 26o3Gemini 2.5 ProGPT-5.1Gemini 3 Flash PreviewGemini 3.1 Pro Preview

Top models

47
MedCodeBar chart with 21 bars. Highest value: Gemini 3.1 Pro Preview at 59.1.
21 models

Where it's ranked

1

FAQ

What is MedCode?
Can models support the medical billing process?
What is the current top score on MedCode?
The top reported score is 59.1% by Gemini 3.1 Pro Preview, across 47 models reporting (23 from frontier labs).