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RCM-Bench-1

Health & Medicine · 2026-10-02

Commure's benchmark of AI agents on healthcare revenue cycle work: 97 scenarios across six workflows, run three times each through Commure's RCM agent harness with mocked tools or isolated backends. Checks cover tool calls, arguments, response content and resulting state. The score is the equal-weight mean of the six workflow pass rates, with failures kept in the denominator. Cases and transcripts are private, and Commure says scores describe the agent configuration rather than standalone model quality.

Benchmark source: Commure

Top models (higher is better)

ModelScoreSource
Claude Opus 592.7RCM-Bench-1 results: Claude Opus 5 · Commure
Gemini 4 Argon91.5RCM-Bench-1 results: Gemini 4 Argon · Commure
Sonnet 591.2RCM-Bench-1 results: Claude Sonnet 5 · Commure
GPT-5.6 Sol91.2RCM-Bench-1 results: GPT-5.6 Sol · Commure
Claude Sonnet 5.591.1RCM-Bench-1 results: Claude Sonnet 5.5 · Commure
Gemini 3.8 Flash90.2RCM-Bench-1 results: Gemini 3.8 Flash · Commure
Claude Opus 5.590.1RCM-Bench-1 results: Claude Opus 5.5 · Commure
Sonnet 4.689.8RCM-Bench-1 results: Claude Sonnet 4.6 · Commure
DeepSeek V4.1 Flash89.0RCM-Bench-1 results: DeepSeek V4.1 Flash · Commure
Claude Haiku 5.588.4RCM-Bench-1 results: Claude Haiku 5.5 · Commure
GLM-5.388.3RCM-Bench-1 results: GLM-5.3 · Commure
Grok 4.788.2RCM-Bench-1 results: Grok 4.7 · Commure
Opus 4.687.8RCM-Bench-1 results: Claude Opus 4.6 · Commure
GPT-6.1 Sol87.4RCM-Bench-1 results: GPT-6.1 Sol · Commure
GPT-5.6 Terra87.0RCM-Bench-1 results: GPT-5.6 Terra · Commure
GPT-6 Luna85.8RCM-Bench-1 results: GPT-6 Luna · Commure
GPT-5 Mini84.3RCM-Bench-1 results: GPT-5 mini · Commure
GPT-6 Sol81.5RCM-Bench-1 results: GPT-6 Sol · Commure
GPT-5.6 Luna71.5RCM-Bench-1 results: GPT-5.6 Luna · Commure
Haiku 4.570.2RCM-Bench-1 results: Claude Haiku 4.5 · Commure
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