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RCM-Bench-1: Claim submission

Health & Medicine · 2026-10-02

Pass rate over three attempts on each of the 20 RCM-Bench-1 scenarios for investigating, correcting and submitting claims, and handling approval and escalation.

Benchmark source: Commure

Top models (higher is better)

ModelScoreSource
Sonnet 593.3RCM-Bench-1 results: Claude Sonnet 5, Claim submission · Commure
Claude Opus 591.7RCM-Bench-1 results: Claude Opus 5, Claim submission · Commure
Sonnet 4.690.0RCM-Bench-1 results: Claude Sonnet 4.6, Claim submission · Commure
GLM-5.388.3RCM-Bench-1 results: GLM-5.3, Claim submission · Commure
Claude Haiku 5.586.7RCM-Bench-1 results: Claude Haiku 5.5, Claim submission · Commure
Claude Sonnet 5.586.7RCM-Bench-1 results: Claude Sonnet 5.5, Claim submission · Commure
Claude Opus 5.585.0RCM-Bench-1 results: Claude Opus 5.5, Claim submission · Commure
Grok 4.785.0RCM-Bench-1 results: Grok 4.7, Claim submission · Commure
DeepSeek V4.1 Flash81.7RCM-Bench-1 results: DeepSeek V4.1 Flash, Claim submission · Commure
Gemini 3.8 Flash81.7RCM-Bench-1 results: Gemini 3.8 Flash, Claim submission · Commure
Gemini 4 Argon81.7RCM-Bench-1 results: Gemini 4 Argon, Claim submission · Commure
GPT-5.6 Sol81.7RCM-Bench-1 results: GPT-5.6 Sol, Claim submission · Commure
GPT-5.6 Terra80.0RCM-Bench-1 results: GPT-5.6 Terra, Claim submission · Commure
Opus 4.678.3RCM-Bench-1 results: Claude Opus 4.6, Claim submission · Commure
GPT-6 Luna78.3RCM-Bench-1 results: GPT-6 Luna, Claim submission · Commure
GPT-6.1 Sol75.0RCM-Bench-1 results: GPT-6.1 Sol, Claim submission · Commure
Haiku 4.573.3RCM-Bench-1 results: Claude Haiku 4.5, Claim submission · Commure
GPT-5 Mini73.3RCM-Bench-1 results: GPT-5 mini, Claim submission · Commure
GPT-6 Sol70.0RCM-Bench-1 results: GPT-6 Sol, Claim submission · Commure
GPT-5.6 Luna65.0RCM-Bench-1 results: GPT-5.6 Luna, Claim submission · Commure
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