Ensemble and Cohere Build First RCM-Native LLM for Coders
Generic LLMs weren’t built for RCM. Ensemble and Cohere are building the first revenue cycle-native LLM, expected H2 2026—and it changes how coders should evaluate AI.
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Generic LLMs weren’t built for RCM. Ensemble and Cohere are building the first revenue cycle-native LLM, expected H2 2026—and it changes how coders should evaluate AI.
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R1 launched Payer Atlas and Phare Intelligence on June 18, 2026—two capabilities designed to move medical coding toward real-time claim adjudication.
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Black Book’s 2026 RCM survey found 63% of hospitals demand auditable AI—and 69% require human oversight before AI takes any coding or appeal action.
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Mayo Clinic and Microsoft are building a frontier AI model for healthcare—trained on de-identified clinical data. Here’s what medical coders need to understand about this shift.
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