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Automation increases RCM efficiency + accelerates reimbursement, but only paired with clean processes, reliable quality data + skilled teams.

Ensemble and Cohere are fine-tuning a fully custom model trained on real RCM tasks, documented procedures, + deep operator expertise.

The two companies are developing an RCM-native intelligence layer capable of comprehending complex clinical, financial + regulatory language.

In prior authorization pilot project, artificial intelligence determines whether patients can get medical services.

Stamford (Connecticut) Health has struck a revenue cycle management agreement with Ensemble Health Partners.

Ensemble’s revenue cycle management outsourcing model replaces the patchwork of RCM vendors with a single, connected ecosystem.

Health insurers are pledging to reduce the scope of prior authorizations for treatments, but the rollout has been slow.

Ensemble’s Chief Product + Innovation Officer Andrew Ray explains why AI promises relief in healthcare — but only if applied correctly.