Ensemble Brings Agentic AI to RCM Platform | Cohere

This post details the development of a healthcare RCM-native LLM by Cohere and Ensemble. It highlights the creation of a custom model based on Cohere's Command family, fine-tuned with Ensemble's RCM-specific data, operational logs, and expert annotations. The contribution focuses on domain adaptation for healthcare complexity, establishing a domain-specific benchmark for evaluation, and enabling agentic reasoning for tasks like claim review, denial resolution, and clinical appeals. The post emphasizes the trade-offs of generic LLMs versus domain-specific models for regulated industries and showcases opportunities for automation in financial and clinical orchestration within RCM.