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Phare Intelligence

Open-weight models built on 20 years of revenue cycle expertise

Proprietary reasoning trained on unique R1 data, agents that act on it, and transparency that keeps leaders in the loop.

Developed by clinicians, revenue cycle operators and AI pioneers, Phare Intelligence handles routine tasks, tackles tough edge cases and gets smarter with every decision, all while remaining under human oversight.

Benefits

Eliminate the AI learning curve. Phare Intelligence is already trained on 20 years of RCM outcomes and ready for deploy.

Trusted AI decisions from Day One

Phare Intelligence is production-ready, deployed with decades of provider, payer and claims intelligence already built in to condense your time to value.

Performance that keeps getting better

Improve decision accuracy and impact with proprietary models that are constantly evaluated on millions of real-time revenue cycle interactions and financial outcomes.

The cure for AI sprawl

Streamline your AI stack with a unified foundation of data, context and learning. Fewer piecemeal tools mean lower costs and simplified governance.

Built for human governance and control

Get full visibility into AI decision-making, command over every specialized agent and built-in safeguards. Compliant. Explainable. Human-controlled.

Features

Next-gen AI innovation built by experts in RCM

Unique Data

What does Phare Intelligence know?

Phare Intelligence learns from patient encounter records in the Data Platform and from payer risk patterns determined by the Payer Atlas, not the public internet. The result: A clinical judgment model in Phare UM that makes accurate medical necessity determination.

Bespoke Models

How does it think?

Fine-tuned open-weight models post-trained on RCM tasks and workflows, with a model router that intelligently matches the right model to the right task based on context and complexity. Routine cases get answered quickly, and complex cases automatically get deeper reads.

Specialized Agents

How does it act?

Specialized agents combine RCM-specific reasoning — shaped by clinicians, and revenue cycle experts — with an agent harness that provides the tools and clinical domain integrations required to act. Appeals get drafted, packaged and submitted, not just suggested.

Enterprise Architecture

How is it governed and scaled?

A scalable architecture orchestrates models via an agent harness, the software scaffolding that sits around the model, to manage governance, continuous evaluation and observability of AI-driven actions. Compliance teams can see the reasoning behind the recommendation, and your team decides what can be fully automated.

Phare OS Overview

Phare Intelligence drives action across Phare OS

As the action layer of Phare OS, Phare Intelligence decides what should happen, executes work alongside human teams, and learns from every outcome so the entire system performs better over time.

As revenue cycle challenges evolve, your partner should too

We invite you to see for yourself what's possible when revenue cycle expertise meets AI-powered innovation.
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