Payer-contract simulator

Your AI documentation copilot optimizes what your contracts pay for.

Move the inputs to see how the same documentation AI changes behavior under fee-for-service, MSSP, Medicare Advantage risk adjustment, and employer direct contracts.

Open the simulator Why this matters Source on GitHub

Four contracts, four operating models

Fee-for-service The AI learns to surface billable documentation and defensible visit complexity.

MSSP The AI shifts toward care management, follow-up, and avoidable utilization.

Medicare Advantage HCC The AI intensifies diagnosis capture and raises the audit-risk question.

Employer direct The AI protects engagement metrics unless the contract pays for outcomes.

Move the mix

Set the payer mix, panel size, and chronic-condition distribution. The comparison updates as the contract mix changes.

See the behavior

The tool shows what the AI surfaces, what the practice does next, what appears on the P&L, and what changes for patients.

Share the scenario

Save a no-login scenario URL, send it to a colleague, or export a one-page PDF for a board or executive discussion.

Payment design is the instruction layer executives ignore.

An AI documentation copilot is a faithful executor of whatever incentive gradient the contract creates. Change the contract, change the AI's behavior, change the patient consequence.