Interactive demo
Move a slider. Watch the forecast move.
A simplified Monte-Carlo of the production model — runs entirely in your browser, no network round-trip. Default mix is HRSA UDS Texas; default trial count is 1,000.
Per-payer realized vs billed (mean)
Forecast distribution · realized $ across trials
How this differs from the production model. The browser demo runs the per-payer denial × paid-claim realization factor without the lag-curve convolution — i.e., it answers “how much will this month's billing realize across all future periods?”, not the per-period forecast the production model produces. The point of the demo is intuition for the payer-mix lever; for the full time-series forecast read the methodology.