Roadmap

Implementation roadmap

From MVP to a fully integrated, learning denial-prevention system.

Phase 1 — Now

MVP Complete

Streamlit app deployed
Denial prevention engine live
Human review workflow active

Phase 2 — Next

Scale

EMR/EHR integration
Expanded note types (inpatient, ED, discharge)
Automated batch scheduling
Analytics dashboard

Phase 3 — Future

Intelligence

Payer-specific denial pattern learning
Coder feedback loop training
Real-time claim scrubbing API
Multi-provider deployment

Want early access to Phase 2?

Design partners get a direct line into the roadmap.