A production-focused engineering resource for revenue cycle managers, billing developers, healthcare IT teams, and Python automation engineers. Build deterministic pipelines for CPT, ICD-10, and X12 — with HIPAA-safe logging, payer-rule isolation, and closed-loop reconciliation.
Every guide treats compliance, accuracy, and interoperability as first-class engineering constraints. Topics range from schema-driven X12 837P parsing and ICD-10 → CPT crosswalks to async batch processing, OCR ingestion, and remittance reconciliation against the X12 835.
Two production clusters of guides, each anchored in HIPAA-compliant engineering patterns and production Python implementations. Pick a track and drill into segment-level detail.
Foundational architecture for revenue cycle automation: X12 837P/835 transaction parsing, ICD-10 ↔ CPT crosswalks, HCPCS Level II integration, payer-specific rule boundaries, and deterministic fallback routing for invalid codes.
The control plane: secure file transfer (AS2/SFTP/HTTPS), Pydantic schema enforcement, async batch parsing, OCR digitization for paper claims, retry/backoff design, and performance-tuned X12 parsers.
