- A provider communication from a health plan references Alaffia Health supporting payment integrity activities (indicating operational adoption, though not a detailed case study).
- A payer provider alert references Alaffia Health as a vendor (evidence of use, but limited detail on outcomes).
Recommended diligence items to request during sales conversations:
- Pre/post measurement frameworks (appeals overturn rate, dispute volumes),
- Breakdown of savings (gross vs net after administrative and review costs),
- Model QA metrics (precision/recall by claim type),
- Documentation of denial messaging, guideline citations, and versioning for defensibility.