Top 6 AI/ML Training Data Patterns on FHIR for Payer Models
US health payers are increasingly building AI and ML models for member outreach prioritization, prior auth automation, fraud detection, and…
Author: Josephine Halvorsen
Payer analytics engineer from Colorado Springs. Covers FHIR analytics stacks and payer-side data warehouses.
Top 5 FHIR-Native Platforms for Health Plans in 2026
A FHIR-native platform is one where FHIR is the canonical data model, not a translation layer over existing systems. For…
Top 5 Cloud-Native FHIR Hosting Options for US Health Payers
Cloud-native FHIR hosting reduces operational burden substantially for health plans that do not have strong on-premise infrastructure or specific data-residency…
The Complete Guide to FHIR Platform Architecture for CMS-0057-F
FHIR platform architecture is the part of CMS-0057-F that gets less attention than the API endpoints but determines more of…
Databricks Lakebase vs Snowflake for FHIR-Driven Payer Analytics
Databricks Lakebase and Snowflake are the two cloud data platforms most often shortlisted by US health payers building FHIR-driven analytics…
Best On-Premise FHIR Platforms for Regulated Payer Deployments
On-premise FHIR hosting remains relevant for US health payers with specific regulatory, data-residency, or operational requirements that cloud-native managed services…
Best Care Management Platforms Built on FHIR Data Stores
Care management platforms identify members who need intervention, prioritize them, and coordinate the outreach. Historically these platforms ran on care-management-specific…
Top 5 Error-Queue Patterns for Healthcare Integration in 2026
Every production HL7v2-to-FHIR pipeline ends up shaped by how it handles the messages that fail. The happy path is trivial…
SDC Form Builder Features: 7 That Actually Matter for Payer Forms
SDC form builders for payer use cases (prior auth, appeals, member surveys) have specific requirements. Seven features distinguish production-ready from…
EHR-FHIR Integration for Payer Data Exchange: What Actually Ships
EHR-FHIR integration for payer data exchange follows Da Vinci patterns. Understanding what ships in production shapes realistic expectations. Data flows…