Open Quality vs. Pop Health Vendors
| Capability | Open QualityOQ | InnovaccerINN | ArcadiaARC | Health CatalystHC | LightbeamLB | EdifecsEDF | Athena Pop HealthATH | Raw LLMsLLM |
|---|---|---|---|---|---|---|---|---|
Understands CQL▼ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
Understands FHIR logic▼ | ✓ | ⚠ | ⚠ | ⚠ | ✗ | ⚠ | ✗ | ✗ |
Explains WHY a measure failed▼ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
Shows missing/incorrect data▼ | ✓ | ⚠ | ⚠ | ✗ | ✗ | ✗ | ✗ | ✗ |
Root cause insights▼ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
Evidence-based explanations▼ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
Transparent rule logic▼ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
SQL-on-FHIR native▼ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
Data quality scoring▼ | ✓ | ⚠ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
Agentic recommendations▼ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ⚠ |
Real-time explainability▼ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
Deployable in days▼ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
Interoperability-first DNA▼ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ |
Stop manually reviewing charts to understand why measures fail. Get instant, evidence-based explanations.
Identify missing feeds and mapping issues before they impact performance. SQL-on-FHIR native for portable analytics.
Understand root causes of performance drops. Make data-driven decisions with transparent AI.