Idea Vision
Explainable AI for Healthcare Quality & Improvement
Healthcare organizations know what failed in quality — but almost never why.
Quality measures are opaque.
Data is inconsistent.
Guidelines are complex.
Pop health tools generate gap lists, not clarity.
The result: tens of millions in penalties, poor patient outcomes, slow improvement, and endless manual review. The entire system lacks explainability.
Open Quality is the first AI that explains healthcare quality. It interprets clinical logic, identifies missing or incorrect data, and shows teams how to fix issues with transparent, evidence-based reasoning.
Think of it as: "OpenEvidence for quality improvement."
Understands clinical rules & guidelines
Interprets CQL, FHIR, value sets
Explains pass/fail reasons
Identifies missing data & mapping issues
Detects upstream data quality signals
Provides "what to do next" recommendations
Generates root cause insights
Integrates with SQL-on-FHIR workflows
Digital Quality Measures (dQMs) are accelerating
SQL-on-FHIR is creating new standardization
Health systems need cost reduction
Payers face STARS pressure
Clinicians expect transparent AI
Data quality problems are growing
This is a category-defining moment — just as OpenEvidence was for clinical reasoning.
CQL & FHIR-native logic understanding (rare skill)
Explainable AI — transparent, audit-friendly, trusted
Data quality detection
AI-driven root cause analysis
Partnerships with data platforms (Firemetrics, Particle, Fasten, etc.)
Founder expertise across NCQA, dQMs, SQL-on-FHIR, FHIR data quality
SaaS Subscription
Enterprise Pricing
$150k–500k/year
SQL-on-FHIR keynote demo
Data platform distribution
FHIR community & LinkedIn thought leadership
Podcast exposure
Direct partnerships with quality & analytics teams
Founder: Eugene Vestel
Payer Interoperability Analytics & AI Lead at Outcomes. FHIR data expert, NCQA collaborator, host of "Out of the FHIR Podcast," and leader in modern interoperability + quality models.
Exploring pre-seed conversations
$1.5M – $2M
to accelerate product and expand measure coverage.
Get in Touch