SolutionsHealth Systems & Diagnostics
Health Systems & Clinical AI Governance
Diagnostic confidence requires verified comparator baselines.
Equipping health systems, molecular tumor boards, and pathology teams to validate AI decision support tools against real-world patient outcomes with continuous drift monitoring and ONC HTI-1 compliance.
Multiplex Fluorescence Segmentation
Tumor Infiltrating Lymphocytes · CD8+ Density Map
Clinical AI Assurance
Governing AI from trial validation to bedside deployment.
ONC HTI-1 Transparency
Fulfilling ONC Health Data, Technology, and Interoperability (HTI-1) transparency criteria for predictive decision support intervention (DSI) algorithms.
✓ Source attribute & fairness documentation
Continuous Covariate Drift
Monitoring scanner optical shifts, staining batch variation, and patient demographic shifts in real-time to alert clinical chiefs before diagnostic accuracy degrades.
✓ Automated calibration triggers
Joint Commission Alignment
Standing up institutional clinical AI oversight committees, safety escalation protocols, and clinician override telemetry to satisfy hospital accreditation standards.
✓ Complete clinician oversight audit trail