AI Bias in Healthcare: Why Retrospective Audits Are Not Enough

August 10, 2026 • Mohan Krishnamoorthy, PhD

While retrospective data audits establish critical baselines, they operate after care has already been delivered. Catching a demographic triage disparity 30 days after discharge does not protect the patient who waited 90 minutes too long in the ED.

Point-of-Care Bedside Guidance

78% of physicians state they would alter a clinical decision if presented with a real-time fairness alert. Real-time auditing via the HAIQ platform equips bedside clinicians with instant transparency.