24 specialist AI personas · Bayesian probabilistic reasoning · FHIR R4 EHR integration · Real-time 12-layer safety pipeline · FDA SaMD compliance · HIPAA-certified infrastructure
Probabilistic differential diagnosis using Bayes' theorem with sequential evidence updates, likelihood ratios, and uncertainty quantification.
Every AI output passes through emergency screening, hallucination detection, drug safety, dosing verification, bias audit, and crisis sentinel.
Native adapters for Epic, Cerner, Allscripts. SMART on FHIR auth, Master Patient Index deduplication, HL7 v2 bridging.
Automatic MDT consultation routing 3+ specialist personas simultaneously for complex cases, with synthesized consensus output.
Immutable HMAC-signed audit trail, explainability package per consultation, consent management, FDA SaMD TPLC compliance.
Real-time crisis sentinel with C-SSRS alignment, imminent/high/moderate/low risk stratification, and safe messaging guidelines.
Continuous model monitoring, data/concept/label drift detection with automated alerting and retraining pipeline triggers.
Pharmacogenomics (CYP450 variants, HLA-B*5701), disease risk stratification, polygenic risk scores for precision medicine.
End-to-end encryption (AES-256), RBAC with 8 role tiers, KMS key management, federated learning for privacy preservation.
Every AI output must pass ALL layers before reaching the user
150+ emergency keywords, immediate 911 escalation
RAG grounding check, medical literature verification
Allergy conflicts, controlled substances, high-risk meds
Pediatric weight-based, renal/hepatic adjustments
DDI, DGI, DFI including QT prolongation
Minimum evidence threshold before stating diagnosis
AI doesn't prescribe, only recommends to clinician
FDA SaMD, HIPAA, EU AI Act intent-checking
Safe messaging guidelines, harm prevention
Sex, age, race bias detection in recommendations
Reasoning chain validation, evidence citation required
C-SSRS aligned suicidality detection, crisis escalation
World-class AI assistance, built with safety and compliance at the core.