Product Economics for HealthTech
Healthcare engineering operates under the tightest regulatory constraints in any industry. HIPAA, FDA, and CMS rules mean that every line of technical debt carries outsized risk.
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HIPAA Debt
HIPAA compliance creates technical debt through encryption requirements, access logging, BAA management, and PHI handling. Non-compliance carries $1.5M+...
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Clinical AI Validation
AI/ML models used in clinical decision support require FDA oversight (SaMD), algorithmic validation, and ongoing performance monitoring.
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Interoperability Mandates
HL7 FHIR, TEFCA, and CMS interoperability rules require API standards that add engineering complexity and compliance burden.
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Slow Validation Cycles
Clinical validation timelines (months to years) make technical debt uniquely dangerous — you can't iterate fast when deployment requires regulatory cle...
How I Help HealthTech Companies
- → Quantify HIPAA-driven technical debt and compliance carry costs
- → Audit clinical AI models for regulatory defensibility (FDA SaMD)
- → Calculate the economic impact of interoperability mandates on engineering capacity
- → Design validation-friendly architecture that minimizes rework