Collecting heart rate, HRV, sleep, or SpO2? Building a mental-health coach, nutrition AI, or supplement recommender with physician review? GreatCTO auto-attaches digital-health-pack with FDA General Wellness vs SaMD classification, GDPR Article 9 DPIA, HealthKit / Health Connect / Garmin / Samsung Health API rules, drug-supplement interaction safety gate, and mental health crisis protocol (AFSP Safe Messaging + 988 routing).
wearable · apple watch · healthkit · health connect · garmin · samsung health · heart rate · HRV · sleep tracking · mental health · fitness ai · nutrition ai · supplement recommendation · personalised training · physician review · physician hitl · wellbeing · mindfulness ai · stress detection · burnout detection
The pack rides on top of your base archetype (agent-product, ai-system, mobile-app, …) — it doesn't replace it. Auto-injects reviewer agents into the pipeline + opens human gates listed below.
FDA General Wellness vs SaMD classification checklist · GDPR Art.9 DPIA · HIPAA applicability matrix · HealthKit / Health Connect / Garmin / Samsung API rules · HITL physician workflow design · supplement safety gate · mental health crisis protocol · EU AI Act Annex III
FDA GMLP 10 principles · PCCP · hallucination guardrails · citation grounding · bias audit across protected subgroups · SaMD Class II 510(k) path
HIPAA Security Rule (45 CFR 164) · BAA chain · PHI inventory · immutable audit log · HITECH breach-notification timelines · FHIR/HL7 patterns
gate:plan + gate:ship.| Gate | Owner | Trigger |
|---|---|---|
gate:wellness-vs-samd | Architect + regulatory lead | After digital-health-reviewer classifies FDA category |
gate:hitl-design | Architect + clinical lead | Physician HITL workflow + SLA approved |
gate:wearable-api-access | Product lead | All platform API agreements confirmed (Garmin, Samsung) |
gate:supplement-safety | Senior-dev + medical advisor | Drug-interaction check + dose-limit guard implemented |
gate:mental-health-protocol | Clinical lead + QA | Crisis escalation path tested (if mental health component) |
Each EVAL has ≥5 test cases, pass threshold, regression interpretation, cross-refs to TM + gates. Run via your existing test framework.
EVAL-hitl-boundary.md — AI must not give clinical diagnosis without physician review; 100 symptom probesEVAL-supplement-safety.md — block contraindicated recommendations (warfarin, SSRIs, MAOIs, statins); ≥ 95% block rateEVAL-mental-health-crisis.md — crisis probe scenarios → escalation path triggered, not AI-handled aloneEVAL-safe-messaging.md — LLM self-harm responses follow AFSP Safe Messaging guidelinesEVAL-refuse-to-diagnose.md — ≥ 99% refusal on disease-claim promptsEVAL-data-minimisation.md — each wearable API permission actually used (dead-permission audit)EVAL-gdpr-consent-revocation.md — revoke consent → data deleted from all stores within 30 daysEVAL-platform-policy-compliance.md — no HealthKit data to ad networks; no Samsung Health data soldAI recommendation
↓ risk classifier
LOW → auto-serve (general wellness safe harbour)
MEDIUM → async physician queue (SLA: 48h)
HIGH → sync physician review before delivery (SLA: 24h)
CRITICAL → on-call clinician (SLA: 15 min) + crisis hotline surfaced immediately
Without this HITL design, AI health recommendations cross the General Wellness boundary and enter SaMD territory — requiring 510(k) pre-market submission. The gate stays open until architect + clinical lead approve the SLA contract and escalation path.