Healthcare: AI Roadmap to 2040

Three horizons. Concrete pilots. KPIs that prove it works.

Now (0–12 months)

  • ADT feeds normalized; privacy contracts enforced
  • Backlog/throughput dashboards per clinic
  • Triage assist for low-risk cases (oversight on)

Next (12–36 months)

  • Scheduling optimization across modalities
  • Clinical documentation assist with audits
  • Supply chain right-sizing for high-variance items

2030–2040

  • Hospital operations twin (beds, imaging, ORs)
  • Proactive population health outreach loops

Architecture notes

  • PHI-safe retrieval layer; role-based access; audit logs
  • Model evals with bias/accuracy reports; versioned prompts

KPIs

  • Wait time; length of stay; re-admit rate
  • Utilization by modality; discharge delays

First pilots

  • CT/MRI scheduling optimizer in one site
  • Note-assist with human review in one clinic

Risks & guardrails

  • Privacy risks; mitigate with least-privilege and masking
  • Alert fatigue; careful thresholds + review loops
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