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Startups at Risk: The AI Security Blind Spot in HealthTech Funding

VCs love TAM slides. Users love not being breached.

Why Startups Under-Secure

  • MVP pressure, scarce resources, misaligned incentives
  • Lack of security expertise on early teams
  • Investor pressure to scale fast

Investors Waking Up

  • Some VCs now include security diligence checklists.
  • EU accelerators and Horizon programs require security roadmaps.
  • Compliance overhead from AI Act + NIS2 makes neglect unsustainable (European Commission).

Diligence Questions

  • Threat model?
  • Training data integrity?
  • Drift detection?
  • Audit trails?
  • OTA security?
  • DPIA performed?

Minimal Security Stack

  • IAM with least privilege
  • Encrypted storage/transit
  • ML provenance tracking
  • Logging & audits from day one
  • Version gating
  • Light adversarial sweeps
  • Incident response playbook

Secure runway beats growth at any cost, especially in health.