ENFR

AI is entering medicine. It demandstransparency.supervision.accountability.rigorous audits.independent oversight.

We build safeguards so technology never outpaces ethics when human lives are at stake.

The medical AI oversight gap

900+

AI/ML medical devices currently authorized by the FDA.

~80%

Cleared via pathways that bypass novel clinical trials.

< 10%

Validated using multi-site, prospective clinical data.

The foundations of safe healthcare AI

  • Independent Audit Framework

    Currently in development

    Designing a comprehensive, open-source evaluation criteria to stress-test medical AI models for bias, accuracy, and real-world clinical safety before deployment.

  • Regulatory Alignment

    Ongoing coalition building

    Partnering with healthcare systems, ethicists, and policymakers to close the loopholes in current FDA 510(k) clearance pathways for machine learning devices.

  • Clinical Validation Registry

    Planning phase

    Building a secure, multi-site database of prospective clinical trial results to ensure AI tools perform equally well across diverse, real-world patient demographics.

Shape the future of clinical AI

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