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Vertical · Healthcare

Chronic programs are longitudinal control problems

Type 2 diabetes, hypertension, heart failure, COPD, and obesity are managed with trends—not single-point diagnoses. That is where structured telemetry and modern models align without pretending to replace clinicians.

Consumer and clinical-grade devices now produce continuous or near-continuous vitals: glucose trends, blood pressure series, pulse oximetry, single-lead ECG summaries, weight, and activity proxies. The bottleneck is not sensor availability; it is getting those readings into a governed, AI-ready representation without app-heavy workflows or staff-mediated export cycles.

Platforms focuses on ingestion, validation, normalization, and identity separation—not on autonomous diagnosis. Any clinical decision support belongs in systems you certify with your medical and compliance stakeholders.

Evidence and citations

Where this site references external studies—for example AI-assisted ECG interpretation performance—citations will be added in a later content pass with links to primary literature. Nothing here is medical advice.