AI-first clinical platform delivering an on-demand "AI Doctor" to patients via web and voice interfaces, automating triage, history-taking, and differential diagnosis to produce physician‑verified treatment plans in under 30 minutes. Medical AI infrastructure that generates high-fidelity clinical data to align, evaluate, and scale clinical reasoning for foundation models globally.