OnCare
Built at The Persistent Context Sprint Hackathon | Live at MongoDB .Local Build Fest · Aug 13, 2026 · San Francisco, CA
With a growing aging population, a huge amount of healthcare access depends on something that sounds basic: whether elderly patients can successfully navigate, understand, and complete forms. Our idea is Care Loop, an AI completion agent — a screen-aware, comprehension-aware layer between patients and the healthcare system. Most AI assistants optimize for answering questions. We optimize for successful completion. Care Loop does not stop after giving the right answer. It stays with the patient until they understand what they are reading, complete the required information, and confidently sign. But the bigger vision goes beyond accessibility. Care Loop creates a verifiable record of what was shown, explained, understood, and approved. We see this as the first step toward a liability layer for high-stakes AI — moving beyond simply observing AI behavior to creating evidence that can stand up to compliance review or legal scrutiny.