Where AI Belongs in a Checkup App, and Where It Doesn't

Every founder I talk to wants an AI story, so let me be precise about where AI earns its place in a product like Movement — Ichilov's corporate checkup app — and where chasing it would have hurt us. The honest constraint: users here aren't sick, they're checking in, and the product has to feel like a benefit worth opening, not a diagnostic engine. That rules out the flashiest temptation — an app that interprets medical results and plays doctor. In a clinical-adjacent product, an overconfident AI explanation isn't a feature, it's a liability. Where AI could actually earn its place is the experiential layer I designed: the self-assessment questionnaires, where completion rate is everything. If anything, a conversational flow that adapts to prior answers and keeps the experience light is the kind of intelligence that would lift completion without overstepping scope — the metric, not the spectacle, deciding where it goes. The same logic applies to surfacing the right thing on the dashboard at the right moment in someone's care timeline. My strategy advice to founders: don't bolt AI onto the riskiest surface to look modern. Aim it at the metric you actually live or die by — here, engagement and completion — and let the clinical truth stay sourced from the people qualified to deliver it.
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Making complicated into easy for users.
Senior product designer with a decade of work across complex systems - financial risk platforms, legal operations, healthcare apps, manufacturing tooling and insurance portals. The common thread is depth: products where the data is rich, the users are expert, and the interface has to disappear into the work.