Offer a productized sleep-planning service that combines a worker's shift roster, commute, obligations, wearable history, and self-reported sleep into a practical two- or four-week plan. A trained sleep coach reviews and corrects the imported record, creates separate routines for each shift pattern, and conducts weekly adjustments through short consultations. Start as a human-delivered service using templates and existing health-data exports, while clearly separating behavioral coaching from medical diagnosis or treatment.

Wearables have made sleep data widely available, but the reviewed products still handle irregular schedules poorly and frequently produce inaccurate or non-actionable results. Repeated complaints across multiple products indicate a durable workflow gap rather than one application's temporary defect.