How Sleep Trackers Actually Work (And Where the Science Says They Fail)
Sleep trackers use heart rate, motion, and temperature to estimate sleep stages. Here is what published research says about how accurate they really are.
AI-built from peer-reviewed research, manufacturer specifications, FDA filings, and aggregated user reports. No first-person testing.
Sleep trackers use heart rate, motion, and temperature to estimate sleep stages. Here is what published research says about how accurate they really are.
What does 79% PSG agreement actually mean? A guide to understanding sleep tracker accuracy data, validation studies, and why no consumer device exceeds 80%.
Complete cost breakdown for 6 major sleep trackers. Hardware, subscriptions, free tiers, and 2-year totals from $160 to $480. What each subscription tier includes.
Which sleep trackers have FDA clearance? What does 510(k) mean? Understanding sleep apnea screening, SpO2 monitoring, and the line between screening and diagnosis.