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Consumer health AI landscape

AI in Health

AI tools are moving from research into consumer products. Below: what the published research describes about current capabilities and limitations.

AI in Health

The State of Consumer Health AI in 2026

Consumer health AI spans symptom checkers, image recognition, conversational agents, wearable interpretation, and document scanners. This page describes what validation studies have measured across categories.

11 min read · 2026-06-01
AI regulation

FDA-Cleared AI Medical Devices: What They Actually Do

More than 950 AI-enabled medical devices have FDA clearance, mostly in radiology. This page describes the clearance pathways, what clearance guarantees, and how to read the difference between regulated AI and wellness apps.

11 min read · 2026-06-01
AI validation

AI Symptom Checkers: What Validation Studies Have Measured

Validation studies have measured how accurately AI symptom checkers diagnose and triage. The best tools achieve ~70% top-3 diagnostic accuracy; all over-recommend care. This page summarises what the research describes.

11 min read · 2026-06-01
AI validation

AI in Medical Imaging: What's Been Validated

Medical imaging is the strongest category of validated medical AI. This page describes what research has measured across diabetic retinopathy, skin cancer, stroke triage, mammography, and chest X-ray.

11 min read · 2026-06-01
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