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clinical AI validation

Every THE D[AI]LY BRIEF article on clinical AI validation — enterprise AI analysis, benchmarks, vendor comparisons, and ROI frameworks for technology and business leaders. Updated as new coverage publishes.

clinical AI validation

FDA Cleared 1,357 AI Devices. Three Were Tested on Patients.

A PLOS Digital Health analysis found that only 3 of 1,357 FDA-cleared AI/ML medical devices were ever evaluated on patient outcomes. Clearance certifies substantial equivalence to a predicate, not benefit — so health systems have to write the evidence, subgroup coverage and drift monitoring into procurement themselves.

August 19, 2026 · 11 min read
healthcare AI

Hospitals Test Vendor AI. Fewer Than Half Have a Sandbox.

More than nine in ten health systems have deployed third-party AI, and 23 of 25 say they test it before go-live. Only 11 have a platform to test on — so most hospitals are validating against the vendor's own accuracy numbers, measured on somebody else's patients.

August 7, 2026 · 11 min read