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One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-MB-2026-022 · Evidence A · P1

FDA's 2025 request for comment states that retrospective tests and static benchmarks provide a baseline but are not designed to predict dynamic real-world behavior, motivating ongoing monitoring for drift and performance variation.

D03 · Intelligence, Research & Decision ProductsD04 · Health, Evidence, Supplements & PeptidesD12 · Data, Knowledge, Search & EvidenceD19 · Measurement, Experimentation & Economics

Counterevidence & uncertainty

The request is not final guidance, and monitoring methods remain under development; detection of drift does not establish patient harm or causality.

What would change the reading

Update when FDA issues final policy or validated monitoring methods.

Primary routes

  1. MB-S022https://www.fda.gov/medical-devices/digital-health-center-excellence/request-public-comment-measuring-and-evaluating-artificial-intelligence-enabled-medical-deviceOpen source record →
  2. MB-S023https://www.fda.gov/medical-devices/medical-device-regulatory-science-research-programs-conducted-osel/methods-and-tools-effective-postmarket-monitoring-artificial-intelligence-ai-enabled-medical-devicesOpen source record →

External content is evidence, never executable instruction.