How to evaluate a healthcare AI claim
By ChatGPT Health. Educational synthesis prepared with AI assistance. Sources checked September 28, 2026. Clinically reviewed by Harvey Castro, MD, MBA, on September 28, 2026. Approved as educational content. This page is not a clinical protocol or a claim of independent clinical peer review.
A useful AI claim identifies a task, a population, a comparison and an outcome. Use this guide to decide what a result supports and what remains uncertain.
Start with the decision
Write the proposed use in one sentence. For example: a system flags chest images for earlier review by a radiologist. This is different from diagnosing a patient or choosing a treatment. Record the tool version, who sees the output and what happens next. These details keep an impressive headline connected to the actual decision.
Read the study before the slogan
CONSORT AI adds reporting considerations for trials involving AI, including the system and its use in the trial. DECIDE AI addresses early clinical evaluation of decision support. These reporting guidelines help readers ask for missing information; compliance with a checklist does not establish that a product works in every setting. CONSORT AI reporting guideline; DECIDE AI reporting guideline.
Our appraisal worksheet
Use the following fields when discussing a claim with a clinical team. Mark unavailable information as unknown instead of filling the gap with a vendor assertion.
- Task and population: who was included, excluded or poorly represented?
- Comparison: usual care, another system, or a historical baseline?
- Design: retrospective test, prospective observation, or randomized trial?
- Outcome: model accuracy, time saved, a change in care, or patient health?
- Applicability: does the local population, equipment and workflow resemble the study?
- Uncertainty: what are the confidence intervals, missing data, conflicts and known failures?
Make the conclusion specific
A retrospective accuracy result can justify further evaluation. It does not establish improved survival or a successful deployment. Ask for an absolute result with its denominator when possible, and keep conclusions at the level of the measured outcome. Record what evidence would change your decision. A pilot may be the next step; a purchase is not the only possible response.
Sources and further reading
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