Independent veterinary AI evaluation

VetAI Trust

Big claims. Show the evidence.

Published Paper Checks and Claim Checks separate what veterinary AI evidence supports from what remains unverified.

ClaimWhat is being promised?
Captured
EvidenceWhat supports it?
Mapped
TestCan it be reproduced?
When useful
StatusWhat remains unknown?
Disclosed

Latest evidence

What the published evidence can—and cannot—show.

Our first Paper Check audits the boundary between scarce public disclosure and the stronger claim that validation never happened.

Paper CheckBrundage · 2026

Public validation disclosure was scarce across 71 veterinary AI products.

A systematic audit found very little validation, safety or data-provenance information in public vendor materials. It measured disclosure—not product performance—and cannot show that validation never happened.

Latest Claim Check

A close point estimate is not proof of equivalence.

We preserve the commercial claim, the study result and the editorial assessment as distinct layers.

Claim CheckSignalPET / SignalRAY

Partially supported — equivalence not demonstrated

Did SignalPET's AI “match the best radiologist”?

The reported accuracy point estimates were close: 90.2% for SignalRAY and 91.0% for the best participating radiologist. But the study tested for a difference; it did not use a prespecified equivalence or non-inferiority framework capable of demonstrating equivalent performance.

Research Radar

Continuous discovery. Deliberate publication.

Research Radar watches veterinary-AI papers, validation studies, vendors, products, commercial claims, meaningful claim changes and evidence gaps.

DiscoverTriageVerifyHuman reviewPublish

Research Radar findings are not automatically published. Every public VetAI Trust assessment passes human editorial review.

How Research Radar works

Method

Claim → Evidence → Test → Status

A test is commissioned only where an evidence gap matters and an independent protocol could answer it honestly.

01

Claim

Preserve the original wording and define what it promises.

02

Evidence

Map studies, sources, limitations and what has actually been reviewed.

03

Test

Design an independent benchmark where existing evidence leaves a useful question open.

04

Status

Publish what is supported, qualified and still unresolved.

The content flywheel: Research Radar can lead to a Briefing, Paper Check, Claim Check or Investigation. A material evidence gap may then become an independent test or benchmark candidate.

Tests, trust and governance

Published conclusions need visible boundaries.

VetAI Trust does not sell rankings. Funding or vendor participation must not control editorial conclusions.

Current test status

No independent VetAI Trust test has been published yet.

Free benchmark submissions are open, but no result or ranking is implied before a disclosed protocol and publishable finding exist.

Tests and benchmarks

Independence

Editorial control stays with VetAI Trust.

Governance rules separate financial support, vendor participation and editorial conclusions.

Read Governance

Corrections

The public record can be challenged and corrected.

Material changes should remain visible instead of silently rewriting the record.

Read the Corrections policy