clinicians.build · interactive · august 12, 2026

The Verification Cohort

Twelve health systems just pooled their AI governance practices and said they care for nearly 20 million patients a year. Here is every one of the 636 health systems in the country, and how much of American hospital care those twelve can actually see.

Primary source: Healthcare Systems, Aidoc Create Diagnostic AI Consortium
Imaging Technology News · published August 10, 2026 (AuntMinnie, Aug 11)
Grounding data: MIMI Labs · AHRQ Compendium of U.S. Health Systems, 2023 vintage

Advocate Health, Cedars-Sinai, Hartford HealthCare, Houston Methodist, Mercy, Mount Sinai, Northwell, Northwestern Medicine, Sutter Health, UF Health, University Hospitals and WellSpan announced a Diagnostic AI Consortium this week. The deliverable that matters is the third one: shared implementation and governance practices any health system can adopt.

Governance practices are only as good as the care they were derived from. So: what does this cohort see?

636 health systems, one field

Every health system in AHRQ’s 2023 Compendium, positioned by total staffed beds and by how much of that capacity sits in hospitals with fewer than 100 beds. Circle area is annual inpatient discharges. The twelve consortium members are in red.

Consortium member (12) Other health system Circle area ∝ inpatient discharges
Filter the field
0
Systems shown
636
Beds in view
660,599
Consortium, of view
6.5%
Correlation r
−0.00

The stress test: which hospitals does this cohort contain?

The consortium’s value is that twelve buyers can now compare the same vendor claim against their own data. That only generalizes to hospitals that look like theirs. Pick an archetype and watch the coverage number move.

Hospital archetype
Hospitals in slice
5,712
Beds in slice
776,811
Consortium beds
42,646
Discharge share
6.6%

Twelve competitors holding the same comparative data is a real change. Twelve competitors who between them touch 1.5% of the beds in America’s safety-net teaching hospitals is also true, and it is the sentence a vendor will eventually quote back at them.

What the numbers are and are not

“Nearly 20 million patients annually” is the consortium’s own figure and it is not the same unit as anything here. It is a patients-served count spanning ambulatory, ED and inpatient care across the members’ full footprints. AHRQ’s Compendium counts staffed beds and inpatient discharges at hospitals it can link to a system — 2.12 million discharges for these twelve, 6.6% of the 32.2 million in the file. Both can be right. Only one of them tells you what a validation cohort would contain.

Three other things worth holding onto. The Compendium vintage is 2023, so recent affiliation changes are not in it. Sixteen of the consortium’s 216 linked hospitals report no bed count and drop out of the archetype panel. And the AHRQ system boundary is not the consortium’s boundary — “Advocate Health” here is the post-merger Advocate/Atrium entity, which is why it lands where it does.