Evidence-gated benchmark · benchmark-bands-v1.0

One workflow at a time

Bands come only from gated evidence in snapshot snap_8a8a4c9bb810aee3 · cutoff 2026-08-27T04:05Z. This is not a universal market rank.

Documentary gate passed — 0 products.

Scenario comparable — 0 products.

Passing the documentary gate does not automatically establish scenario comparability. Ranking requires at least two scenario-comparable products.

Eligibility and refusals

Product	Deployment traction	Evidence strength	Interoperability	Economic value evidence	Status
Aidoc aiOS	UNKNOWN No deployment/traction evidence row (named customers, go-lives, expansions) has passed the evidence gate. Closes when: Excerpt-verified deployment claims — named customer announcements, go-live reports, or expansion counts from any source class.	UNKNOWN No evidence-quality row (study, evaluation, benchmark, regulatory filing) has passed the evidence gate. Closes when: A peer-reviewed study, independent evaluation, or regulatory filing with a gate-matched excerpt.	UNKNOWN No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.	UNKNOWN No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.	Documentary gate not passed
Cleerly Coronary Analysis	UNKNOWN No deployment/traction evidence row (named customers, go-lives, expansions) has passed the evidence gate. Closes when: Excerpt-verified deployment claims — named customer announcements, go-live reports, or expansion counts from any source class.	UNKNOWN No evidence-quality row (study, evaluation, benchmark, regulatory filing) has passed the evidence gate. Closes when: A peer-reviewed study, independent evaluation, or regulatory filing with a gate-matched excerpt.	UNKNOWN No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.	UNKNOWN No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.	Documentary gate not passed
HeartFlow Analysis (FFRct)	UNKNOWN No deployment/traction evidence row (named customers, go-lives, expansions) has passed the evidence gate. Closes when: Excerpt-verified deployment claims — named customer announcements, go-live reports, or expansion counts from any source class.	Thin · n=1 1 qualifying evidence strength row (ids: 3); no independent source — volume alone caps at Moderate; 2 matching rows are published but not qualifying (unverified tier)	UNKNOWN No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.	UNKNOWN No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.	Documentary gate not passed
Lunit INSIGHT	UNKNOWN No deployment/traction evidence row (named customers, go-lives, expansions) has passed the evidence gate. Closes when: Excerpt-verified deployment claims — named customer announcements, go-live reports, or expansion counts from any source class.	UNKNOWN No evidence-quality row (study, evaluation, benchmark, regulatory filing) has passed the evidence gate. Closes when: A peer-reviewed study, independent evaluation, or regulatory filing with a gate-matched excerpt.	UNKNOWN No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.	UNKNOWN No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.	Documentary gate not passed
qXR (Chest X-ray AI Suite)	UNKNOWN No deployment/traction evidence row (named customers, go-lives, expansions) has passed the evidence gate. Closes when: Excerpt-verified deployment claims — named customer announcements, go-live reports, or expansion counts from any source class.	UNKNOWN No evidence-quality row (study, evaluation, benchmark, regulatory filing) has passed the evidence gate. Closes when: A peer-reviewed study, independent evaluation, or regulatory filing with a gate-matched excerpt.	UNKNOWN No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.	UNKNOWN No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.	Documentary gate not passed
Rapid CTA	UNKNOWN No deployment/traction evidence row (named customers, go-lives, expansions) has passed the evidence gate. Closes when: Excerpt-verified deployment claims — named customer announcements, go-live reports, or expansion counts from any source class.	UNKNOWN No evidence-quality row (study, evaluation, benchmark, regulatory filing) has passed the evidence gate. Closes when: A peer-reviewed study, independent evaluation, or regulatory filing with a gate-matched excerpt.	UNKNOWN No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.	UNKNOWN No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.	Documentary gate not passed
Viz.ai One Platform	Thin · n=1 1 qualifying deployment traction row (ids: 2); 1 independent source, strongest: independent_report	UNKNOWN No evidence-quality row (study, evaluation, benchmark, regulatory filing) has passed the evidence gate. Closes when: A peer-reviewed study, independent evaluation, or regulatory filing with a gate-matched excerpt.	UNKNOWN No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.	UNKNOWN No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.	Documentary gate not passed

Aidoc aiOS

Documentary gate not passed

Deployment traction: UNKNOWN
No deployment/traction evidence row (named customers, go-lives, expansions) has passed the evidence gate. Closes when: Excerpt-verified deployment claims — named customer announcements, go-live reports, or expansion counts from any source class.
Evidence strength: UNKNOWN
No evidence-quality row (study, evaluation, benchmark, regulatory filing) has passed the evidence gate. Closes when: A peer-reviewed study, independent evaluation, or regulatory filing with a gate-matched excerpt.
Interoperability: UNKNOWN
No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.
Economic value evidence: UNKNOWN
No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.

Cleerly Coronary Analysis

Documentary gate not passed

Deployment traction: UNKNOWN
No deployment/traction evidence row (named customers, go-lives, expansions) has passed the evidence gate. Closes when: Excerpt-verified deployment claims — named customer announcements, go-live reports, or expansion counts from any source class.
Evidence strength: UNKNOWN
No evidence-quality row (study, evaluation, benchmark, regulatory filing) has passed the evidence gate. Closes when: A peer-reviewed study, independent evaluation, or regulatory filing with a gate-matched excerpt.
Interoperability: UNKNOWN
No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.
Economic value evidence: UNKNOWN
No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.

HeartFlow Analysis (FFRct)

Documentary gate not passed

Deployment traction: UNKNOWN
No deployment/traction evidence row (named customers, go-lives, expansions) has passed the evidence gate. Closes when: Excerpt-verified deployment claims — named customer announcements, go-live reports, or expansion counts from any source class.
Evidence strength: Thin · n=1
1 qualifying evidence strength row (ids: 3); no independent source — volume alone caps at Moderate; 2 matching rows are published but not qualifying (unverified tier)
Interoperability: UNKNOWN
No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.
Economic value evidence: UNKNOWN
No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.

Lunit INSIGHT

Documentary gate not passed

Deployment traction: UNKNOWN
No deployment/traction evidence row (named customers, go-lives, expansions) has passed the evidence gate. Closes when: Excerpt-verified deployment claims — named customer announcements, go-live reports, or expansion counts from any source class.
Evidence strength: UNKNOWN
No evidence-quality row (study, evaluation, benchmark, regulatory filing) has passed the evidence gate. Closes when: A peer-reviewed study, independent evaluation, or regulatory filing with a gate-matched excerpt.
Interoperability: UNKNOWN
No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.
Economic value evidence: UNKNOWN
No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.

qXR (Chest X-ray AI Suite)

Documentary gate not passed

Deployment traction: UNKNOWN
No deployment/traction evidence row (named customers, go-lives, expansions) has passed the evidence gate. Closes when: Excerpt-verified deployment claims — named customer announcements, go-live reports, or expansion counts from any source class.
Evidence strength: UNKNOWN
No evidence-quality row (study, evaluation, benchmark, regulatory filing) has passed the evidence gate. Closes when: A peer-reviewed study, independent evaluation, or regulatory filing with a gate-matched excerpt.
Interoperability: UNKNOWN
No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.
Economic value evidence: UNKNOWN
No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.

Rapid CTA

Documentary gate not passed

Deployment traction: UNKNOWN
No deployment/traction evidence row (named customers, go-lives, expansions) has passed the evidence gate. Closes when: Excerpt-verified deployment claims — named customer announcements, go-live reports, or expansion counts from any source class.
Evidence strength: UNKNOWN
No evidence-quality row (study, evaluation, benchmark, regulatory filing) has passed the evidence gate. Closes when: A peer-reviewed study, independent evaluation, or regulatory filing with a gate-matched excerpt.
Interoperability: UNKNOWN
No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.
Economic value evidence: UNKNOWN
No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.

Viz.ai One Platform

Documentary gate not passed

Deployment traction: Thin · n=1
1 qualifying deployment traction row (ids: 2); 1 independent source, strongest: independent_report
Evidence strength: UNKNOWN
No evidence-quality row (study, evaluation, benchmark, regulatory filing) has passed the evidence gate. Closes when: A peer-reviewed study, independent evaluation, or regulatory filing with a gate-matched excerpt.
Interoperability: UNKNOWN
No interoperability evidence row (FHIR/EHR/marketplace) has passed the evidence gate. Product-profile flags (EHR integrations, FHIR/API) corroborate only — they cannot create evidence. Closes when: Excerpt-verified integration claims: marketplace listings, FHIR/API documentation, named EHR integrations.
Economic value evidence: UNKNOWN
No quantified economic-value row (ROI, payback, cost/throughput numbers) has passed the evidence gate. Closes when: An audited implementation report or peer-reviewed study with payback/throughput numbers.