Evidence summary by workflow · benchmark-bands-v1.0

What the current evidence supports in one workflow

This view shows how much independently sourced evidence each product has in the selected workflow. It is not a universal market rank.

Documentary gate passed — 0 products.

Scenario comparable — 0 products.

Meeting the evidence standard does not automatically mean products can be compared fairly. A ranking needs at least two products in the same buyer scenario.

What we can and cannot compare yet

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.