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
Ada Health Assessment (AI symptom assessment & care navigation)	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
Glass AI (clinical decision support, differential diagnosis & ambient scribing)	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
Infermedica Medical Guidance Platform (triage, intake, follow-up) incl. Conversational Triage	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
OpenEvidence	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
UpToDate Expert AI	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
VisualDx	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

Ada Health Assessment (AI symptom assessment & care navigation)

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.

Glass AI (clinical decision support, differential diagnosis & ambient scribing)

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.

Infermedica Medical Guidance Platform (triage, intake, follow-up) incl. Conversational Triage

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.

OpenEvidence

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.

UpToDate Expert AI

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.

VisualDx

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.