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 — 2 products.

Scenario comparable — 1 product.

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
Abridge	Strong · n=5 5 qualifying deployment traction rows (ids: 4, 5, 6, 8, 9); 1 independent source, strongest: independent_report	Thin · n=1 1 qualifying evidence strength row (ids: 3); 1 independent source, strongest: peer_reviewed_study	Thin · n=1 1 qualifying interoperability row (ids: 10); 1 independent source, strongest: peer_reviewed_study; 1 matching row is published but not qualifying (unverified tier)	Thin · n=1 1 qualifying economic value row (ids: 11); 1 independent source, strongest: peer_reviewed_study	Scenario comparable
Ambience AutoScribe	Moderate · n=2 2 qualifying deployment traction rows (ids: 3, 5); 1 independent source, strongest: independent_report; 1 matching row is published but not qualifying (unverified tier)	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
DAX Copilot	Thin · n=1 1 qualifying deployment traction row (ids: 5); no independent source — volume alone caps at Moderate; 1 matching row is published but not qualifying (unverified tier)	Thin · n=1 1 qualifying evidence strength row (ids: 2); 1 independent source, strongest: peer_reviewed_study; 1 matching row is 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
Freed AI Scribe	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
Heidi Scribe	Moderate · n=2 2 qualifying deployment traction rows (ids: 2, 3); no independent source — volume alone caps at Moderate	Thin · n=1 1 qualifying evidence strength row (ids: 5); 1 independent source, strongest: peer_reviewed_study	Thin · n=1 1 qualifying interoperability row (ids: 6); no independent source — volume alone caps at Moderate	Thin · n=1 1 qualifying economic value row (ids: 7); 1 independent source, strongest: independent_report; 1 matching row is published but not qualifying (unverified tier or lacks a quantified parse)	Not yet comparable in this scenario
Nabla Copilot	Moderate · n=2 2 qualifying deployment traction rows (ids: 2, 3); no independent source — volume alone caps at Moderate	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.	Thin · n=1 1 qualifying interoperability row (ids: 4); 1 independent source, strongest: independent_report	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
Suki Assistant	Thin · n=1 1 qualifying deployment traction row (ids: 3); no independent source — volume alone caps at Moderate	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

Abridge

Scenario comparable

Deployment traction: Strong · n=5
5 qualifying deployment traction rows (ids: 4, 5, 6, 8, 9); 1 independent source, strongest: independent_report
Evidence strength: Thin · n=1
1 qualifying evidence strength row (ids: 3); 1 independent source, strongest: peer_reviewed_study
Interoperability: Thin · n=1
1 qualifying interoperability row (ids: 10); 1 independent source, strongest: peer_reviewed_study; 1 matching row is published but not qualifying (unverified tier)
Economic value evidence: Thin · n=1
1 qualifying economic value row (ids: 11); 1 independent source, strongest: peer_reviewed_study

Ambience AutoScribe

Documentary gate not passed

Deployment traction: Moderate · n=2
2 qualifying deployment traction rows (ids: 3, 5); 1 independent source, strongest: independent_report; 1 matching row is published but not qualifying (unverified tier)
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.

DAX Copilot

Documentary gate not passed

Deployment traction: Thin · n=1
1 qualifying deployment traction row (ids: 5); no independent source — volume alone caps at Moderate; 1 matching row is published but not qualifying (unverified tier)
Evidence strength: Thin · n=1
1 qualifying evidence strength row (ids: 2); 1 independent source, strongest: peer_reviewed_study; 1 matching row is 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.

Freed AI Scribe

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.

Heidi Scribe

Not yet comparable in this scenario

Deployment traction: Moderate · n=2
2 qualifying deployment traction rows (ids: 2, 3); no independent source — volume alone caps at Moderate
Evidence strength: Thin · n=1
1 qualifying evidence strength row (ids: 5); 1 independent source, strongest: peer_reviewed_study
Interoperability: Thin · n=1
1 qualifying interoperability row (ids: 6); no independent source — volume alone caps at Moderate
Economic value evidence: Thin · n=1
1 qualifying economic value row (ids: 7); 1 independent source, strongest: independent_report; 1 matching row is published but not qualifying (unverified tier or lacks a quantified parse)

Nabla Copilot

Documentary gate not passed

Deployment traction: Moderate · n=2
2 qualifying deployment traction rows (ids: 2, 3); no independent source — volume alone caps at Moderate
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: Thin · n=1
1 qualifying interoperability row (ids: 4); 1 independent source, strongest: independent_report
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.

Suki Assistant

Documentary gate not passed

Deployment traction: Thin · n=1
1 qualifying deployment traction row (ids: 3); no independent source — volume alone caps at Moderate
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.