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
Adonis RCM Intelligence	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
AKASA Prebill Optimization Suite	Thin · n=1 1 qualifying deployment traction row (ids: 2); no independent source — volume alone caps at Moderate; 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
CodaMetrix Autonomous Coding	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
Cohere Unify	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
Latent Prior Auth Agent	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
Phare Operating System (Phare OS)	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.	Thin · n=1 1 qualifying economic value row (ids: 5); no independent source — volume alone caps at Moderate	Documentary gate not passed
Waystar AltitudeAI	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

Adonis RCM Intelligence

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.

AKASA Prebill Optimization Suite

Documentary gate not passed

Deployment traction: Thin · n=1
1 qualifying deployment traction row (ids: 2); no independent source — volume alone caps at Moderate; 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.

CodaMetrix Autonomous Coding

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.

Cohere Unify

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.

Latent Prior Auth Agent

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.

Phare Operating System (Phare OS)

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: Thin · n=1
1 qualifying economic value row (ids: 5); no independent source — volume alone caps at Moderate

Waystar AltitudeAI

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.