Cohort · AI clinical-workflow tools

AI clinical-workflow tools, scored.

How we score

Four stages, evidence-graded throughout.

  1. Cohort gate

    Public pricing. Integrations doc. Ten or more customers. Self-serve path.

  2. Weighted rubric

    Each dimension scored zero to four. Every cell tagged MEASURED, CITED, or ESTIMATED.

  3. Total score

    Weighted sum out of one hundred. Seven-day right-of-reply window before publishing.

  4. Ranked and published

    Updated when new vendors qualify or when fact-check replies land corrections.

Full methodology

Scoring in progress. The Best-scoring leaderboard opens on 2026-05-26. Until then, we’re grading the 12 starter platforms below at desk-research depth against the published rubric. Pre-scoring is honest: we don’t publish a top-10 we haven’t built the evidence for.

The 12 platforms entering review:

  1. Abridge. Ambient scribe
  2. Microsoft DAX Copilot (Nuance). Ambient scribe
  3. Suki AI. Ambient scribe + voice EHR assistant
  4. Ambience Healthcare. Ambient scribe + auto-coding
  5. Notable. RCM + workflow automation
  6. Cohere Health. Prior-authorization AI
  7. Regard. AI clinical reasoning + diagnosis support
  8. Glass Health. Clinical decision support
  9. Hippocratic AI. Clinician-supervised agents
  10. Tennr. Intake + faxes + referral processing
  11. Iodine (Waystar). Clinical documentation integrity (acquired by Waystar 2024)
  12. Adonis Intelligence. RCM AI

Vendor missing? Submit through the Request a platform tab and we’ll prioritize the next wave.

Scoring opens 2026-05-26. Until then, this tab lists the 12 starter platforms entering review and the rubric they’ll be scored on. No 0–100 scores yet - we don’t publish numbers we haven’t earned the evidence for.

14 of 14
01 Nabla Desk research Ambient AI clinical assistant + scribe Healthcare 79 /100
  • Ease of data integration + accuracy3 / 4
  • Clinical accuracy + safety3 / 4
  • Compliance + PHI posture3 / 4
  • EHR integration depth3 / 4
  • Workflow fit + clinician burden reduction4 / 4
  • Cost economics3 / 4
  • Time-to-value3 / 4

Top strength Vendor-reported scale on nabla.com: 85,000+ clinicians, 130+ health organizations, 20M+ annual patient encounters. 55% of users save 1+ hour/day on documentation per vendor data. Native multi-language coverage (35+ languages) — unusual in the cohort. EHR integrations named: Epic, Cerner, athenahealth, eClinicalWorks. EU GDPR-rooted compliance posture from day one (Paris-founded).

Top gap Underlying LLM provider not disclosed on nabla.com. Independent clinical-note accuracy benchmark not published (vendor-reported outcomes only). US ambient-scribe competition (Abridge, Suki, Ambience) has deeper named-customer references in the largest US IDNs.

Best for Multi-language clinical settings and organizations prioritizing GDPR-rooted data-residency posture. Pilot and Scale stages.

02 OpenEvidence Desk research AI clinical search engine for physicians Healthcare 76 /100
  • Ease of data integration + accuracy2 / 4
  • Clinical accuracy + safety4 / 4
  • Compliance + PHI posture4 / 4
  • EHR integration depth2 / 4
  • Workflow fit + clinician burden reduction3 / 4
  • Cost economics4 / 4
  • Time-to-value4 / 4

Top strength Largest physician adoption in the cohort by self-reported scale — vendor claims ~65% of US physicians NPI-verified, 27M+ clinical encounters in April 2026, first product to record 1M doctor-AI consultations in a single day (March 2026). Content partnerships named on openevidence.com: NEJM, JAMA, AMA, NCCN, AAFP, ACEP. HIPAA-compliant as of 2026 announcement. Free to verified physicians (pharma advertising revenue model). $12B valuation Series D January 2026.

Top gap Search-on-demand product — does not write into the EHR or capture clinical workflow data. EHR integration limited to Sutter Health partnership (Epic) per public materials; broader EHR depth not yet established. Accuracy benchmark for natural-language clinical-question answering not independently published.

Best for Physicians and clinical teams wanting an evidence-grounded reference layer alongside the EHR. Pilot stage.

03 Abridge Pre-scoring Ambient scribe -- /100

Entering review Scoring opens 2026-05-26. The published rubric will be applied at desk-research depth against vendor trust pages, EHR marketplace listings, peer-reviewed validation studies, and publicly disclosed deployments.

04 Adonis Intelligence Pre-scoring RCM AI -- /100

Entering review Scoring opens 2026-05-26. The published rubric will be applied at desk-research depth against vendor trust pages, EHR marketplace listings, peer-reviewed validation studies, and publicly disclosed deployments.

05 Ambience Healthcare Pre-scoring Ambient scribe + auto-coding -- /100

Entering review Scoring opens 2026-05-26. The published rubric will be applied at desk-research depth against vendor trust pages, EHR marketplace listings, peer-reviewed validation studies, and publicly disclosed deployments.

06 Cohere Health Pre-scoring Prior-authorization AI -- /100

Entering review Scoring opens 2026-05-26. The published rubric will be applied at desk-research depth against vendor trust pages, EHR marketplace listings, peer-reviewed validation studies, and publicly disclosed deployments.

07 Glass Health Pre-scoring Clinical decision support -- /100

Entering review Scoring opens 2026-05-26. The published rubric will be applied at desk-research depth against vendor trust pages, EHR marketplace listings, peer-reviewed validation studies, and publicly disclosed deployments.

08 Hippocratic AI Pre-scoring Clinician-supervised agents -- /100

Entering review Scoring opens 2026-05-26. The published rubric will be applied at desk-research depth against vendor trust pages, EHR marketplace listings, peer-reviewed validation studies, and publicly disclosed deployments.

09 Iodine (Waystar) Pre-scoring Clinical documentation integrity -- /100

Entering review Scoring opens 2026-05-26. The published rubric will be applied at desk-research depth against vendor trust pages, EHR marketplace listings, peer-reviewed validation studies, and publicly disclosed deployments.

10 Microsoft DAX Copilot Pre-scoring Ambient scribe -- /100

Entering review Scoring opens 2026-05-26. The published rubric will be applied at desk-research depth against vendor trust pages, EHR marketplace listings, peer-reviewed validation studies, and publicly disclosed deployments.

11 Notable Pre-scoring RCM + workflow automation -- /100

Entering review Scoring opens 2026-05-26. The published rubric will be applied at desk-research depth against vendor trust pages, EHR marketplace listings, peer-reviewed validation studies, and publicly disclosed deployments.

12 Regard Pre-scoring Clinical reasoning + diagnosis support -- /100

Entering review Scoring opens 2026-05-26. The published rubric will be applied at desk-research depth against vendor trust pages, EHR marketplace listings, peer-reviewed validation studies, and publicly disclosed deployments.

13 Suki AI Pre-scoring Ambient scribe + voice EHR -- /100

Entering review Scoring opens 2026-05-26. The published rubric will be applied at desk-research depth against vendor trust pages, EHR marketplace listings, peer-reviewed validation studies, and publicly disclosed deployments.

14 Tennr Pre-scoring Intake + faxes + referral processing -- /100

Entering review Scoring opens 2026-05-26. The published rubric will be applied at desk-research depth against vendor trust pages, EHR marketplace listings, peer-reviewed validation studies, and publicly disclosed deployments.

Request a platform we should evaluate.

The cohort opens for scoring on 2026-05-26 with 12 platforms entering review at desk-research depth. If your platform fits the inclusion criteria and isn’t on the starter list, send it our way and we’ll prioritize the next wave.

We email you back when the platform is scored. Email is used only for that, no marketing, no list rentals.

A different cohort?

Tell us what to score next.

Yardstick is a buyer’s-guide firm. AI sales, AI customer experience, AI customer success, AI call-center, AI recruiting, AI BD/partnerships, AI tax, AI ERP, AI social-media-marketing, AI clinical-workflow, AI construction, and AI skilled-trade field service tools are live. If your category is next, send the request and we’ll evaluate fit against the methodology.

How we score · All cohorts

Take the free 4-minute readiness audit.

Get your score, peer benchmarks, and three tailored vendor recommendations. No email required to see your results.