Vendor list · AI clinical-workflow tools
AI clinical-workflow tools, scored.
How we score
Four stages, evidence-graded throughout.
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Inclusion criteria
Public pricing. Integrations doc. Ten or more customers. Self-serve path.
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Weighted rubric
Each dimension scored zero to four. Every cell tagged MEASURED, CITED, or ESTIMATED.
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Total score
Weighted sum out of one hundred. Seven-day right-of-reply window before publishing.
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Ranked and published
Updated when new vendors qualify or when fact-check replies land corrections.
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:
- Abridge. Ambient scribe
- Microsoft DAX Copilot (Nuance). Ambient scribe
- Suki AI. Ambient scribe + voice EHR assistant
- Ambience Healthcare. Ambient scribe + auto-coding
- Notable. RCM + workflow automation
- Cohere Health. Prior-authorization AI
- Regard. AI clinical reasoning + diagnosis support
- Glass Health. Clinical decision support
- Hippocratic AI. Clinician-supervised agents
- Tennr. Intake + faxes + referral processing
- Iodine (Waystar). Clinical documentation integrity (acquired by Waystar 2024)
- 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.
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01 Ambience Healthcare Ambient scribe + auto-coding (Epic / Cerner / Athena) Cross-industry 76 /100
Top strength Top-of-cohort multi-modal stack. Deployed at Cleveland Clinic, Houston Methodist, John Muir, Memorial Hermann, St. Luke's, Ardent Health at multi-thousand-clinician scale. Top-cohort Epic embed via Toolbox + Hyperdrive + Haiku.
Top gap No published Ambience-specific hallucination rate or peer-reviewed validation study. No Meditech / eClinicalWorks integration (hard penalty for those buyers). Compliance posture caps at SOC 2 + HIPAA BAA; HITRUST CSF + training-on-PHI default both undocumented.
Best for Epic / Cerner / Athena enterprise health systems. Scale and Optimization stages.
02 Abridge Ambient scribe (KLAS #1, Kaiser 24K deployment) Cross-industry 73 /100
Top strength KLAS-rated #1 ambient AI scribe. Kaiser 24K + Duke 5K + 150+ health-system footprint. $117M Q1 2025 contracted ARR. 50M annualized medical conversations. Linked Evidence UI is cohort's strongest provenance feature.
Top gap Underlying LLM stack undisclosed. HITRUST absent; model-training opt-out default undocumented. Active California class-action Saucedo v Sharp HealthCare Nov 2025 alleges vendor-side deletion-on-demand gap (class >100K patient encounters).
Best for Epic-deep enterprise health systems. Premium pricing band; Pilot and Scale stages.
03 Lyrebird Health Lyrebird Health Cross-industry 69 /100
Top strength Ambient scribe with the cohort's highest raw total (68.75), scoring 4/4 on time_to_value and 3/4 on clinical_accuracy_safety via PDQI-9 validation and a 7,499-consult Gold Coast study; published pricing (Free, $160/mo Pro) and a 1,500+ clinician NHS deployment.
Top gap Compliance and PHI posture scores 2/4 with no SOC 2 Type II disclosed, and EHR depth outside Best Practice is enterprise-contact only.
Best for Australian general practices and NHS trusts wanting rapid-deploy ambient scribing on Best Practice or FHIR-based EMRs with published pricing.
04 OpenEvidence AI clinical search engine for physicians Cross-industry 66 /100
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...
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...
Best for Physicians and clinical teams wanting an evidence-grounded reference layer alongside the EHR. Pilot stage.
05 Viz.ai Viz.ai Cross-industry 66 /100
Top strength Clinical AI detection scoring 3/4 across five dims including clinical_accuracy_safety (50+ FDA-cleared algorithms, 99.11% sensitivity, 100+ publications) and compliance_phi_posture (SOC 2 Type II, ISO 27001/27701/42001); 1,400+ hospitals on Epic, Cerner, and Meditech.
Top gap Cost economics scores 1/4 with no published pricing (quote-only, soft -5) and no independent peer-reviewed outcome studies.
Best for Health systems seeking AI imaging detection and care coordination across stroke, pulmonary, and cardiac pathways with Epic/Cerner/Meditech footprints.
06 Microsoft DAX Copilot Ambient scribe + Epic embed (rebranded Dragon Copilot Mar 2025) Cross-industry 65 /100
Top strength Deepest Epic embed in the cohort. 600+ health systems; 100,000+ cumulative clinicians named (Stanford, Intermountain, Mass General Brigham, Mount Sinai, Vanderbilt, Providence). Five published peer-reviewed studies. UKCA Class I device mark.
Top gap Pricing opacity: $369 (reseller) to $1,512/user/month (analyst-published) range. NEJM AI longitudinal contradicts Stanford QI study. UCLA RCT: DAX -1.7% time-in-note (not significant) vs Nabla -9.5% (p=0.02). Base LLM not named.
Best for Epic-anchored academic medical centers and large IDNs. Pilot and Scale stages.
07 Nabla Ambient AI clinical assistant + scribe Cross-industry 63 /100
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,...
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.
08 Commure Commure Cross-industry 59 /100
Top strength KLAS overall score of 93.3 and documented 23-41% charting-time reductions, with ehr_integration_depth and data_integration_accuracy both at 3/4 across Epic, Cerner, and MEDITECH (60+ EHRs claimed); $70M round at $7B valuation, 500+ organizations across 3,000+ sites.
Top gap Clinical accuracy and safety scores 2/4 with no peer-reviewed study, and pricing is fully opaque (soft -5 penalty).
Best for Large health systems wanting ambient documentation and RCM automation across Epic, Cerner, and MEDITECH with enterprise procurement.
09 Heidi Health Heidi Health Cross-industry 58 /100
Top strength Ambient scribe scoring 3/4 on ehr_integration_depth, workflow_fit_burden_reduction, and compliance_phi_posture (SOC 2 Type 2, ISO 27001, ISO 42001), with production writeback across Epic, Cerner, and Athenahealth and a 6,000+ provider Beth Israel Lahey rollout; ~$100M funding at...
Top gap Clinical accuracy and data integration sit at 2/4 with no peer-reviewed study, published benchmark, or independent hallucination rate; paid tiers contact-only (soft -5).
Best for US and international health systems wanting ambient scribing with multi-EHR structured writeback and a permanent free evaluation tier.
10 Freed AI Freed AI Cross-industry 56 /100
Top strength Browser-extension ambient scribe scoring highest on compliance_phi_posture (3/4) with SOC 2 Type 2, HIPAA BAA, and no PHI training; published per-clinician pricing from $39/mo, 26,000+ clinicians and 1,300+ clinics, $30M Sequoia-led Series A.
Top gap EHR integration depth and data_integration_accuracy sit at 2/4, integration is browser-push only via Chrome extension, and no peer-reviewed accuracy study exists.
Best for Small independent practices of 2-50 providers wanting quick-setup ambient scribing with transparent per-clinician pricing.
13 DeepScribe Specialty-tuned ambient AI medical scribe + AI Coding + pre-visit intelligence Cross-industry 50 /100
Top strength Strongest oncology footprint in cohort, USON, AON, OneOncology, OnCare, SCRI, CARTI named customers; on track for 3.1M cancer-care visits/yr. Ochsner Health 4,700-clinician deployment. KLAS Emerging Spotlight 98.8/100 (A+ all six categories). Proprietary HealAI LLM trained on...
Top gap No DeepScribe-specific peer-reviewed validation study (NEJM AI / JAMA Network Open / npj Digital Medicine); cohort top tier has them. No published hallucination rate with methodology. Cerner / Oracle Health, Meditech, NextGen, Allscripts integration not named. Epic embed level...
Best for Specialty group practices (oncology, cardiology, GI, neurology, urology) and ambulatory health systems on Epic, Athena, or eClinicalWorks. Strongest fit for community oncology networks. Scale and Optimization stage.
14 Hippocratic AI Patient-care voice agents (non-diagnostic) Healthcare 50 /100
Top strength Patented multi-model constellation safety architecture validated by 1,100+ nurses and 130+ physicians; explicit no-diagnose/prescribe scope.
Top gap Named EHR-connector depth (Epic/Cerner, FHIR) and a documented PHI-training-opt-out default are undisclosed; both go to right-of-reply.
Best for Large health systems, payors, and pharma ($250M+) needing high-volume, safety-gated patient outreach and post-discharge calls that offload non-diagnostic nurse workload.
12 Harrison.ai Harrison.ai Cross-industry 51 /100
Top strength Radiology AI scoring highest on clinical_accuracy_safety (3/4) with a peer-reviewed Lancet Digital Health citation, 12 FDA clearances, and three FDA Breakthrough Designations; over US$240M funding, 1,000+ sites across four continents.
Top gap Compliance and PHI posture is [UNKNOWN] with no SOC 2, HIPAA BAA, HITRUST, or ISO attestations found.
Best for Health systems seeking radiology AI triage and worklist prioritization with existing PACS/RIS deployments and an open multi-AI catalog.
15 Regard Pre-encounter chart-reading clinical copilot Cross-industry 48 /100
Top strength Differentiated workflow: drafts notes BEFORE the encounter by reading the full chart (complementary to ambient scribes, not competitive). Banner Health 33-hospital enterprise rollout + Cedars-Sinai Sept 2025 dual-hospital start. Microsoft Dragon Copilot integration Oct 2025.
Top gap No peer-reviewed validation. No published hallucination rate. /security, /trust, /trust-center all 404 as of 2026-05-17. Founder roster discrepancy (Thomas Moulia on Crunchbase, absent from /about). Sentara / Penn Highlands attribution conflict on $7M revenue figure.
Best for Inpatient hospitalist workflows complementary to ambient scribes. Pilot and Scale stages.
11 Tempus AI Tempus AI Cross-industry 56 /100
Top strength Precision-oncology platform scoring 3/4 on clinical_accuracy_safety (Nature Biotechnology study, FDA 510(k) for ECG-Low EF), ehr_integration_depth, and data_integration_accuracy, with 500+ EHR connections across 2,500+ institutions; Nasdaq-listed, 2,300 employees, 40M+...
Top gap Compliance and PHI posture, cost_economics, and time_to_value are all [UNKNOWN] with no recoverable SOC 2, BAA, HITRUST, or pricing details.
Best for Academic medical centers and oncology practices needing structured genomic results inside Epic with AI-assisted care-pathway alerts.
17 Suki AI Voice-first ambient scribe + EHR assistant Cross-industry 44 /100
Top strength Strongest voice-first option in cohort. Broadest EHR coverage (4 EHRs bidirectional). Phyx 2025 study (116 PCPs, p<0.001 burnout reduction). MedStar thousands-of-clinicians deployment. KLAS 93.2 + 95% buy-again.
Top gap Highest priced in cohort ($299-$399/provider/month). HITRUST CSF tier not surfaced. No published clinical benchmarks (MedQA/MedHELM/MedBench). LLM Manager routes across OpenAI/Anthropic/Gemini - no committed foundation model.
Best for Voice-first ambient scribe workflows. Mid-market and enterprise. Pilot stage.
16 Enlitic Enlitic Cross-industry 44 /100
Top strength Radiology imaging data management scoring highest on data_integration_accuracy (3/4) via ENDEX DICOM standardization and ground-truth validation, with a completed Sectra PACS integration and a CARPL.ai partnership.
Top gap Clinical accuracy and safety scores 1/4 with no peer-reviewed studies, and cost_economics and time_to_value are both [UNKNOWN]; founded year, headcount, and total funding are not stated.
Best for Radiology IT teams seeking DICOM standardization, PHI anonymization, and PACS-adjacent data migration tools.
18 Iodine (Waystar) CDI (acquired by Waystar Oct 1, 2025; $1.25B EV) Cross-industry 43 /100
Top strength Largest clinical dataset in CDI (27%+ of US inpatient discharges; 900+ to 1,000+ hospitals). HITRUST certified. SOC 2 confirmed. Strong HL7 v2 / data-feed integration proven by customer base.
Top gap Post-acquisition customer-experience wobble (Best in KLAS lost to Microsoft Nuance CDI 2024+2025; KLAS VP-reviewer flagged 'almost a complete turnover'). No Epic App Orchard / Cerner CODE listing. Training-data opt-out posture undocumented. OpenAI sub-processor contractual...
Best for Hospitals with existing HL7 v2 integration appetite + Waystar relationships. Change-of-control termination right is contract-critical.
19 Notable Healthcare workflow automation (intake + RCM + care operations) Cross-industry 43 /100
Top strength Most legitimate healthcare workflow automation vendor post-Olive AI. MUSC 1.5M tasks/day, CommonSpirit ~1.05M touchpoints in 2024 are production-scale signals. Named: CommonSpirit, MUSC, Catholic Health, Montage, Florida + NY health systems. Meditech support is a category...
Top gap Workflow automation, not clinical-decision-support / ambient-scribe (cohort-fit caveat declared). HARD integration penalty for eClinicalWorks / NextGen / Allscripts / Veradigm. No LLM disclosure. No published FHIR R4 / SMART on FHIR conformance. No peer-reviewed validation. No...
Best for Health systems on Epic / Cerner / Athena / Meditech that need patient access / RCM / care-gap outreach automation. Not clinical decisions.
20 Qventus Qventus Cross-industry 34 /100
Top strength Care-operations automation with a 92.5 KLAS rating and Best in KLAS for Capacity Management 2025, vendor-reported 10x-11x ROI, and a $105M KKR-led Series D across named large IDNs like Northwestern Medicine and Allina Health.
Top gap Five of seven dims score 1/4 including clinical_accuracy_safety, compliance_phi_posture, and data_integration_accuracy, with no public SOC 2/HITRUST/BAA and a -5 cohort-fit penalty.
Best for Large health systems and multi-hospital IDNs seeking operational automation for length-of-stay, perioperative capacity, and throughput rather than scribing.
21 Glass Health Self-serve clinical decision support + scribe Cross-industry 30 /100
Top strength Best self-serve CDS + scribe experience in cohort for solo physicians and small ambulatory groups. Glass 5.5 Deep Reasoning / Standard tiers. Lowest entry price.
Top gap Underlying foundation model not disclosed (procurement-blocking for hospital InfoSec). SOC 2 Type II + HITRUST CSF status not publicly documented; /security returns 404. EHR write-back scope per EHR (notes only vs orders + problem-list) not enumerated. Named institutions...
Best for Solo physicians and small ambulatory groups. Foundation- and Pilot-stage only. Not yet enterprise-ready.
22 Assort Health Assort Health Cross-industry 28 /100
Top strength Patient-access voice-agent platform with $102M total funding (Series B $76M) from Lightspeed, Felicis, and First Round; scores highest on data_integration_accuracy (2/4) with Athena plus 15+ platforms claimed and a vendor-reported 99% scheduling accuracy.
Top gap Five dims sit at 1/4 including clinical_accuracy_safety and compliance_phi_posture, with no SOC 2, BAA, or trust-center page discoverable and a -5 cohort-fit penalty.
Best for Provider groups seeking AI patient scheduling and outreach automation in high call-volume specialties.
23 Abridge 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.
24 Adonis Intelligence 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.
25 Ambience Healthcare 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.
26 Cohere Health 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.
27 Glass Health 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.
28 Hippocratic AI 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.
29 Iodine (Waystar) 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.
30 Microsoft DAX Copilot 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.
31 Notable 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.
32 Regard 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.
33 Suki AI 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.
34 Tennr 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.
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The vendor list 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.
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