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Clinical AI Documentation Engine Breadth

Ranks reviewed Clinical AI Documentation brands by the number of benchmark engines on which they appear.

Cohort coverage: 12 / 12 · 100%
Evidence: 168 observations
Freshness: current
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Watching publication Jul 27, 2026

Leaderboard

Current rankings

Metric: Engine breadth

Find in tableEntity typeMovementConfidenceEvidence NRank rangeColumnsSort rowsAnswer providerBrand signal

12of 12 rows

Clinical AI Documentation Engine Breadth current rankings
Rank	Entity	Engine breadth	Mention coverage	Mention share	Citation share	Engine breadth	OpenAI rec. presence	OpenAI coverage	Confidence	N	Change	Trend	Explain
01	Heidicompany	3 engines	31.25% · 15 / 48	17.86% · 15 / 84	31.03% · 9 / 29	3	62.5% · 5 / 8	43.75% · 7 / 16	100%	3	—	—	Analyze brand Why this rank
02	Freedcompany	3 engines	25% · 12 / 48	14.29% · 12 / 84	10.34% · 3 / 29	3	37.5% · 3 / 8	25% · 4 / 16	100%	3	—	—	Analyze brand Why this rank
03	Sukicompany	3 engines	22.92% · 11 / 48	13.1% · 11 / 84	10.34% · 3 / 29	3	37.5% · 3 / 8	31.25% · 5 / 16	100%	3	—	—	Analyze brand Why this rank
04	Ambience Healthcarecompany	3 engines	18.75% · 9 / 48	10.71% · 9 / 84	13.79% · 4 / 29	3	25% · 2 / 8	18.75% · 3 / 16	100%	3	—	—	Analyze brand Why this rank
05	Abridgecompany	2 engines	27.08% · 13 / 48	15.48% · 13 / 84	17.24% · 5 / 29	2	37.5% · 3 / 8	25% · 4 / 16	100%	3	—	—	Analyze brand Why this rank
06	DeepScribecompany	2 engines	18.75% · 9 / 48	10.71% · 9 / 84	6.9% · 2 / 29	2	25% · 2 / 8	31.25% · 5 / 16	100%	3	—	—	Analyze brand Why this rank
07	Nuance DAX Copilotcompany	2 engines	14.58% · 7 / 48	8.33% · 7 / 84	6.9% · 2 / 29	2	12.5% · 1 / 8	6.25% · 1 / 16	100%	3	—	—	Analyze brand Why this rank
08	Nabla Copilotcompany	2 engines	8.33% · 4 / 48	4.76% · 4 / 84	0% · 0 / 29	2	12.5% · 1 / 8	12.5% · 2 / 16	100%	3	—	—	Analyze brand Why this rank
09	Corticompany	2 engines	4.17% · 2 / 48	2.38% · 2 / 84	3.45% · 1 / 29	2	0% · 0 / 8	6.25% · 1 / 16	100%	3	—	—	Analyze brand Why this rank
10	Augmedixcompany	1 engines	2.08% · 1 / 48	1.19% · 1 / 84	0% · 0 / 29	1	0% · 0 / 8	0% · 0 / 16	100%	3	—	—	Analyze brand Why this rank
11	AWS HealthScribecompany	1 engines	2.08% · 1 / 48	1.19% · 1 / 84	0% · 0 / 29	1	0% · 0 / 8	0% · 0 / 16	100%	3	—	—	Analyze brand Why this rank
12	Oracle Clinical AI Agentcompany	0 engines	0% · 0 / 48	0% · 0 / 84	0% · 0 / 29	0	0% · 0 / 8	0% · 0 / 16	100%	3	—	—	Analyze brand Why this rank

Clinical AI Documentation Engine Breadth current rankings
Rank	Entity	Engine breadth	Mention coverage	Mention share	Citation share	Engine breadth	OpenAI rec. presence	OpenAI coverage	Confidence	N	Change	Trend	Explain
01	Heidicompany	3 engines	31.25% · 15 / 48	17.86% · 15 / 84	31.03% · 9 / 29	3	62.5% · 5 / 8	43.75% · 7 / 16	100%	3	—	—	Analyze brand Why this rank
02	Freedcompany	3 engines	25% · 12 / 48	14.29% · 12 / 84	10.34% · 3 / 29	3	37.5% · 3 / 8	25% · 4 / 16	100%	3	—	—	Analyze brand Why this rank
03	Sukicompany	3 engines	22.92% · 11 / 48	13.1% · 11 / 84	10.34% · 3 / 29	3	37.5% · 3 / 8	31.25% · 5 / 16	100%	3	—	—	Analyze brand Why this rank
04	Ambience Healthcarecompany	3 engines	18.75% · 9 / 48	10.71% · 9 / 84	13.79% · 4 / 29	3	25% · 2 / 8	18.75% · 3 / 16	100%	3	—	—	Analyze brand Why this rank
05	Abridgecompany	2 engines	27.08% · 13 / 48	15.48% · 13 / 84	17.24% · 5 / 29	2	37.5% · 3 / 8	25% · 4 / 16	100%	3	—	—	Analyze brand Why this rank
06	DeepScribecompany	2 engines	18.75% · 9 / 48	10.71% · 9 / 84	6.9% · 2 / 29	2	25% · 2 / 8	31.25% · 5 / 16	100%	3	—	—	Analyze brand Why this rank
07	Nuance DAX Copilotcompany	2 engines	14.58% · 7 / 48	8.33% · 7 / 84	6.9% · 2 / 29	2	12.5% · 1 / 8	6.25% · 1 / 16	100%	3	—	—	Analyze brand Why this rank
08	Nabla Copilotcompany	2 engines	8.33% · 4 / 48	4.76% · 4 / 84	0% · 0 / 29	2	12.5% · 1 / 8	12.5% · 2 / 16	100%	3	—	—	Analyze brand Why this rank
09	Corticompany	2 engines	4.17% · 2 / 48	2.38% · 2 / 84	3.45% · 1 / 29	2	0% · 0 / 8	6.25% · 1 / 16	100%	3	—	—	Analyze brand Why this rank
10	Augmedixcompany	1 engines	2.08% · 1 / 48	1.19% · 1 / 84	0% · 0 / 29	1	0% · 0 / 8	0% · 0 / 16	100%	3	—	—	Analyze brand Why this rank
11	AWS HealthScribecompany	1 engines	2.08% · 1 / 48	1.19% · 1 / 84	0% · 0 / 29	1	0% · 0 / 8	0% · 0 / 16	100%	3	—	—	Analyze brand Why this rank
12	Oracle Clinical AI Agentcompany	0 engines	0% · 0 / 48	0% · 0 / 84	0% · 0 / 29	0	0% · 0 / 8	0% · 0 / 16	100%	3	—	—	Analyze brand Why this rank

Primary brandPrompt intentAnswer enginePrompt contains

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Answer presence27.1%13/48 filtered answers mention or cite Abridge

Selected-set share32.5%Share of answer-presences among the compared brands, not market share

Owned citation answers15 answer-level URL signals on reviewed owned domains

Engine breadth2/3Engines with at least one observed presence

Filtered competitive answer-presence comparison
Brand	Presence	Vs. primary	Selected share	Mentions	Cited answers	Owned URL signals	Engine breadth
Abridgeabridge.com	27.1%13/48	BASE	32.5%	51	1	5	2/3
Sukisuki.ai	22.9%11/48	-4.2 pp	27.5%	37	3	3	3/3
Ambience Healthcareambiencehealthcare.com	18.8%9/48	-8.3 pp	22.5%	12	3	4	3/3
Nuance DAX Copilotmicrosoft.com	14.6%7/48	-12.5 pp	17.5%	20	2	2	2/3

ANSWER-LEVEL OBSERVATIONS

Prompt × engine matrix

16 prompts · 48 immutable answer hashes · empty cells mean no compared brand was detected.

Brand presence by public prompt and answer engine
Public prompt	OpenAIopenai/gpt-4o-mini	Anthropicanthropic/claude-haiku-4-5	Geminigoogle/gemini-2.5-flash
01 Which clinical AI documentation platforms are best for ambient capture, accurate notes, coding support, workflow integration, safety, and adoption?recommendation	Suki 7 source URLs`2af71ddf`	AbridgeNuance DAX Copilot 3 source URLs`01bb4c33`	No selected brand 9 source URLs`a18315f9`
02 Recommend a clinical AI documentation platform for a large health system that needs enterprise deployment, specialty depth, governance, and outcomes.recommendation	AbridgeAmbience Healthcare 7 source URLs`e1eb711f`	AbridgeSuki · C1Ambience Healthcare · C1 8 source URLs`d6a27220`	No selected brand 8 source URLs`475c76b6`
03 Which clinical AI documentation platforms are strongest for ambulatory care across primary, specialty, behavioral, and procedural encounters?recommendation	AbridgeNuance DAX CopilotSukiAmbience Healthcare 5 source URLs`ecf26889`	AbridgeNuance DAX Copilot · C1Suki 8 source URLs`531ad433`	No selected brand 9 source URLs`89ba8935`
04 Recommend a clinical AI platform for inpatient documentation, handoffs, coding integrity, complex charts, care teams, and discharge workflows.recommendation	No selected brand 9 source URLs`f8708881`	Abridge · C5Ambience Healthcare 7 source URLs`df37c373`	Ambience Healthcare · C1 8 source URLs`4f2cf53a`
05 Which clinical AI documentation platforms are best for complete notes, coding support, clinical specificity, charge capture, and revenue integrity?recommendation	No selected brand 7 source URLs`66e43501`	AbridgeSuki 9 source URLs`390263b7`	Ambience Healthcare 9 source URLs`e25a04a9`
06 Recommend a clinical AI documentation platform for nursing workflows that need accurate capture, structured outputs, handoffs, and review.recommendation	AbridgeSuki 7 source URLs`0a55772f`	AbridgeNuance DAX Copilot · C1 6 source URLs`71a3a156`	No selected brand 6 source URLs`10d6100d`
07 Which clinical AI documentation platforms are strongest for multilingual encounters, varied accents, medical terminology, speakers, and interpreters?recommendation	No selected brand 7 source URLs`9baa1cbb`	No selected brand 8 source URLs`f4531537`	No selected brand 8 source URLs`8cd4ee54`
08 Recommend an affordable clinical AI documentation platform for a small practice that needs fast setup, reliable notes, templates, and clear limits.recommendation	No selected brand 4 source URLs`5e438220`	No selected brand 6 source URLs`856bcccb`	No selected brand 7 source URLs`e881817d`
09 Compare clinical AI documentation platforms on accuracy, specialties, workflow, integrations, coding, safety, security, adoption, and price.commercial	No selected brand 5 source URLs`b1dff9bf`	AbridgeNuance DAX CopilotSukiAmbience Healthcare · C2 9 source URLs`f5ca265d`	No selected brand 8 source URLs`ad9afe98`
10 Create a clinically reviewed accuracy test covering omissions, additions, medications, diagnoses, plans, speakers, terminology, and note structure.commercial	No selected brand 4 source URLs`bd553860`	No selected brand 5 source URLs`c3027b8d`	No selected brand 0 source URLs`75c0001f`
11 Design a safety evaluation for clinical AI documentation using critical facts, uncertainty, contradictions, corrections, review, escalation, and auditability.commercial	No selected brand 0 source URLs`a0fc8208`	No selected brand 6 source URLs`9b1bc55a`	No selected brand 0 source URLs`b5dc2314`
12 Compare clinical AI documentation platforms on electronic health record context, launch, identity, templates, write-back, orders, coding, and support.commercial	Suki 6 source URLs`17adbe76`	AbridgeNuance DAX Copilot 8 source URLs`fa0698cd`	No selected brand 6 source URLs`577b10fc`
13 Compare clinical AI documentation platforms on patient consent, regulated data, model training, retention, encryption, residency, audit logs, and deletion.commercial	No selected brand 8 source URLs`c135ba46`	No selected brand 0 source URLs`21e8ca1c`	No selected brand 5 source URLs`8971ae0d`
14 How should a buyer compare clinical AI documentation pricing across clinicians, encounters, minutes, specialties, integrations, services, and support?commercial	No selected brand 6 source URLs`c2a74c22`	No selected brand 5 source URLs`ba889f3a`	No selected brand 5 source URLs`2494a171`
15 Which criteria expose template, specialty, transcript, note, coding, workflow, integration, export, and data lock-in in a clinical AI platform?commercial	No selected brand 7 source URLs`1d7ea1c4`	No selected brand 0 source URLs`1dd2b7b5`	No selected brand 5 source URLs`16d2d458`
16 Create a shortlist of clinical AI documentation vendors for a health system standardizing governed ambient documentation across care settings.commercial	AbridgeSukiAmbience Healthcare 4 source URLs`ee366866`	AbridgeNuance DAX CopilotSuki · C1Ambience Healthcare 2 source URLs`329d7298`	Suki · C1 7 source URLs`0bb7f0fa`

STRUCTURED CITATION LEDGER

Sources shaping this filtered view

Hostnames are derived from validated public HTTP(S) URLs, not provider-supplied domain labels.

Validated citation sources in filtered answers
Source hostname	Cited answers	Distinct URLs	Engine breadth	Best position	Evidence
pmc.ncbi.nlm.nih.gov	21	13	3	#1	Open source ↗
patientnotes.ai	11	3	3	#1	Open source ↗
omnimd.com	10	4	3	#1	Open source ↗
heidihealth.com	9	5	3	#2	Open source ↗
linkedin.com	8	8	3	#1	Open source ↗
reddit.com	5	4	3	#2	Open source ↗
sully.ai	5	3	3	#2	Open source ↗
ai.deliverhealth.com	4	3	2	#1	Open source ↗
elion.health	4	3	3	#1	Open source ↗
physicianaihandbook.com	4	3	2	#4	Open source ↗
supanote.ai	4	2	2	#4	Open source ↗
murphi.ai	4	1	2	#2	Open source ↗
tandemhealth.ai	3	4	2	#2	Open source ↗
censinet.com	3	3	2	#1	Open source ↗
suki.ai	3	3	2	#1	Open source ↗
ambiencehealthcare.com	3	3	2	#3	Open source ↗
getlimeai.com	3	3	2	#3	Open source ↗
getfreed.ai	3	2	2	#1	Open source ↗
marvix.ai	3	2	2	#1	Open source ↗
nature.com	3	2	3	#1	Open source ↗

PUBLIC-BENCHMARK PRIVACY BOUNDARY

This report contains only code-reviewed public prompts, deterministic brand counts, answer hashes, and validated structured citation URLs. Full model answers are neither stored nor published here. No customer, organization, or private tracked-prompt data is included.

clinical-ai-documentation-platforms-2026-07-27 / 4-clinical-ai-documentation-platforms-a8ee29d05703542b

Clinical AI Documentation Engine Breadth

Current rankings

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view