AI Visibility for Healthcare Companies: What AI Engines Actually Cite on Healthcare Questions

AI visibility for healthcare companies is whether your company appears when a hospital buyer, a health plan, a partner or an investor asks ChatGPT, Perplexity or Gemini about your category. The Machine Relations Index measured what those answers are made of. In the September 19, 2026 release, three healthcare buyer questions crossed the Index's evidence floor for the first time, and all three are led by the same domain: omnimd.com, an EHR and practice-management company's site, at 32.71% of 107 best-tools runs, 14.95% of 107 how-buyers-choose runs and 24.51% of 102 top-list runs, followed on every shape by billing, patient-intake and practice-management companies cited on their own domains. On news-driven questions, published since the previous release across 613 monitored runs, the most-cited source is the National Institutes of Health at 25.12% and the second is Fierce Healthcare at 19.09%. The general business press a conventional healthcare PR plan prioritizes sits at #47 (Forbes), #107 (Business Insider) and #576 (TechCrunch) of 1,264 domains on news, and Forbes at #16 of 199 on best tools is the only one of them inside a buyer top 100. Compliance still sets the boundary of what you can say. The Index now says where saying it gets cited.

The buying side has already moved. Hospital systems and health plans run early vendor evaluations through AI-assisted research before an RFP exists, and investors doing healthcare AI diligence map the market the same way. The engine assembles that first read from a small set of sources it already cites for that shape of question. If none of those sources carries evidence of your company, you are not in the answer, however strong the clinical story is.

What AI Engines Actually Cite for Healthcare Questions

The Machine Relations Index monitors six answer engines (ChatGPT, Claude, Gemini, Google AI Mode, Google AI Overviews and Perplexity) on category prompts and records which root domains each answer cites. Release mri_score_v2.0+2026-09-19+0cad03121f60, window 2026-05-10 to 2026-09-19, observes seven healthcare services segments. Four are published with a mature rate and rank: news-driven citations, and, as of this release, best tools, how buyers choose and top lists, each of which reached its seventh run date on September 19. Three are still collecting: each has 96 to 102 observed runs on five or six run dates against a release floor of ten runs and seven dates, so the Index publishes their observations and withholds a rank. This page reports the published segments as measurement and the collecting segments as observations, and says which is which.

Healthcare services question shape	State	Observed runs	Most-cited source	Citation rate
News-driven citations	Published	613 across 53 dates	nih.gov	25.12% (154 of 613), #1 of 1,264
Best tools	Published	107 across 7 dates	omnimd.com	32.71% (35 of 107), #1 of 199
How buyers choose	Published	107 across 7 dates	omnimd.com	14.95% (16 of 107), #1 of 214
Top lists	Published	102 across 7 dates	omnimd.com	24.51% (25 of 102), #1 of 223
Is it worth it	Collecting	101 across 6 dates	nih.gov, 28 cited runs	Not yet published
Problem-first research	Collecting	102 across 6 dates	medicalbillersandcoders.com and youtube.com, 10 cited runs each	Not yet published
Comparisons	Collecting	96 across 5 dates	adsc.com, 16 cited runs	Not yet published

Four things in that table decide a healthcare visibility budget. The first is the buyer-question result, which is new in this release and has its own section below: the three published buyer shapes are answered from healthcare software companies' own domains, with one EHR company's site at #1 on all three and the healthcare trade press holding two slots in the combined top 15. The other three are in the news segment.

The news-driven answers are made of government sources, the healthcare trade press, analyst research and vendor sites, in that order. The published segment's top ten is NIH (25.12%), Fierce Healthcare (19.09%, 117 of 613), Galen Growth (12.72%, 78 of 613), the American Hospital Association (9.46%, 58 of 613), LinkedIn (9.14%), Y Combinator (8.32%), Healthcare Dive (7.01%, 43 of 613), Rock Health (6.85%, 42 of 613), Massively Better Healthcare (6.53%) and athenahealth (6.20%). Across the top 100, the Index's unclassified bucket, "other observed source", which in this segment is mostly health systems, digital health companies and consultancies, holds 29 slots; editorial publications hold 25; vendor-owned sources and market databases hold 11 each; academic and government sources hold 10; analyst and consulting research holds 9; community platforms hold 4; press-release distribution holds 1 (Business Wire, #72, 1.79%).

The editorial slots belong to the healthcare trade, and the trade outlets' whole footprint sits inside healthcare. Of the 25 editorial publications in the news top 100, the healthcare trade holds the head: Fierce Healthcare #2, Healthcare Dive #7, Becker's Hospital Review #13 (5.71%, 35 of 613), MedCity News #14 (5.38%, 33 of 613), EHR in Practice #16, TechTarget #21, MedTech Founder #22, HealthTech Magazine #29, Modern Healthcare #39 (2.77%, 17 of 613), MedTech Dive #70 and STAT #71 (1.96%, 12 of 613). Read at their own profiles, Modern Healthcare's 17 cited runs, MedCity News's 33 and Rock Health's 42 are every citation those domains received anywhere in the 15,883-run Index, and all of them sit in this one segment. Fierce Healthcare is the exception with reach: 123 cited runs across all six engines, Confidence B, 117 of them here.

The general business press is cited on healthcare questions far below where a healthcare PR plan puts it. Conventional healthcare PR advice builds a "high-trust general business and technology press" lane of Forbes, Business Insider, TechCrunch, Fortune and Bloomberg, and treats it as the credibility layer that carries the most weight. Read from each outlet's own Index profile, which lists every segment the domain was observed in:

Outlet	Cited runs, whole Index (of 15,883)	Healthcare services news-driven standing	Published buyer shapes (best tools 107 runs, how buyers choose 107, top lists 102)	Collecting buyer shapes (observations only)
Forbes	657 (4.14%), Confidence A	#47 of 1,264 (15 of 613, 2.45%)	Best tools #16 of 199 (7 runs, 6.54%); top lists #164 of 223 (1 run)	Not observed
Business Insider	99 (0.62%), Confidence C	#107 of 1,264 (9 of 613, 1.47%)	Not observed	Problem-first, 1 of 102 runs
TechCrunch	164 (1.03%), Confidence B	#576 of 1,264 (2 of 613, 0.33%)	Not observed	Not observed
Fortune	59 (0.37%), Confidence C	Not observed	Not observed	Not observed
Bloomberg	3 (0.02%), collecting	Not observed	Top lists #143 of 223 (1 run)	Not observed
Fierce Healthcare	123 (0.77%), Confidence B	#2 of 1,264 (117 of 613, 19.09%)	Not observed	Is it worth it 3 of 101; problem-first 2 of 102
Healthcare Dive	49 (0.31%), Confidence C	#7 of 1,264 (43 of 613, 7.01%)	Not observed	Is it worth it 4 of 101; comparisons 1 of 96
Rock Health	42 (0.26%), Confidence C	#8 of 1,264 (42 of 613, 6.85%)	Not observed	Not observed
CB Insights	102 (0.64%), Confidence B	#12 of 1,264 (37 of 613, 6.04%)	Not observed	Not observed
Becker's Hospital Review	50 (0.31%), Confidence C	#13 of 1,264 (35 of 613, 5.71%)	Best tools #9 of 199 (13 runs, 12.15%)	Problem-first 2 of 102
MedCity News	33 (0.21%), Confidence C	#14 of 1,264 (33 of 613, 5.38%)	Not observed	Not observed
Modern Healthcare	17 (0.11%), collecting	#39 of 1,264 (17 of 613, 2.77%)	Not observed	Not observed
STAT	23 (0.14%), collecting	#71 of 1,264 (12 of 613, 1.96%)	Not observed	Is it worth it 11 of 101
HIPAA Journal	17 (0.11%), collecting	#127 of 1,264 (8 of 613, 1.31%)	Top lists #11 of 223 (9 runs, 8.82%)	Not observed
Healthcare IT News	9 (0.06%), collecting	#148 of 1,264 (7 of 613, 1.14%)	Best tools #90 of 199 (2 runs, 1.87%)	Not observed
Health Affairs	Not in the 22,213-domain release population	Not observed	Not observed	Not observed

Forbes is the one general-interest outlet with a real healthcare position: #47 on news with 15 citations, eight places below Modern Healthcare's 17, and #16 of 199 on best tools with 7 of 107 runs, which makes it the only general-interest outlet inside any published healthcare buyer top 100. Forbes, Business Insider and TechCrunch reach healthcare news in 26 runs between them against Fierce Healthcare's 117. Fortune is not observed in any healthcare services segment; Bloomberg's whole-Index footprint is three cited runs, one of them a healthcare top-list answer, which places it #143 of 223 on that shape. Health Affairs, which this page named for clinical credibility, is not among the 22,213 domains the release observed at all. On the buyer shapes the trade press is nearly as thin: of the eleven trade and analyst outlets in this table, Becker's (#9 on best tools), HIPAA Journal (#11 on top lists) and Healthcare IT News (#90 on best tools) are the only ones observed in a published buyer segment, and Fierce Healthcare, Healthcare Dive and STAT appear only in the still-collecting "is it worth it" and problem-first observations. The outlets that carry the largest general footprints (Forbes at 649 runs, TechCrunch at 164) are cited on healthcare questions at a fraction of the rate of outlets with a tenth of their reach, which is the pattern the Index shows in fintech, cybersecurity and SaaS as well: whole-Index authority does not carry into a category's answers.

"Not observed" means the Index recorded no citation of that domain in that segment during the window; it is a statement about these monitored prompts on these six engines, not about every AI answer. Confidence tiers are domain-level; segment rows carry no tier of their own, and a citation is not evidence that the answer was supported by the source.

The Buyer Questions Published on September 19: Healthcare Software Companies' Own Pages Lead All Three

The buyer-shape segments are the ones a healthcare vendor cares about most, and three of the six crossed the Index's floor of ten runs and seven dates on September 19, 2026, each on its seventh run date. The result is the one the collecting observations pointed at, now with a rank beside every rate.

Rank	Best tools (107 runs, 199 domains)	How buyers choose (107 runs, 214 domains)	Top lists (102 runs, 223 domains)
1	omnimd.com 32.71% (35)	omnimd.com 14.95% (16)	omnimd.com 24.51% (25)
2	curemd.com 18.69% (20)	elevatepfs.com 14.02% (15)	commure.com 14.71% (15)
3	mdclarity.com 16.82% (18)	phreesia.com 13.08% (14)	medicalbillersandcoders.com 13.73% (14)
4	onemedbilling.com 16.82% (18)	centaurihs.com 10.28% (11)	ehrinpractice.com 12.75% (13)
5	practicesuite.com 15.89% (17)	nexhealth.com 10.28% (11)	getperspective.ai 12.75% (13)
6	certifyhealth.com 14.95% (16)	adsc.com 9.35% (10)	guideflow.com 12.75% (13)
7	sprypt.com 14.95% (16)	certifyhealth.com 9.35% (10)	praxisemr.com 12.75% (13)
8	rapidclaims.ai 13.08% (14)	ustechautomations.com 9.35% (10)	deepcura.com 10.78% (11)
9	beckershospitalreview.com 12.15% (13)	getprosper.ai 8.41% (9)	getpracticehelp.com 10.78% (11)
10	guideflow.com 12.15% (13)	physiciansidegigs.com 8.41% (9)	docvilla.com 9.80% (10)

Cited runs in parentheses; rates use each segment's own denominator. Three readings.

One EHR company's site leads all three shapes, and the rest of each top ten is healthcare software companies on their own domains. OmniMD, which the release classifies as an editorial publication and which is cited by five of the six engines (102 cited runs in the whole Index, Confidence B, every one of them in a healthcare services segment and 76 of them in these three), holds #1 of 199, #1 of 214 and #1 of 223. Behind it on best tools are billing and revenue-cycle companies (CureMD, MDClarity, OneMed Billing, PracticeSuite, RapidClaims) and practice-management and intake vendors (Certify Health, SPRY); on how buyers choose, patient-intake, scheduling and revenue-cycle companies (Elevate PFS, Phreesia, Centauri, NexHealth, ADSC); on top lists, EHR and billing companies (Commure, Medical Billers and Coders, Praxis EMR, DocVilla). Most of these sit in the Index's unclassified "other observed source" bucket, which holds 74 of the best-tools top 100, 87 of how buyers choose and 78 of top lists, and in this category that bucket is where the healthcare software vendors are. The domains the release does classify as vendor-owned hold 6, 1 and 5 slots of the three top 100s (Guideflow #10, #82 and #6; Fortinet #17 and Salesforce #69 on best tools; RingCentral #19 and CareCloud #24 on top lists; athenahealth, #10 on news, is #75 on best tools, #125 of 214 on how buyers choose and #44 on top lists).

Editorial publications hold 8, 1 and 7 of the three buyer top 100s, and the general press is one of them. Best tools: OmniMD #1, Becker's #9, Forbes #16, Gitnux #27, SourceForge #49, then three domains below #75 including Healthcare IT News at #90. How buyers choose: OmniMD alone. Top lists: OmniMD #1, EHR in Practice #4, Praxis EMR #7, HIPAA Journal #11, TechRadar #31, Gitnux #47, Big News Network #84. Fierce Healthcare, Healthcare Dive, MedCity News, Modern Healthcare, Rock Health and CB Insights, the outlets that lead the news segment, are not observed in any of the three published buyer shapes. The same release puts editorial publications at five to eight of each enterprise software buyer top 100, so healthcare is at the low end of a pattern rather than an exception to it.

Reference sources matter on how buyers choose and nowhere else among the published buyer shapes. Academic and government sources hold 9 of the how-buyers-choose top 100, led by NIH at #14 (8 of 107, 7.48%), against 1 slot each on best tools (NIH #100) and top lists (NIH #70). Community platforms are marginal on all three: Reddit is #48 on best tools and #41 on how buyers choose, LinkedIn #65 on best tools and #39 on top lists, YouTube #42 on best tools. A healthcare buyer's "which tools" and "which list" answers are assembled from vendor pages; the "how do I choose" answer adds NIH and the association layer.

The three shapes still collecting are one or two run dates from the floor: on is it worth it (101 runs, six dates) NIH leads the observations at 28 cited runs, then the American Medical Association at 14, an AI scribe vendor at 13 and STAT at 11; on problem-first research (102 runs, six dates) medicalbillersandcoders.com and YouTube lead at 10 each, NIH 7, the AHA 6; on comparisons (96 runs, five dates) adsc.com leads at 16, medicalbillersandcoders.com 12, then a billing-services company at 11. Expect the worth-it shape, when it publishes, to be the one healthcare buyer shape led by a reference source rather than a vendor.

Which Healthcare Vendors Are Cited on News Questions

The news segment also answers a question this site sees in search: which healthcare software companies are cited on their own domains when the question is news-shaped. Eleven vendor-owned domains sit in the news top 100. athenahealth is #10 (6.20%, 38 of 613), Intuition Labs #11 (6.20%), Roche #15 (4.89%, 30 of 613), Oracle #18 (4.24%, 26 of 613), Arcadia #19 (4.08%, 25 of 613), Tempus #26 (3.59%, 22 of 613), then Landbase #44, Bask Health #46, Wolters Kluwer #60, HolonIQ #68 and IBM #79. Above most of them sit CMS (#20), HHS (#31) and Reddit (#34). A vendor's own domain at #10 on a 613-run news segment is a citation position the general business press does not reach in this category, and it was earned by the vendor's page being the source the engine retrieved.

Building the Compliance-Safe Healthcare Narrative

Nothing in the Index changes the boundary. Healthcare and MedTech companies operate under constraints most B2B categories do not face: the FDA's digital health policy governs how AI-enabled health tools can be represented (FDA Digital Health Center of Excellence), HIPAA governs what can be said about data handling (HHS HIPAA guidance), and AI-driven updates to cleared devices fall under the FDA's predetermined change control plan framework. What the Index changes is where the compliant narrative needs to be published to be cited.

Safe claim territory: operational and workflow impact ("reduced administrative time by X hours per week"), infrastructure and interoperability framing ("integrates with EHR systems to enable X workflow"), category and market analysis, and technology capability framing without implied clinical outcomes.

Restricted territory, requiring compliance review: any language implying improved clinical outcomes; efficacy framing that parallels FDA-regulated product claims; HIPAA-adjacent claims about data handling; "clinically proven" without documented substantiation.

Hard no: anything that reads as diagnosing, treating or prescribing; performance claims without statistical context and source attribution; implied FDA clearance or approval that has not been formally communicated.

The compliant lane is wide enough. The news segment's top ten is led by NIH, an association and a trade outlet, and the vendor domains inside it (athenahealth, Oracle, Arcadia, Tempus) are cited for operational and market-structure content, not for outcome claims. The strongest healthcare position is the company that explains its category's structural problem well enough to be the source an engine reaches for, inside the claim matrix compliance has approved.

Why the Business-Press Plan Is Aimed at the Wrong Segment

A funding announcement, an FDA clearance, a health-system partnership or a founder profile is news-shaped content. The Index shows news-shaped healthcare questions are where NIH, the healthcare trade press, Galen Growth and Rock Health, LinkedIn, Y Combinator and the vendors' own sites get cited, so that material is not wasted; it is aimed at the news segment, and the outlet to aim it at is Fierce Healthcare, Healthcare Dive, Becker's or MedCity News, not Forbes. What the general press placement buys is the human executive who reads it. In this category, in this release, it does not buy the citation.

The shift required is from three publication lanes to two tracks: an owned source page per buyer shape, written so an engine can extract the answer inside the approved claim matrix, plus earned coverage in the outlets the Index actually finds inside healthcare answers. A company that does only the second has authority with the human buyer and nothing in the buyer-question answers once those segments publish. A company that does only the first has extractable pages and no independent corroboration when the question is about what changed. Google's own guidance is consistent with both tracks: its structured data documentation describes machine-readable page structure as the condition for richer interpretation (Google Search Central), its AI Mode update describes answers assembled from retrieved sources (Google), and OpenAI's search documentation describes ChatGPT search answers as source-backed (OpenAI).

The 90-Day Healthcare Visibility Plan

Days 1 to 30: claim matrix first, then read your standing

Build the claim matrix before any outreach: approved capability claims, approved evidence claims with their substantiation, the restricted-language list with compliant alternatives, and the approved market-analysis positions. Compliance, legal and clinical leadership sign it once and every narrative executes from it. Then read your own domain in the healthcare services category of the Index: where your domain ranks on best tools, how buyers choose and top lists (published), whether it appears in the news segment, which collecting shapes have observed it, and where your sub-category's leaders sit. Any domain the Index observed has a public profile at machinerelations.ai/index/domains/<your domain>. Stand up one owned source page per buyer shape inside the matrix: a plain-language cost and payback page for "is it worth it" (the shape where NIH and the AMA lead the observations, so the page must cite primary evidence), a head-to-head comparison page for "comparisons", a problem-first page that names the operational problem in the vocabulary clinicians and administrators use, and a category shortlist page for "best tools" that states its own criteria, because the published best-tools segment is led at 32.71% by a vendor's own site and the rate to beat for a top-ten position is 12.15% of 107 runs. Check your robots.txt before you publish: Google's crawler documentation says the Google-Extended token governs Gemini grounding and not Google Search inclusion (Google: common crawlers), so a vendor that blocks it keeps its search ranking and opts its source pages out of one engine's answers.

Days 31 to 60: healthcare trade press, associations and community, where the Index finds citations

Pitch the outlets the Index observes inside healthcare news answers: Fierce Healthcare (#2 of 1,264), Healthcare Dive (#7), Becker's Hospital Review (#13), MedCity News (#14), HealthTech Magazine (#29), Modern Healthcare (#39), MedTech Dive (#70) and STAT (#71). Offer original operational data with denominators, not a product announcement. Put a founder or a clinical lead on LinkedIn with the data itself, because LinkedIn is #5 on the news segment, which makes it a citation surface rather than a distribution channel. Get your operational evidence in front of the association and analyst layer the engines cite above every outlet but one: the American Hospital Association (#4), Galen Growth (#3), Rock Health (#8, whose funding and market reports are published at rockhealth.com/insights) and CB Insights (#12) publish the market-structure research those answers draw on, and a company that appears in their datasets appears in the answer. Where your evidence is clinical, the route runs through peer-reviewed publication and NIH-indexed literature (PubMed), because NIH is the most-cited source on healthcare news and leads the "is it worth it" observations.

Days 61 to 90: business press for the human buyer, judged on the next release

With trade credibility and source pages in place, pitch Forbes, Fortune and the business press for the board-level buyer and the investor. Judge those placements on the human they reach and on news-shaped answers; expect them inside a healthcare citation list only when a later Index release records them there, because the September 19 release records Forbes at #47 on healthcare news and #16 on best tools, and every other general-interest outlet this page once named at #107 or below on news and outside every published buyer top 100. Read every move against the release id, so the comparison is versioned and re-checkable, and read the three remaining buyer-shape segments the day they publish.

Measuring Healthcare AI Visibility

Media impressions and share of voice were built for human readers. The metrics that matter now:

AI prompt share. The percentage of healthcare category queries where your company appears in AI-generated responses across ChatGPT, Perplexity, Gemini and Google AI Overviews.

Citation position. Where your company appears within the response. First mention carries disproportionate trust with the buyer reading it.

Source-class standing. Where your own domain sits in the healthcare services segments of the Machine Relations Index, per question shape, with the release id. This is the number that tells you whether the engines are citing you or citing someone else about you.

Source diversity. How many distinct sources the engines cite when discussing your company. One source is fragile. Five or more is structural.

Third-party agreement. A separate AI-citation panel (Treg) run on September 18, 2026 for the query "ai visibility for healthcare companies" returned 212 cited domains, led by YouTube, LinkedIn and Reddit, then Semrush's agency directory, Gartner and an SEO agency, with the U.S. Chamber of Commerce and enterprise vendors behind them. The Index's healthcare news top five is NIH, Fierce Healthcare, Galen Growth, the AHA and LinkedIn. The two instruments ask different questions: Treg's query is the marketing question and returns the marketing-services layer; the Index's prompts are the healthcare buyer's and reader's questions and return healthcare sources. LinkedIn is the one domain in both heads, which is consistent evidence that it is a citation surface. The disagreement is itself the finding: the domains cited about healthcare AI visibility are not the domains cited on healthcare questions.

See the GEO measurement framework and the AI visibility budget guide, which applies the same Index across categories.

Our Assessment Methodology

We measure healthcare AI visibility across four engines (ChatGPT, Perplexity, Gemini, Google AI Overviews) using standardized buyer queries for each healthcare sub-category. For each query we track whether your company is cited, citation position, which sources the engine references and whether competitors appear in the same response, weekly, with monthly competitive benchmarking. The market-level data on this page comes from the Machine Relations Index, which is published by Machine Relations and is not an AuthorityTech product. The Index measures observed root-domain citations in monitored prompts; it does not measure recommendation quality, traffic or revenue, and correlation between a placement and a later citation stays correlation until a release shows otherwise.

How AuthorityTech Builds Healthcare Visibility Programs

AuthorityTech builds healthcare visibility as a trust-and-compliance system with two tracks. The claim matrix and the source pages per buyer shape first, because that is the source class the buyer-question answers are made of and the boundary compliance requires. Earned coverage in the healthcare trade press, the association and analyst layer, and on LinkedIn second, because that is where the news-shaped answers and the human buyer are. Business press third, for the board and the investor. Every step is read against the Index release for the healthcare services category so the next quarter's plan starts from a number rather than an assumption.

Run the visibility audit to see your current healthcare AI visibility profile: which sources the engines cite for your sub-category's questions, where competitors hold positions, and which gaps are most critical to close.

Frequently Asked Questions

Why is healthcare PR harder than SaaS PR?

Healthcare PR has strictly defined boundaries around clinical claims, regulatory framing and patient privacy. The Index adds a second difference: the healthcare news answers are led by a government source (NIH, 25.12%) and an association (the AHA, #4), so the sources a healthcare company must be corroborated by include reference and association literature, not only press. The compliant lane, operational improvement, system modernization, workflow efficiency and validated category insight, is the lane those sources cite.

How do healthcare companies improve AI visibility safely?

By publishing extractable source pages inside an approved claim matrix, and by earning coverage in the sources the Index shows the engines cite on healthcare questions: the healthcare trade press (Fierce Healthcare, Healthcare Dive, Becker's, MedCity News), the association and analyst layer (AHA, Galen Growth, Rock Health, CB Insights) and LinkedIn. Read your own domain profile in the Index after each release to see which segments cite you.

Should healthcare startups prioritize trade publications or mainstream outlets?

For citation on news questions, the trade: in the September 19, 2026 release Fierce Healthcare is #2 of 1,264 on healthcare news at 19.09% and Forbes is #47 at 2.45%; TechCrunch is #576, Fortune is not observed in any healthcare services segment and Bloomberg is observed once, on top lists. For citation on buyer questions, neither: the three published buyer shapes are led by healthcare software companies' own pages, and the only outlets inside a buyer top 15 are Becker's (#9 on best tools) and HIPAA Journal (#11 on top lists). Mainstream placements reach the executive reader and should be judged on that reader, not on citation, until a later release records them inside a healthcare answer.

Which healthcare software vendors are cited on healthcare news questions?

Eleven vendor-owned domains are in the news top 100 in the September 19, 2026 release: athenahealth #10, Intuition Labs #11, Roche #15, Oracle #18, Arcadia #19, Tempus #26, Landbase #44, Bask Health #46, Wolters Kluwer #60, HolonIQ #68 and IBM #79. Each was cited on its own domain, which is the position a vendor's own source page can earn. On the buyer questions the vendors' own pages are the answer: omnimd.com leads best tools, how buyers choose and top lists, and the rest of each top ten is billing, intake, scheduling and practice-management companies cited on their own domains.

How long does earned media take to influence healthcare AI visibility?

Most teams see measurable movement in AI-generated answers within 60 to 90 days of owned source pages plus category-relevant placements, provided the coverage is category-relevant and the messaging stays inside the claim matrix. Read the movement against the Index release for healthcare services so the change is versioned, and treat correlation as correlation. Healthcare trust builds more slowly than in faster-moving categories, but it also holds longer.

What's the biggest healthcare visibility mistake founders make?

Two, now. Overclaiming remains the fastest way to lose trust with buyers, regulators and AI systems alike. The second is aiming the compliant story at the general business press for citation: in this release that lane is cited on healthcare questions at a fraction of the rate of the trade outlets, associations and NIH-indexed literature that actually lead the answers.

What publication types carry the most weight for healthcare AI companies specifically?

It depends on the question shape, measured on the September 19, 2026 release. On news questions: government and reference sources (NIH #1, AHA #4, CMS #20, HHS #31), the healthcare trade press (Fierce Healthcare #2, Healthcare Dive #7, Becker's #13, MedCity News #14, Modern Healthcare #39, STAT #71), the analyst and funding layer (Galen Growth #3, Rock Health #8, CB Insights #12, Y Combinator #6) and LinkedIn (#5). On the three published buyer questions: the company's own domain, with editorial publications at 8, 1 and 7 of the top 100 and the trade press represented by Becker's (#9 on best tools), HIPAA Journal (#11 on top lists) and Healthcare IT News (#90 on best tools). For clinical AI tools the route to the top of the news list runs through NIH-indexed literature and STAT; for infrastructure and operations it runs through Fierce Healthcare, Healthcare Dive and Becker's.

Healthcare pages on this site

Each page below takes one narrower healthcare question. Start with the one that matches the decision in front of you.

• AI in healthcare: which sources engines actually cite: Index data on health AI platforms, where NIH, the trade press and the digital health analysts carry the answer.
• MedTech AI visibility: Index data on what engines cite when buyers ask about medical device companies.
• Healthcare startup PR strategy: Index data on which press is cited for healthcare news and which for buyer questions.
• How healthcare companies get cited in AI search: earned media for digital health vendors when hospital buyers ask ChatGPT.
• AI visibility for digital health companies: telehealth and health tech platforms inside health system vendor research.
• Machine Relations for healthcare companies: the discipline applied to a healthcare vendor.

Sources and method

Every rank, rate and count on this page was read on September 19, 2026 (02:50 to 03:20 America/Chicago) from the live Machine Relations Index release mri_score_v2.0+2026-09-19+0cad03121f60: the healthcare services category page (https://machinerelations.ai/index/categories/healthcare-services), its seven segment pages, and the public domain profile of every outlet and vendor named (for example https://machinerelations.ai/index/domains/forbes.com, https://machinerelations.ai/index/domains/fiercehealthcare.com and https://machinerelations.ai/index/domains/omnimd.com), each of which lists every segment in which the domain was observed. The news segment's figures are unchanged from the September 18 release (613 runs across 53 dates) and were first read on September 18. "Not observed" and "not in the release population" are statements about that release's 15,883 monitored runs and 22,213 observed domains; a domain's absence from a profile list means no citation was recorded in that segment during the window, and a 404 at the profile URL means the domain is outside the released population. Source-role counts per top 100 were tallied from the segment pages' role column. The public JSON artifact is at https://machinerelations.ai/data/machine-relations-index.json. Third-party agreement was read from a Treg topic-citations snapshot for "ai visibility for healthcare companies" taken September 18, 2026.