Evidence floor met in this release.
Published segment leaderboard
Healthcare Services: Is it worth it in the Machine Relations Index
This leaderboard uses only the Healthcare Services / Is it worth it segment denominator: 232 observed answer runs across 12 dates.
Segment-specific denominator. Not the overall domain denominator.
Release floor: 7 dates.
Only released domains with evidence in this exact segment.
Leaderboard
Segment-specific cited sources
Rates, runs and rank are the producer's segment-specific values. Overall domain rates and engine breadth are not used as category rates.
| Rank | Source | Source role | Citation rate | Cited runs | Observed runs | Run dates |
|---|---|---|---|---|---|---|
| #1 of 341 | NIHnih.gov | Academic and government source | 22.41% | 52 | 232 | 12 |
| #2 of 341 | Getfreed.aigetfreed.ai | Other observed source | 17.67% | 41 | 232 | 12 |
| #3 of 341 | Commure.comcommure.com | Other observed source | 14.22% | 33 | 232 | 12 |
| #4 of 341 | Ama-assn.orgama-assn.org | Academic and government source | 13.36% | 31 | 232 | 12 |
| #5 of 341 | Medicaleconomics.commedicaleconomics.com | Other observed source | 13.36% | 31 | 232 | 12 |
| #6 of 341 | Quickintell.comquickintell.com | Other observed source | 9.91% | 23 | 232 | 12 |
| #7 of 341 | TechTargettechtarget.com | Editorial publication | 9.48% | 22 | 232 | 12 |
| #8 of 341 | Honeyhealth.aihoneyhealth.ai | Other observed source | 8.62% | 20 | 232 | 12 |
| #9 of 341 | Patientnotes.aipatientnotes.ai | Other observed source | 8.62% | 20 | 232 | 12 |
| #10 of 341 | Omnimd.comomnimd.com | Other observed source | 8.19% | 19 | 232 | 12 |
| #11 of 341 | Pabau.compabau.com | Other observed source | 8.19% | 19 | 232 | 12 |
| #12 of 341 | Practiceehr.compracticeehr.com | Other observed source | 8.19% | 19 | 232 | 12 |
| #13 of 341 | Aafp.orgaafp.org | Other observed source | 7.76% | 18 | 232 | 12 |
| #14 of 341 | STATstatnews.com | Editorial publication | 7.76% | 18 | 232 | 12 |
| #15 of 341 | Datarovers.comdatarovers.com | Other observed source | 6.90% | 16 | 232 | 12 |
| #16 of 341 | Enterprisedna.coenterprisedna.co | Other observed source | 6.47% | 15 | 232 | 12 |
| #17 of 341 | Redditreddit.com | Community and social platform | 6.47% | 15 | 232 | 12 |
| #18 of 341 | 1stproviderschoice.com1stproviderschoice.com | Other observed source | 6.03% | 14 | 232 | 12 |
| #19 of 341 | Healthit.govhealthit.gov | Academic and government source | 6.03% | 14 | 232 | 12 |
| #20 of 341 | Medicalbillersandcoders.commedicalbillersandcoders.com | Vendor-owned source | 6.03% | 14 | 232 | 12 |
| #21 of 341 | Onclive.comonclive.com | Other observed source | 6.03% | 14 | 232 | 12 |
| #22 of 341 | Cer.bocer.bo | Other observed source | 5.60% | 13 | 232 | 12 |
| #23 of 341 | Jamanetwork.comjamanetwork.com | Other observed source | 5.60% | 13 | 232 | 12 |
| #24 of 341 | Clarity-ventures.comclarity-ventures.com | Other observed source | 5.17% | 12 | 232 | 12 |
| #25 of 341 | Comparepracticetools.comcomparepracticetools.com | Market and company database | 5.17% | 12 | 232 | 12 |
| #26 of 341 | Journal of Medical Internet Researchjmir.org | Editorial publication | 5.17% | 12 | 232 | 12 |
| #27 of 341 | Mdclarity.commdclarity.com | Other observed source | 4.74% | 11 | 232 | 12 |
| #28 of 341 | Permanente.orgpermanente.org | Other observed source | 4.74% | 11 | 232 | 12 |
| #29 of 341 | Advisory.comadvisory.com | Other observed source | 4.31% | 10 | 232 | 12 |
| #30 of 341 | Enter.healthenter.health | Other observed source | 4.31% | 10 | 232 | 12 |
| #31 of 341 | Osplabs.comosplabs.com | Other observed source | 4.31% | 10 | 232 | 12 |
| #32 of 341 | Patientsquare.compatientsquare.com | Market and company database | 4.31% | 10 | 232 | 12 |
| #33 of 341 | Residencyadvisor.comresidencyadvisor.com | Other observed source | 4.31% | 10 | 232 | 12 |
| #34 of 341 | Scribeberry.comscribeberry.com | Other observed source | 4.31% | 10 | 232 | 12 |
| #35 of 341 | Sprypt.comsprypt.com | Other observed source | 4.31% | 10 | 232 | 12 |
| #36 of 341 | Annexmed.comannexmed.com | Other observed source | 3.88% | 9 | 232 | 12 |
| #37 of 341 | Billingparadise.combillingparadise.com | Other observed source | 3.88% | 9 | 232 | 12 |
| #38 of 341 | Physicianspractice.comphysicianspractice.com | Other observed source | 3.88% | 9 | 232 | 12 |
| #39 of 341 | Sully.aisully.ai | Other observed source | 3.88% | 9 | 232 | 12 |
| #40 of 341 | Trytwofold.comtrytwofold.com | Other observed source | 3.88% | 9 | 232 | 12 |
| #41 of 341 | Aegishealth.usaegishealth.us | Vendor-owned source | 3.45% | 8 | 232 | 12 |
| #42 of 341 | Digisoftsolution.comdigisoftsolution.com | Other observed source | 3.45% | 8 | 232 | 12 |
| #43 of 341 | Healthgrades.comhealthgrades.com | Other observed source | 3.45% | 8 | 232 | 12 |
| #44 of 341 | Heidihealth.comheidihealth.com | Other observed source | 3.45% | 8 | 232 | 12 |
| #45 of 341 | Innobothealth.cominnobothealth.com | Other observed source | 3.02% | 7 | 232 | 12 |
| #46 of 341 | Keragon.comkeragon.com | Other observed source | 3.02% | 7 | 232 | 12 |
| #47 of 341 | Knack.comknack.com | Other observed source | 3.02% | 7 | 232 | 12 |
| #48 of 341 | Medtechconsulting.netmedtechconsulting.net | Other observed source | 3.02% | 7 | 232 | 12 |
| #49 of 341 | Rivethealth.comrivethealth.com | Other observed source | 3.02% | 7 | 232 | 12 |
| #50 of 341 | Aao.orgaao.org | Other observed source | 2.59% | 6 | 232 | 12 |
| #51 of 341 | Athenahealth.comathenahealth.com | Vendor-owned source | 2.59% | 6 | 232 | 12 |
| #52 of 341 | Bam.aibam.ai | Other observed source | 2.59% | 6 | 232 | 12 |
| #53 of 341 | Docvilla.comdocvilla.com | Other observed source | 2.59% | 6 | 232 | 12 |
| #54 of 341 | Glass.healthglass.health | Other observed source | 2.59% | 6 | 232 | 12 |
| #55 of 341 | Healthcare Divehealthcaredive.com | Editorial publication | 2.59% | 6 | 232 | 12 |
| #56 of 341 | Nextech.comnextech.com | Other observed source | 2.59% | 6 | 232 | 12 |
| #57 of 341 | Nexusclinical.comnexusclinical.com | Vendor-owned source | 2.59% | 6 | 232 | 12 |
| #58 of 341 | R1rcm.comr1rcm.com | Other observed source | 2.59% | 6 | 232 | 12 |
| #59 of 341 | Arxiv.orgarxiv.org | Academic and government source | 2.16% | 5 | 232 | 12 |
| #60 of 341 | Elion.healthelion.health | Other observed source | 2.16% | 5 | 232 | 12 |
| #61 of 341 | Fierce Healthcarefiercehealthcare.com | Editorial publication | 2.16% | 5 | 232 | 12 |
| #62 of 341 | Healthrise.comhealthrise.com | Other observed source | 2.16% | 5 | 232 | 12 |
| #63 of 341 | Lifepoint.comlifepoint.com | Other observed source | 2.16% | 5 | 232 | 12 |
| #64 of 341 | Marvix.aimarvix.ai | Other observed source | 2.16% | 5 | 232 | 12 |
| #65 of 341 | Medusarcm.commedusarcm.com | Other observed source | 2.16% | 5 | 232 | 12 |
| #66 of 341 | Phoenixstrategy.groupphoenixstrategy.group | Vendor-owned source | 2.16% | 5 | 232 | 12 |
| #67 of 341 | Physicianleaders.orgphysicianleaders.org | Other observed source | 2.16% | 5 | 232 | 12 |
| #68 of 341 | Soapnoteai.comsoapnoteai.com | Other observed source | 2.16% | 5 | 232 | 12 |
| #69 of 341 | Sovdoc.comsovdoc.com | Analyst and consulting research | 2.16% | 5 | 232 | 12 |
| #70 of 341 | Updox.comupdox.com | Other observed source | 2.16% | 5 | 232 | 12 |
| #71 of 341 | Zedtreeo.comzedtreeo.com | Other observed source | 2.16% | 5 | 232 | 12 |
| #72 of 341 | Adsc.comadsc.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #73 of 341 | Aha.orgaha.org | Academic and government source | 1.72% | 4 | 232 | 12 |
| #74 of 341 | Axiosaxios.com | Editorial publication | 1.72% | 4 | 232 | 12 |
| #75 of 341 | Brownhealth.orgbrownhealth.org | Academic and government source | 1.72% | 4 | 232 | 12 |
| #76 of 341 | Cfpc.cacfpc.ca | Other observed source | 1.72% | 4 | 232 | 12 |
| #77 of 341 | Chief Healthcare Executivechiefhealthcareexecutive.com | Editorial publication | 1.72% | 4 | 232 | 12 |
| #78 of 341 | Clevelandclinic.orgclevelandclinic.org | Academic and government source | 1.72% | 4 | 232 | 12 |
| #79 of 341 | Combinehealth.aicombinehealth.ai | Other observed source | 1.72% | 4 | 232 | 12 |
| #80 of 341 | Coolblueva.comcoolblueva.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #81 of 341 | Experian.comexperian.com | Vendor-owned source | 1.72% | 4 | 232 | 12 |
| #82 of 341 | Helpware.comhelpware.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #83 of 341 | LinkedInlinkedin.com | Community and social platform | 1.72% | 4 | 232 | 12 |
| #84 of 341 | Medcaremso.commedcaremso.com | Vendor-owned source | 1.72% | 4 | 232 | 12 |
| #85 of 341 | Medicalclinicsolutions.commedicalclinicsolutions.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #86 of 341 | Medicalrecords.commedicalrecords.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #87 of 341 | Medsolercm.commedsolercm.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #88 of 341 | Nopio.comnopio.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #89 of 341 | Notev.ainotev.ai | Other observed source | 1.72% | 4 | 232 | 12 |
| #90 of 341 | Proactivechart.comproactivechart.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #91 of 341 | Researchgate.netresearchgate.net | Academic and government source | 1.72% | 4 | 232 | 12 |
| #92 of 341 | Revenueinstitute.comrevenueinstitute.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #93 of 341 | Revenuesynergy.comrevenuesynergy.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #94 of 341 | Review of Ophthalmologyreviewofophthalmology.com | Editorial publication | 1.72% | 4 | 232 | 12 |
| #95 of 341 | Riverrecords.airiverrecords.ai | Other observed source | 1.72% | 4 | 232 | 12 |
| #96 of 341 | Sourcecycle.comsourcecycle.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #97 of 341 | Veroscribe.comveroscribe.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #98 of 341 | Vyncedigitalwiki.comvyncedigitalwiki.com | Market and company database | 1.72% | 4 | 232 | 12 |
| #99 of 341 | Waystar.comwaystar.com | Other observed source | 1.72% | 4 | 232 | 12 |
| #100 of 341 | Advantumhealth.comadvantumhealth.com | Other observed source | 1.29% | 3 | 232 | 12 |
Showing the first 100 rows from 341 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Healthcare Services / Is it worth it: 341 observed source domains in the leaderboard, measured on 232 observed runs across 12 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/healthcare-services/is_x_worth. CC BY 4.0.Parrott, J. (2026). Healthcare Services / Is it worth it in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/healthcare-services/is_x_worth https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrihealthcareservicesisxworth,
author = {Parrott, Jaxon},
title = {Healthcare Services / Is it worth it in the Machine Relations Index},
year = {2026},
version = {mri\_score\_v2.1+2026-11-02+f9aaeca0db15},
publisher = {Machine Relations Research},
url = {https://machinerelations.ai/index/categories/healthcare-services/is_x_worth},
doi = {10.5281/zenodo.23652423},
license = {CC-BY-4.0},
note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}Release and boundary
What this segment measures
Published November 2, 2026. The observation window runs May 10, 2026 to November 2, 2026. Methodology v2.1.
MRI measures observed root-domain citations inside monitored prompts. Segment rates are conditional on this sample and do not claim recommendation quality, traffic, placement availability, or commercial performance.