Evidence floor met in this release.
Published segment leaderboard
Enterprise Software: Problem-first research in the Machine Relations Index
This leaderboard uses only the Enterprise Software / Problem-first research segment denominator: 231 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 442 | Manageengine.commanageengine.com | Other observed source | 7.79% | 18 | 231 | 12 |
| #2 of 442 | Cloudeagle.aicloudeagle.ai | Vendor-owned source | 7.36% | 17 | 231 | 12 |
| #3 of 442 | LinkedInlinkedin.com | Community and social platform | 7.36% | 17 | 231 | 12 |
| #4 of 442 | Zapier.comzapier.com | Vendor-owned source | 7.36% | 17 | 231 | 12 |
| #5 of 442 | Redditreddit.com | Community and social platform | 6.93% | 16 | 231 | 12 |
| #6 of 442 | Bettercloud.combettercloud.com | Vendor-owned source | 6.49% | 15 | 231 | 12 |
| #7 of 442 | Zylo.comzylo.com | Vendor-owned source | 5.63% | 13 | 231 | 12 |
| #8 of 442 | Dropbox.comdropbox.com | Other observed source | 4.76% | 11 | 231 | 12 |
| #9 of 442 | Toriihq.comtoriihq.com | Vendor-owned source | 4.76% | 11 | 231 | 12 |
| #10 of 442 | Nudgesecurity.comnudgesecurity.com | Vendor-owned source | 4.33% | 10 | 231 | 12 |
| #11 of 442 | Spendflo.comspendflo.com | Other observed source | 4.33% | 10 | 231 | 12 |
| #12 of 442 | Clickup.comclickup.com | Other observed source | 3.90% | 9 | 231 | 12 |
| #13 of 442 | Lansweeper.comlansweeper.com | Vendor-owned source | 3.90% | 9 | 231 | 12 |
| #14 of 442 | Merge.devmerge.dev | Other observed source | 3.90% | 9 | 231 | 12 |
| #15 of 442 | Dashlane.comdashlane.com | Vendor-owned source | 3.46% | 8 | 231 | 12 |
| #16 of 442 | Dmacq.comdmacq.com | Other observed source | 3.46% | 8 | 231 | 12 |
| #17 of 442 | Ramp.comramp.com | Vendor-owned source | 3.46% | 8 | 231 | 12 |
| #18 of 442 | 1password.com1password.com | Vendor-owned source | 3.03% | 7 | 231 | 12 |
| #19 of 442 | Airwallex.comairwallex.com | Vendor-owned source | 3.03% | 7 | 231 | 12 |
| #20 of 442 | Block64.comblock64.com | Vendor-owned source | 3.03% | 7 | 231 | 12 |
| #21 of 442 | Farreachinc.comfarreachinc.com | Other observed source | 3.03% | 7 | 231 | 12 |
| #22 of 442 | Monday.commonday.com | Vendor-owned source | 3.03% | 7 | 231 | 12 |
| #23 of 442 | Reco.aireco.ai | Vendor-owned source | 3.03% | 7 | 231 | 12 |
| #24 of 442 | Setyl.comsetyl.com | Other observed source | 3.03% | 7 | 231 | 12 |
| #25 of 442 | SourceForgesourceforge.net | Market and company database | 3.03% | 7 | 231 | 12 |
| #26 of 442 | TechRadartechradar.com | Editorial publication | 3.03% | 7 | 231 | 12 |
| #27 of 442 | TechTargettechtarget.com | Editorial publication | 3.03% | 7 | 231 | 12 |
| #28 of 442 | Agilityportal.ioagilityportal.io | Other observed source | 2.60% | 6 | 231 | 12 |
| #29 of 442 | Axerosolutions.comaxerosolutions.com | Other observed source | 2.60% | 6 | 231 | 12 |
| #30 of 442 | Clarodigi.comclarodigi.com | Other observed source | 2.60% | 6 | 231 | 12 |
| #31 of 442 | Cloudnuro.aicloudnuro.ai | Vendor-owned source | 2.60% | 6 | 231 | 12 |
| #32 of 442 | Gartner.comgartner.com | Analyst and consulting research | 2.60% | 6 | 231 | 12 |
| #33 of 442 | Nhimg.orgnhimg.org | Other observed source | 2.60% | 6 | 231 | 12 |
| #34 of 442 | Oneio.cloudoneio.cloud | Other observed source | 2.60% | 6 | 231 | 12 |
| #35 of 442 | Solutions Reviewsolutionsreview.com | Other observed source | 2.60% | 6 | 231 | 12 |
| #36 of 442 | Valencesecurity.comvalencesecurity.com | Vendor-owned source | 2.60% | 6 | 231 | 12 |
| #37 of 442 | Zoho.comzoho.com | Other observed source | 2.60% | 6 | 231 | 12 |
| #38 of 442 | Assetgama.comassetgama.com | Other observed source | 2.16% | 5 | 231 | 12 |
| #39 of 442 | Bitrix24.combitrix24.com | Other observed source | 2.16% | 5 | 231 | 12 |
| #40 of 442 | Domo.comdomo.com | Other observed source | 2.16% | 5 | 231 | 12 |
| #41 of 442 | Josys.comjosys.com | Vendor-owned source | 2.16% | 5 | 231 | 12 |
| #42 of 442 | Skyvia.comskyvia.com | Vendor-owned source | 2.16% | 5 | 231 | 12 |
| #43 of 442 | Wrike.comwrike.com | Vendor-owned source | 2.16% | 5 | 231 | 12 |
| #44 of 442 | Zluri.comzluri.com | Vendor-owned source | 2.16% | 5 | 231 | 12 |
| #45 of 442 | 3scoding.com3scoding.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #46 of 442 | Adaptivesecurity.comadaptivesecurity.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #47 of 442 | Adobe.comadobe.com | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #48 of 442 | Alexponomarev.mealexponomarev.me | Other observed source | 1.73% | 4 | 231 | 12 |
| #49 of 442 | Amitkoth.comamitkoth.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #50 of 442 | Apple News (Syndication from Grit Daily)apple.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #51 of 442 | Automationatlas.ioautomationatlas.io | Other observed source | 1.73% | 4 | 231 | 12 |
| #52 of 442 | Auvik.comauvik.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #53 of 442 | Binadox.combinadox.com | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #54 of 442 | Bitvea.combitvea.com | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #55 of 442 | Computerworldcomputerworld.com | Editorial publication | 1.73% | 4 | 231 | 12 |
| #56 of 442 | Coneksion.comconeksion.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #57 of 442 | Cost-saver.co.ukcost-saver.co.uk | Other observed source | 1.73% | 4 | 231 | 12 |
| #58 of 442 | D-tools.comd-tools.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #59 of 442 | Ecopiersolutions.comecopiersolutions.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #60 of 442 | Fabric.sofabric.so | Other observed source | 1.73% | 4 | 231 | 12 |
| #61 of 442 | Flexera.comflexera.com | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #62 of 442 | Fullstory.comfullstory.com | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #63 of 442 | Getint.iogetint.io | Other observed source | 1.73% | 4 | 231 | 12 |
| #64 of 442 | Getmoss.comgetmoss.com | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #65 of 442 | Ibm.comibm.com | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #66 of 442 | Ibml.comibml.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #67 of 442 | IT Proitpro.com | Editorial publication | 1.73% | 4 | 231 | 12 |
| #68 of 442 | Itransition.comitransition.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #69 of 442 | Jumpcloud.comjumpcloud.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #70 of 442 | Lastpass.comlastpass.com | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #71 of 442 | Opex.comopex.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #72 of 442 | Opshub.comopshub.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #73 of 442 | Pushsecurity.compushsecurity.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #74 of 442 | Reclaim.aireclaim.ai | Other observed source | 1.73% | 4 | 231 | 12 |
| #75 of 442 | Recurly.comrecurly.com | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #76 of 442 | Ripcord.comripcord.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #77 of 442 | Secure.comsecure.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #78 of 442 | Sharefile.comsharefile.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #79 of 442 | Smashbyte.comsmashbyte.com | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #80 of 442 | Snohai.comsnohai.com | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #81 of 442 | Stackpack.aistackpack.ai | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #82 of 442 | Subdupes.comsubdupes.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #83 of 442 | UC Todayuctoday.com | Editorial publication | 1.73% | 4 | 231 | 12 |
| #84 of 442 | Uibakery.iouibakery.io | Other observed source | 1.73% | 4 | 231 | 12 |
| #85 of 442 | Una.comuna.com | Other observed source | 1.73% | 4 | 231 | 12 |
| #86 of 442 | Usu.comusu.com | Vendor-owned source | 1.73% | 4 | 231 | 12 |
| #87 of 442 | Abloomify.comabloomify.com | Vendor-owned source | 1.30% | 3 | 231 | 12 |
| #88 of 442 | Accessowl.comaccessowl.com | Vendor-owned source | 1.30% | 3 | 231 | 12 |
| #89 of 442 | Atlariem.comatlariem.com | Vendor-owned source | 1.30% | 3 | 231 | 12 |
| #90 of 442 | Atlassian.comatlassian.com | Vendor-owned source | 1.30% | 3 | 231 | 12 |
| #91 of 442 | Box.combox.com | Other observed source | 1.30% | 3 | 231 | 12 |
| #92 of 442 | Cleo.comcleo.com | Other observed source | 1.30% | 3 | 231 | 12 |
| #93 of 442 | Cognidox.comcognidox.com | Other observed source | 1.30% | 3 | 231 | 12 |
| #94 of 442 | Collabcrm.comcollabcrm.com | Other observed source | 1.30% | 3 | 231 | 12 |
| #95 of 442 | Contentstack.iocontentstack.io | Vendor-owned source | 1.30% | 3 | 231 | 12 |
| #96 of 442 | Dckap.comdckap.com | Other observed source | 1.30% | 3 | 231 | 12 |
| #97 of 442 | Diginomica.comdiginomica.com | Academic and government source | 1.30% | 3 | 231 | 12 |
| #98 of 442 | Docr.co.ukdocr.co.uk | Other observed source | 1.30% | 3 | 231 | 12 |
| #99 of 442 | Everydaybudd.comeverydaybudd.com | Other observed source | 1.30% | 3 | 231 | 12 |
| #100 of 442 | Exalate.comexalate.com | Other observed source | 1.30% | 3 | 231 | 12 |
Showing the first 100 rows from 442 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Enterprise Software / Problem-first research: 442 observed source domains in the leaderboard, measured on 231 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/enterprise-software/problem_first. CC BY 4.0.Parrott, J. (2026). Enterprise Software / Problem-first research in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/enterprise-software/problem_first https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrienterprisesoftwareproblemfirst,
author = {Parrott, Jaxon},
title = {Enterprise Software / Problem-first research 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/enterprise-software/problem_first},
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.