Evidence floor met in this release.
Published segment leaderboard
Enterprise Software: How buyers choose in the Machine Relations Index
This leaderboard uses only the Enterprise Software / How buyers choose segment denominator: 228 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 303 | Erpresearch.comerpresearch.com | Market and company database | 25.88% | 59 | 228 | 12 |
| #2 of 303 | Randgroup.comrandgroup.com | Other observed source | 20.61% | 47 | 228 | 12 |
| #3 of 303 | TechTargettechtarget.com | Editorial publication | 14.47% | 33 | 228 | 12 |
| #4 of 303 | Digitaladvisory.comdigitaladvisory.com | Other observed source | 10.53% | 24 | 228 | 12 |
| #5 of 303 | Netsuite.comnetsuite.com | Other observed source | 10.53% | 24 | 228 | 12 |
| #6 of 303 | Bistasolutions.combistasolutions.com | Other observed source | 9.21% | 21 | 228 | 12 |
| #7 of 303 | Deloitte.comdeloitte.com | Analyst and consulting research | 9.21% | 21 | 228 | 12 |
| #8 of 303 | Sap.comsap.com | Other observed source | 8.33% | 19 | 228 | 12 |
| #9 of 303 | Ecisolutions.comecisolutions.com | Other observed source | 7.02% | 16 | 228 | 12 |
| #10 of 303 | Bizowie.combizowie.com | Other observed source | 6.58% | 15 | 228 | 12 |
| #11 of 303 | Ecosire.comecosire.com | Other observed source | 6.58% | 15 | 228 | 12 |
| #12 of 303 | Flectic.comflectic.com | Other observed source | 6.58% | 15 | 228 | 12 |
| #13 of 303 | Granuler.comgranuler.com | Other observed source | 6.58% | 15 | 228 | 12 |
| #14 of 303 | Wiss.comwiss.com | Other observed source | 6.58% | 15 | 228 | 12 |
| #15 of 303 | Oneadvanced.comoneadvanced.com | Other observed source | 6.14% | 14 | 228 | 12 |
| #16 of 303 | Rework.comrework.com | Other observed source | 6.14% | 14 | 228 | 12 |
| #17 of 303 | Unleashedsoftware.comunleashedsoftware.com | Other observed source | 5.70% | 13 | 228 | 12 |
| #18 of 303 | Erpfocus.comerpfocus.com | Other observed source | 5.26% | 12 | 228 | 12 |
| #19 of 303 | Workday.comworkday.com | Vendor-owned source | 5.26% | 12 | 228 | 12 |
| #20 of 303 | LinkedInlinkedin.com | Community and social platform | 4.82% | 11 | 228 | 12 |
| #21 of 303 | Top10erp.orgtop10erp.org | Other observed source | 4.39% | 10 | 228 | 12 |
| #22 of 303 | Complivex.comcomplivex.com | Other observed source | 3.95% | 9 | 228 | 12 |
| #23 of 303 | Dualentry.comdualentry.com | Other observed source | 3.95% | 9 | 228 | 12 |
| #24 of 303 | ERP Software Blogerpsoftwareblog.com | Other observed source | 3.95% | 9 | 228 | 12 |
| #25 of 303 | Ramp.comramp.com | Vendor-owned source | 3.95% | 9 | 228 | 12 |
| #26 of 303 | Supply Chain Brainsupplychainbrain.com | Editorial publication | 3.95% | 9 | 228 | 12 |
| #27 of 303 | Confiz.comconfiz.com | Other observed source | 3.51% | 8 | 228 | 12 |
| #28 of 303 | Erpadvisorsgroup.comerpadvisorsgroup.com | Other observed source | 3.51% | 8 | 228 | 12 |
| #29 of 303 | Surveycto.comsurveycto.com | Other observed source | 3.51% | 8 | 228 | 12 |
| #30 of 303 | Sysgenpro.comsysgenpro.com | Vendor-owned source | 3.51% | 8 | 228 | 12 |
| #31 of 303 | Tec-tel.comtec-tel.com | Other observed source | 3.51% | 8 | 228 | 12 |
| #32 of 303 | Deltek.comdeltek.com | Other observed source | 3.07% | 7 | 228 | 12 |
| #33 of 303 | Digibee.comdigibee.com | Other observed source | 3.07% | 7 | 228 | 12 |
| #34 of 303 | Godlan.comgodlan.com | Other observed source | 3.07% | 7 | 228 | 12 |
| #35 of 303 | Governa.aigoverna.ai | Other observed source | 3.07% | 7 | 228 | 12 |
| #36 of 303 | Redditreddit.com | Community and social platform | 3.07% | 7 | 228 | 12 |
| #37 of 303 | Softabase.comsoftabase.com | Other observed source | 3.07% | 7 | 228 | 12 |
| #38 of 303 | Struto.iostruto.io | Other observed source | 3.07% | 7 | 228 | 12 |
| #39 of 303 | Erp-pilot.comerp-pilot.com | Other observed source | 2.63% | 6 | 228 | 12 |
| #40 of 303 | Hicx.comhicx.com | Vendor-owned source | 2.63% | 6 | 228 | 12 |
| #41 of 303 | Intuit.comintuit.com | Other observed source | 2.63% | 6 | 228 | 12 |
| #42 of 303 | Magnolia-cms.commagnolia-cms.com | Other observed source | 2.63% | 6 | 228 | 12 |
| #43 of 303 | Marketron.commarketron.com | Other observed source | 2.63% | 6 | 228 | 12 |
| #44 of 303 | Panorama-consulting.companorama-consulting.com | Analyst and consulting research | 2.63% | 6 | 228 | 12 |
| #45 of 303 | Premiertechpartner.compremiertechpartner.com | Other observed source | 2.63% | 6 | 228 | 12 |
| #46 of 303 | Staria.comstaria.com | Other observed source | 2.63% | 6 | 228 | 12 |
| #47 of 303 | VKTR.comvktr.com | Editorial publication | 2.63% | 6 | 228 | 12 |
| #48 of 303 | Xorosoft.comxorosoft.com | Vendor-owned source | 2.63% | 6 | 228 | 12 |
| #49 of 303 | Amalerp.comamalerp.com | Other observed source | 2.19% | 5 | 228 | 12 |
| #50 of 303 | Bcg.combcg.com | Analyst and consulting research | 2.19% | 5 | 228 | 12 |
| #51 of 303 | Bmpstack.combmpstack.com | Other observed source | 2.19% | 5 | 228 | 12 |
| #52 of 303 | Capterra.comcapterra.com | Market and company database | 2.19% | 5 | 228 | 12 |
| #53 of 303 | Coro.netcoro.net | Other observed source | 2.19% | 5 | 228 | 12 |
| #54 of 303 | Dynamicweb.comdynamicweb.com | Other observed source | 2.19% | 5 | 228 | 12 |
| #55 of 303 | Erpplanner.comerpplanner.com | Other observed source | 2.19% | 5 | 228 | 12 |
| #56 of 303 | Influencers-time.cominfluencers-time.com | Other observed source | 2.19% | 5 | 228 | 12 |
| #57 of 303 | Matiyas.commatiyas.com | Other observed source | 2.19% | 5 | 228 | 12 |
| #58 of 303 | Okta.comokta.com | Other observed source | 2.19% | 5 | 228 | 12 |
| #59 of 303 | Pemeco.compemeco.com | Other observed source | 2.19% | 5 | 228 | 12 |
| #60 of 303 | Tallysolutions.comtallysolutions.com | Other observed source | 2.19% | 5 | 228 | 12 |
| #61 of 303 | Technologyadvice.comtechnologyadvice.com | Market and company database | 2.19% | 5 | 228 | 12 |
| #62 of 303 | Topdesk.comtopdesk.com | Other observed source | 2.19% | 5 | 228 | 12 |
| #63 of 303 | Acumatica.comacumatica.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #64 of 303 | Alphaapexgroup.comalphaapexgroup.com | Analyst and consulting research | 1.75% | 4 | 228 | 12 |
| #65 of 303 | Ardoq.comardoq.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #66 of 303 | Arxiv.orgarxiv.org | Academic and government source | 1.75% | 4 | 228 | 12 |
| #67 of 303 | Cfotechstack.aicfotechstack.ai | Other observed source | 1.75% | 4 | 228 | 12 |
| #68 of 303 | Cudio.comcudio.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #69 of 303 | Datixinc.comdatixinc.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #70 of 303 | Demystifyingplm.comdemystifyingplm.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #71 of 303 | Erp-software.orgerp-software.org | Other observed source | 1.75% | 4 | 228 | 12 |
| #72 of 303 | Erpimplementation.euerpimplementation.eu | Other observed source | 1.75% | 4 | 228 | 12 |
| #73 of 303 | Folio3.comfolio3.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #74 of 303 | Forbesforbes.com | Editorial publication | 1.75% | 4 | 228 | 12 |
| #75 of 303 | Geniuserp.comgeniuserp.com | Vendor-owned source | 1.75% | 4 | 228 | 12 |
| #76 of 303 | Halsimplify.comhalsimplify.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #77 of 303 | Instapage.cominstapage.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #78 of 303 | Light.inclight.inc | Other observed source | 1.75% | 4 | 228 | 12 |
| #79 of 303 | Planaxion.complanaxion.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #80 of 303 | Remotelock.comremotelock.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #81 of 303 | Savvycomsoftware.comsavvycomsoftware.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #82 of 303 | Softwaremodernizationservices.comsoftwaremodernizationservices.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #83 of 303 | Strategiesgroup.comstrategiesgroup.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #84 of 303 | Thenegotiationexperts.comthenegotiationexperts.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #85 of 303 | Velosio.comvelosio.com | Vendor-owned source | 1.75% | 4 | 228 | 12 |
| #86 of 303 | Versaclouderp.comversaclouderp.com | Other observed source | 1.75% | 4 | 228 | 12 |
| #87 of 303 | Xentral.comxentral.com | Market and company database | 1.75% | 4 | 228 | 12 |
| #88 of 303 | Ambivo.comambivo.com | Other observed source | 1.32% | 3 | 228 | 12 |
| #89 of 303 | Aspect.comaspect.com | Other observed source | 1.32% | 3 | 228 | 12 |
| #90 of 303 | B2berp.comb2berp.com | Other observed source | 1.32% | 3 | 228 | 12 |
| #91 of 303 | Cisco.comcisco.com | Other observed source | 1.32% | 3 | 228 | 12 |
| #92 of 303 | Cloudmaven.comcloudmaven.com | Other observed source | 1.32% | 3 | 228 | 12 |
| #93 of 303 | CMSWire.comcmswire.com | Editorial publication | 1.32% | 3 | 228 | 12 |
| #94 of 303 | Crowe.comcrowe.com | Other observed source | 1.32% | 3 | 228 | 12 |
| #95 of 303 | Domo.comdomo.com | Other observed source | 1.32% | 3 | 228 | 12 |
| #96 of 303 | Epsilon3.ioepsilon3.io | Other observed source | 1.32% | 3 | 228 | 12 |
| #97 of 303 | G2g2.com | Market and company database | 1.32% | 3 | 228 | 12 |
| #98 of 303 | Gartner.comgartner.com | Analyst and consulting research | 1.32% | 3 | 228 | 12 |
| #99 of 303 | Hashmeta.comhashmeta.com | Other observed source | 1.32% | 3 | 228 | 12 |
| #100 of 303 | Ifs.comifs.com | Other observed source | 1.32% | 3 | 228 | 12 |
Showing the first 100 rows from 303 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Enterprise Software / How buyers choose: 303 observed source domains in the leaderboard, measured on 228 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/how_choose. CC BY 4.0.Parrott, J. (2026). Enterprise Software / How buyers choose 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/how_choose https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrienterprisesoftwarehowchoose,
author = {Parrott, Jaxon},
title = {Enterprise Software / How buyers choose 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/how_choose},
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.