Evidence floor met in this release.
IndustrialStatePublished Observed runs180 Run dates10 Observed domains181
Published segment leaderboard
Industrial: Comparisons in the Machine Relations Index
This leaderboard uses only the Industrial / Comparisons segment denominator: 180 observed answer runs across 10 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 181 | Stamtec.comstamtec.com | Other observed source | 25.00% | 45 | 180 | 10 |
| #2 of 181 | MetalPress Machinerymetalpressmachinery.com | Other observed source | 17.78% | 32 | 180 | 10 |
| #3 of 181 | Grundfos.comgrundfos.com | Other observed source | 15.56% | 28 | 180 | 10 |
| #4 of 181 | LinkedInlinkedin.com | Community and social platform | 12.78% | 23 | 180 | 10 |
| #5 of 181 | The Fabricatorthefabricator.com | Editorial publication | 12.22% | 22 | 180 | 10 |
| #6 of 181 | Xylem.comxylem.com | Other observed source | 12.22% | 22 | 180 | 10 |
| #7 of 181 | YouTubeyoutube.com | Search or media platform | 11.11% | 20 | 180 | 10 |
| #8 of 181 | Industrialautomationco.comindustrialautomationco.com | Other observed source | 8.89% | 16 | 180 | 10 |
| #9 of 181 | Industrial Monitor Directindustrialmonitordirect.com | Other observed source | 8.89% | 16 | 180 | 10 |
| #10 of 181 | Fractory.comfractory.com | Other observed source | 7.78% | 14 | 180 | 10 |
| #11 of 181 | Hillmachinery.comhillmachinery.com | Other observed source | 7.78% | 14 | 180 | 10 |
| #12 of 181 | Iqsdirectory.comiqsdirectory.com | Other observed source | 7.78% | 14 | 180 | 10 |
| #13 of 181 | Kindle-tech.comkindle-tech.com | Other observed source | 7.78% | 14 | 180 | 10 |
| #14 of 181 | Wonderfulplc.comwonderfulplc.com | Other observed source | 7.78% | 14 | 180 | 10 |
| #15 of 181 | Plumbingsupplyandmore.complumbingsupplyandmore.com | Other observed source | 7.22% | 13 | 180 | 10 |
| #16 of 181 | Scwellservice.comscwellservice.com | Other observed source | 7.22% | 13 | 180 | 10 |
| #17 of 181 | Wikipediawikipedia.org | Academic and government source | 7.22% | 13 | 180 | 10 |
| #18 of 181 | Dosupply.comdosupply.com | Other observed source | 6.67% | 12 | 180 | 10 |
| #19 of 181 | Eigenengineering.comeigenengineering.com | Other observed source | 6.67% | 12 | 180 | 10 |
| #20 of 181 | Scotchman.comscotchman.com | Other observed source | 6.67% | 12 | 180 | 10 |
| #21 of 181 | Adhmt.comadhmt.com | Other observed source | 6.11% | 11 | 180 | 10 |
| #22 of 181 | MetalForming Magazinemetalformingmagazine.com | Editorial publication | 6.11% | 11 | 180 | 10 |
| #23 of 181 | Plcprogramming.ioplcprogramming.io | Other observed source | 6.11% | 11 | 180 | 10 |
| #24 of 181 | Simplybuyglobal.comsimplybuyglobal.com | Other observed source | 6.11% | 11 | 180 | 10 |
| #25 of 181 | Tolomatic.comtolomatic.com | Other observed source | 6.11% | 11 | 180 | 10 |
| #26 of 181 | Ahssinsights.orgahssinsights.org | Other observed source | 5.56% | 10 | 180 | 10 |
| #27 of 181 | Redditreddit.com | Community and social platform | 5.56% | 10 | 180 | 10 |
| #28 of 181 | Automationitems.comautomationitems.com | Other observed source | 5.00% | 9 | 180 | 10 |
| #29 of 181 | Sme.orgsme.org | Other observed source | 5.00% | 9 | 180 | 10 |
| #30 of 181 | Beckwoodpress.combeckwoodpress.com | Other observed source | 4.44% | 8 | 180 | 10 |
| #31 of 181 | Hungpump.comhungpump.com | Other observed source | 4.44% | 8 | 180 | 10 |
| #32 of 181 | Kavdo.comkavdo.com | Other observed source | 4.44% | 8 | 180 | 10 |
| #33 of 181 | Macrodynemacrodynepress.com | Other observed source | 4.44% | 8 | 180 | 10 |
| #34 of 181 | Plctechnician.complctechnician.com | Other observed source | 4.44% | 8 | 180 | 10 |
| #35 of 181 | Southernfabsales.comsouthernfabsales.com | Other observed source | 4.44% | 8 | 180 | 10 |
| #36 of 181 | Worthyhardware.comworthyhardware.com | Other observed source | 4.44% | 8 | 180 | 10 |
| #37 of 181 | Blitzpanel.comblitzpanel.com | Other observed source | 3.89% | 7 | 180 | 10 |
| #38 of 181 | Rppumpsonline.comrppumpsonline.com | Other observed source | 3.89% | 7 | 180 | 10 |
| #39 of 181 | Spi-al.comspi-al.com | Other observed source | 3.89% | 7 | 180 | 10 |
| #40 of 181 | Alibaba.comalibaba.com | Other observed source | 3.33% | 6 | 180 | 10 |
| #41 of 181 | Bevtech.com.aubevtech.com.au | Other observed source | 3.33% | 6 | 180 | 10 |
| #42 of 181 | Mfgcalcs.commfgcalcs.com | Other observed source | 3.33% | 6 | 180 | 10 |
| #43 of 181 | Scribd.comscribd.com | Other observed source | 3.33% | 6 | 180 | 10 |
| #44 of 181 | Uspto.govuspto.gov | Academic and government source | 3.33% | 6 | 180 | 10 |
| #45 of 181 | Assemblymag.comassemblymag.com | Editorial publication | 2.78% | 5 | 180 | 10 |
| #46 of 181 | Jvmfgco.comjvmfgco.com | Other observed source | 2.78% | 5 | 180 | 10 |
| #47 of 181 | Machinemfg.commachinemfg.com | Other observed source | 2.78% | 5 | 180 | 10 |
| #48 of 181 | Nfmconsulting.comnfmconsulting.com | Other observed source | 2.78% | 5 | 180 | 10 |
| #49 of 181 | Ostbridge-tech.comostbridge-tech.com | Other observed source | 2.78% | 5 | 180 | 10 |
| #50 of 181 | SHUNTEC PRESSshuntecpress.com | Other observed source | 2.78% | 5 | 180 | 10 |
| #51 of 181 | The Automation Blogtheautomationblog.com | Other observed source | 2.78% | 5 | 180 | 10 |
| #52 of 181 | Vertechgroup.co.ukvertechgroup.co.uk | Other observed source | 2.78% | 5 | 180 | 10 |
| #53 of 181 | Automatexlab.comautomatexlab.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #54 of 181 | Dakecorp.comdakecorp.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #55 of 181 | Einpresswire.comeinpresswire.com | Wire and press-release distribution | 2.22% | 4 | 180 | 10 |
| #56 of 181 | Fsmdirect.comfsmdirect.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #57 of 181 | Henengindustry.comhenengindustry.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #58 of 181 | Hybsun.comhybsun.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #59 of 181 | IJIRSETijirset.com | Editorial publication | 2.22% | 4 | 180 | 10 |
| #60 of 181 | Ntgdpump.comntgdpump.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #61 of 181 | Plcsimulationsoftware.complcsimulationsoftware.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #62 of 181 | Ryansautomi.comryansautomi.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #63 of 181 | San-lan.comsan-lan.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #64 of 181 | Servohydraulicpressservohydraulicpress.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #65 of 181 | Seyi.comseyi.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #66 of 181 | Shengenfab.comshengenfab.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #67 of 181 | Vigert.comvigert.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #68 of 181 | Welldrillingcosts.comwelldrillingcosts.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #69 of 181 | Worldgroupmachine.comworldgroupmachine.com | Other observed source | 2.22% | 4 | 180 | 10 |
| #70 of 181 | Airhydraulics.comairhydraulics.com | Other observed source | 1.67% | 3 | 180 | 10 |
| #71 of 181 | Bquq.combquq.com | Other observed source | 1.67% | 3 | 180 | 10 |
| #72 of 181 | Ffamericas.comffamericas.com | Other observed source | 1.67% | 3 | 180 | 10 |
| #73 of 181 | Flextech-industrial.comflextech-industrial.com | Other observed source | 1.67% | 3 | 180 | 10 |
| #74 of 181 | Greenerd.comgreenerd.com | Other observed source | 1.67% | 3 | 180 | 10 |
| #75 of 181 | Ht-pt.comht-pt.com | Other observed source | 1.67% | 3 | 180 | 10 |
| #76 of 181 | Ieee.orgieee.org | Academic and government source | 1.67% | 3 | 180 | 10 |
| #77 of 181 | Koalagains.comkoalagains.com | Other observed source | 1.67% | 3 | 180 | 10 |
| #78 of 181 | Koleburg.comkoleburg.com | Other observed source | 1.67% | 3 | 180 | 10 |
| #79 of 181 | Leadtime.caleadtime.ca | Other observed source | 1.67% | 3 | 180 | 10 |
| #80 of 181 | Modern-metalworks.commodern-metalworks.com | Other observed source | 1.67% | 3 | 180 | 10 |
| #81 of 181 | Plcedge.complcedge.com | Other observed source | 1.67% | 3 | 180 | 10 |
| #82 of 181 | Slideshare.netslideshare.net | Other observed source | 1.67% | 3 | 180 | 10 |
| #83 of 181 | Sshlmachinery.comsshlmachinery.com | Other observed source | 1.67% | 3 | 180 | 10 |
| #84 of 181 | Szct-automation.comszct-automation.com | Market and company database | 1.67% | 3 | 180 | 10 |
| #85 of 181 | Zzsl-pcl.comzzsl-pcl.com | Other observed source | 1.67% | 3 | 180 | 10 |
| #86 of 181 | Absolutegauge.comabsolutegauge.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #87 of 181 | Aida-global.comaida-global.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #88 of 181 | Alekvs.comalekvs.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #89 of 181 | Amdmachines.comamdmachines.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #90 of 181 | Artizono.comartizono.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #91 of 181 | Automationplanetuk.comautomationplanetuk.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #92 of 181 | Bolunpress.combolunpress.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #93 of 181 | Build-review.combuild-review.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #94 of 181 | Claironmetals.comclaironmetals.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #95 of 181 | Cnppump.comcnppump.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #96 of 181 | Cnsmepump.comcnsmepump.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #97 of 181 | Equustek.comequustek.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #98 of 181 | Grossautomation.comgrossautomation.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #99 of 181 | Grundfoswaterpump.comgrundfoswaterpump.com | Other observed source | 1.11% | 2 | 180 | 10 |
| #100 of 181 | Harsle.comharsle.com | Other observed source | 1.11% | 2 | 180 | 10 |
Showing the first 100 rows from 181 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Industrial / Comparisons: 181 observed source domains in the leaderboard, measured on 180 observed runs across 10 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/industrial/x_vs_y. CC BY 4.0.APA
Parrott, J. (2026). Industrial / Comparisons in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/industrial/x_vs_y https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mriindustrialxvsy,
author = {Parrott, Jaxon},
title = {Industrial / Comparisons 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/industrial/x_vs_y},
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.