Evidence floor met in this release.
IndustrialStatePublished Observed runs152 Run dates10 Observed domains331
Published segment leaderboard
Industrial: Best tools in the Machine Relations Index
This leaderboard uses only the Industrial / Best tools segment denominator: 152 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 331 | Feeco.comfeeco.com | Other observed source | 15.13% | 23 | 152 | 10 |
| #2 of 331 | Iqsdirectory.comiqsdirectory.com | Other observed source | 13.16% | 20 | 152 | 10 |
| #3 of 331 | Beumergroup.combeumergroup.com | Other observed source | 12.50% | 19 | 152 | 10 |
| #4 of 331 | Chardonlabs.comchardonlabs.com | Other observed source | 10.53% | 16 | 152 | 10 |
| #5 of 331 | Chantland.comchantland.com | Other observed source | 9.21% | 14 | 152 | 10 |
| #6 of 331 | Sulzer.comsulzer.com | Other observed source | 7.89% | 12 | 152 | 10 |
| #7 of 331 | Bpspump.combpspump.com | Other observed source | 7.24% | 11 | 152 | 10 |
| #8 of 331 | Floveyor.comfloveyor.com | Other observed source | 6.58% | 10 | 152 | 10 |
| #9 of 331 | Flowserve.comflowserve.com | Other observed source | 6.58% | 10 | 152 | 10 |
| #10 of 331 | Ksb.comksb.com | Other observed source | 6.58% | 10 | 152 | 10 |
| #11 of 331 | Catpumps.comcatpumps.com | Other observed source | 5.92% | 9 | 152 | 10 |
| #12 of 331 | Directindustry.comdirectindustry.com | Other observed source | 5.92% | 9 | 152 | 10 |
| #13 of 331 | Thomasnet.comthomasnet.com | Other observed source | 5.92% | 9 | 152 | 10 |
| #14 of 331 | Alibaba.comalibaba.com | Other observed source | 5.26% | 8 | 152 | 10 |
| #15 of 331 | Dxpe.comdxpe.com | Other observed source | 5.26% | 8 | 152 | 10 |
| #16 of 331 | Hhdesignmfg.comhhdesignmfg.com | Other observed source | 5.26% | 8 | 152 | 10 |
| #17 of 331 | LinkedInlinkedin.com | Community and social platform | 5.26% | 8 | 152 | 10 |
| #18 of 331 | Spxcooling.comspxcooling.com | Other observed source | 5.26% | 8 | 152 | 10 |
| #19 of 331 | Wikipediawikipedia.org | Academic and government source | 5.26% | 8 | 152 | 10 |
| #20 of 331 | Andritz.comandritz.com | Other observed source | 4.61% | 7 | 152 | 10 |
| #21 of 331 | Belt-conveyors.netbelt-conveyors.net | Other observed source | 4.61% | 7 | 152 | 10 |
| #22 of 331 | Dornerconveyors.comdornerconveyors.com | Other observed source | 4.61% | 7 | 152 | 10 |
| #23 of 331 | Epa.govepa.gov | Academic and government source | 4.61% | 7 | 152 | 10 |
| #24 of 331 | Grundfos.comgrundfos.com | Other observed source | 4.61% | 7 | 152 | 10 |
| #25 of 331 | Honeywell.comhoneywell.com | Other observed source | 4.61% | 7 | 152 | 10 |
| #26 of 331 | Smithandloveless.comsmithandloveless.com | Other observed source | 4.61% | 7 | 152 | 10 |
| #27 of 331 | Uspto.govuspto.gov | Academic and government source | 4.61% | 7 | 152 | 10 |
| #28 of 331 | Bisonconvey.combisonconvey.com | Other observed source | 3.95% | 6 | 152 | 10 |
| #29 of 331 | Globalindustrial.comglobalindustrial.com | Other observed source | 3.95% | 6 | 152 | 10 |
| #30 of 331 | Koerber.comkoerber.com | Other observed source | 3.95% | 6 | 152 | 10 |
| #31 of 331 | Machinerypartner.commachinerypartner.com | Other observed source | 3.95% | 6 | 152 | 10 |
| #32 of 331 | Nerak-systems.comnerak-systems.com | Other observed source | 3.95% | 6 | 152 | 10 |
| #33 of 331 | Packagingconveyor.compackagingconveyor.com | Other observed source | 3.95% | 6 | 152 | 10 |
| #34 of 331 | Pascosystems.compascosystems.com | Other observed source | 3.95% | 6 | 152 | 10 |
| #35 of 331 | Pentair.compentair.com | Other observed source | 3.95% | 6 | 152 | 10 |
| #36 of 331 | Remconequipment.comremconequipment.com | Other observed source | 3.95% | 6 | 152 | 10 |
| #37 of 331 | Stoutenergy.mestoutenergy.me | Other observed source | 3.95% | 6 | 152 | 10 |
| #38 of 331 | Aguato.comaguato.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #39 of 331 | Almac.comalmac.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #40 of 331 | Bushman.combushman.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #41 of 331 | Castlepumps.comcastlepumps.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #42 of 331 | Conveyability.comconveyability.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #43 of 331 | Cs-conveyor.comcs-conveyor.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #44 of 331 | Energy.govenergy.gov | Academic and government source | 3.29% | 5 | 152 | 10 |
| #45 of 331 | Engicalchub.comengicalchub.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #46 of 331 | Expo21xx.comexpo21xx.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #47 of 331 | Flowsolutions.comflowsolutions.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #48 of 331 | Jsfanoe.comjsfanoe.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #49 of 331 | Omnimech-global.comomnimech-global.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #50 of 331 | Processing Magazineprocessingmagazine.com | Editorial publication | 3.29% | 5 | 152 | 10 |
| #51 of 331 | Rhinopumps.comrhinopumps.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #52 of 331 | Stilesmachinery.comstilesmachinery.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #53 of 331 | Trane.comtrane.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #54 of 331 | Wtwamericas.comwtwamericas.com | Other observed source | 3.29% | 5 | 152 | 10 |
| #55 of 331 | Aquatrolservices.comaquatrolservices.com | Other observed source | 2.63% | 4 | 152 | 10 |
| #56 of 331 | Araner.comaraner.com | Other observed source | 2.63% | 4 | 152 | 10 |
| #57 of 331 | Constmach.comconstmach.com | Other observed source | 2.63% | 4 | 152 | 10 |
| #58 of 331 | Firgelliauto.comfirgelliauto.com | Other observed source | 2.63% | 4 | 152 | 10 |
| #59 of 331 | Gouldspumps.comgouldspumps.com | Other observed source | 2.63% | 4 | 152 | 10 |
| #60 of 331 | Heavytechlab.comheavytechlab.com | Other observed source | 2.63% | 4 | 152 | 10 |
| #61 of 331 | Ibtinc.comibtinc.com | Other observed source | 2.63% | 4 | 152 | 10 |
| #62 of 331 | Liftingequipmentstore.usliftingequipmentstore.us | Other observed source | 2.63% | 4 | 152 | 10 |
| #63 of 331 | Materialhandling.commaterialhandling.com | Other observed source | 2.63% | 4 | 152 | 10 |
| #64 of 331 | PR Newswireprnewswire.com | Wire and press-release distribution | 2.63% | 4 | 152 | 10 |
| #65 of 331 | Psiindustrial.compsiindustrial.com | Other observed source | 2.63% | 4 | 152 | 10 |
| #66 of 331 | Pub.gov.sgpub.gov.sg | Other observed source | 2.63% | 4 | 152 | 10 |
| #67 of 331 | Takraf.comtakraf.com | Other observed source | 2.63% | 4 | 152 | 10 |
| #68 of 331 | Tceconveyors.comtceconveyors.com | Other observed source | 2.63% | 4 | 152 | 10 |
| #69 of 331 | Universalindustries.comuniversalindustries.com | Other observed source | 2.63% | 4 | 152 | 10 |
| #70 of 331 | Vistechcooling.co.ukvistechcooling.co.uk | Other observed source | 2.63% | 4 | 152 | 10 |
| #71 of 331 | Aceee.orgaceee.org | Other observed source | 1.97% | 3 | 152 | 10 |
| #72 of 331 | Avonengineering.comavonengineering.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #73 of 331 | Bandcip.combandcip.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #74 of 331 | Ca.govca.gov | Academic and government source | 1.97% | 3 | 152 | 10 |
| #75 of 331 | Cky.com.twcky.com.tw | Other observed source | 1.97% | 3 | 152 | 10 |
| #76 of 331 | Cranebuzz.comcranebuzz.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #77 of 331 | Cranewerks.comcranewerks.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #78 of 331 | Daepumps.comdaepumps.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #79 of 331 | Facebook.comfacebook.com | Community and social platform | 1.97% | 3 | 152 | 10 |
| #80 of 331 | Fptindia.comfptindia.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #81 of 331 | Globalspec.comglobalspec.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #82 of 331 | Guttridge.comguttridge.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #83 of 331 | H2ocooling.comh2ocooling.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #84 of 331 | Hungpump.comhungpump.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #85 of 331 | Ingener.byingener.by | Other observed source | 1.97% | 3 | 152 | 10 |
| #86 of 331 | Inyeccionplastico.netinyeccionplastico.net | Other observed source | 1.97% | 3 | 152 | 10 |
| #87 of 331 | Ionexchangeglobal.comionexchangeglobal.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #88 of 331 | Kingsresearch.comkingsresearch.com | Analyst and consulting research | 1.97% | 3 | 152 | 10 |
| #89 of 331 | Lvrui-conveyor.comlvrui-conveyor.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #90 of 331 | Metoree.commetoree.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #91 of 331 | Pdhonline.compdhonline.com | Vendor-owned source | 1.97% | 3 | 152 | 10 |
| #92 of 331 | Plantautomation-technology.complantautomation-technology.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #93 of 331 | Prochemwater.comprochemwater.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #94 of 331 | Scribd.comscribd.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #95 of 331 | Thermal-engineering.orgthermal-engineering.org | Other observed source | 1.97% | 3 | 152 | 10 |
| #96 of 331 | Topregal.ustopregal.us | Other observed source | 1.97% | 3 | 152 | 10 |
| #97 of 331 | Tradeindia.comtradeindia.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #98 of 331 | Vestil.comvestil.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #99 of 331 | Waterworld.comwaterworld.com | Other observed source | 1.97% | 3 | 152 | 10 |
| #100 of 331 | Wilo.comwilo.com | Other observed source | 1.97% | 3 | 152 | 10 |
Showing the first 100 rows from 331 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Industrial / Best tools: 331 observed source domains in the leaderboard, measured on 152 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/best_x. CC BY 4.0.APA
Parrott, J. (2026). Industrial / Best tools 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/best_x https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mriindustrialbestx,
author = {Parrott, Jaxon},
title = {Industrial / Best tools 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/best_x},
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.