Evidence floor met in this release.
IndustrialStatePublished Observed runs181 Run dates11 Observed domains274
Published segment leaderboard
Industrial: Is it worth it in the Machine Relations Index
This leaderboard uses only the Industrial / Is it worth it segment denominator: 181 observed answer runs across 11 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 274 | americancleanrooms.comamericancleanrooms.com | Other observed source | 21.55% | 39 | 181 | 11 |
| #2 of 274 | panelbuilt.companelbuilt.com | Other observed source | 13.26% | 24 | 181 | 11 |
| #3 of 274 | terrapincg.comterrapincg.com | Other observed source | 13.26% | 24 | 181 | 11 |
| #4 of 274 | oxmaint.comoxmaint.com | Other observed source | 12.15% | 22 | 181 | 11 |
| #5 of 274 | cleanroomequips.comcleanroomequips.com | Other observed source | 11.05% | 20 | 181 | 11 |
| #6 of 274 | raxpanel.comraxpanel.com | Other observed source | 9.94% | 18 | 181 | 11 |
| #7 of 274 | designtekconsulting.comdesigntekconsulting.com | Other observed source | 8.29% | 15 | 181 | 11 |
| #8 of 274 | achengineering.comachengineering.com | Other observed source | 7.73% | 14 | 181 | 11 |
| #9 of 274 | biocrtech.combiocrtech.com | Other observed source | 7.73% | 14 | 181 | 11 |
| #10 of 274 | gcccleanroom.comgcccleanroom.com | Other observed source | 7.73% | 14 | 181 | 11 |
| #11 of 274 | labs-usa.comlabs-usa.com | Other observed source | 7.73% | 14 | 181 | 11 |
| #12 of 274 | aesclean.comaesclean.com | Other observed source | 6.63% | 12 | 181 | 11 |
| #13 of 274 | ifactoryapp.comifactoryapp.com | Other observed source | 6.63% | 12 | 181 | 11 |
| #14 of 274 | LinkedInlinkedin.com | Community and social platform | 6.63% | 12 | 181 | 11 |
| #15 of 274 | cat.comcat.com | Other observed source | 6.08% | 11 | 181 | 11 |
| #16 of 274 | Cutting Tool Engineeringctemag.com | Editorial publication | 6.08% | 11 | 181 | 11 |
| #17 of 274 | dataintelo.comdataintelo.com | Analyst and consulting research | 6.08% | 11 | 181 | 11 |
| #18 of 274 | meadoworks.commeadoworks.com | Other observed source | 6.08% | 11 | 181 | 11 |
| #19 of 274 | accio.comaccio.com | Other observed source | 5.52% | 10 | 181 | 11 |
| #20 of 274 | angstromtechnology.comangstromtechnology.com | Other observed source | 5.52% | 10 | 181 | 11 |
| #21 of 274 | automa.netautoma.net | Other observed source | 5.52% | 10 | 181 | 11 |
| #22 of 274 | cantrolenvironmental.comcantrolenvironmental.com | Other observed source | 5.52% | 10 | 181 | 11 |
| #23 of 274 | Industrial Monitor Directindustrialmonitordirect.com | Other observed source | 4.97% | 9 | 181 | 11 |
| #24 of 274 | industryx.aiindustryx.ai | Other observed source | 4.97% | 9 | 181 | 11 |
| #25 of 274 | macallister.commacallister.com | Other observed source | 4.97% | 9 | 181 | 11 |
| #26 of 274 | youthfilter.comyouthfilter.com | Other observed source | 4.97% | 9 | 181 | 11 |
| #27 of 274 | cncyangsen.comcncyangsen.com | Other observed source | 4.42% | 8 | 181 | 11 |
| #28 of 274 | iqsdirectory.comiqsdirectory.com | Other observed source | 4.42% | 8 | 181 | 11 |
| #29 of 274 | nylonplastic.comnylonplastic.com | Other observed source | 4.42% | 8 | 181 | 11 |
| #30 of 274 | shoplogix.comshoplogix.com | Vendor-owned source | 4.42% | 8 | 181 | 11 |
| #31 of 274 | alliedmodular.comalliedmodular.com | Other observed source | 3.87% | 7 | 181 | 11 |
| #32 of 274 | labmanager.comlabmanager.com | Editorial publication | 3.87% | 7 | 181 | 11 |
| #33 of 274 | mmsonline.commmsonline.com | Editorial publication | 3.87% | 7 | 181 | 11 |
| #34 of 274 | qualia-bio.comqualia-bio.com | Other observed source | 3.87% | 7 | 181 | 11 |
| #35 of 274 | guidewheel.comguidewheel.com | Other observed source | 3.31% | 6 | 181 | 11 |
| #36 of 274 | hymsonlaser.comhymsonlaser.com | Other observed source | 3.31% | 6 | 181 | 11 |
| #37 of 274 | irecruit.coirecruit.co | Other observed source | 3.31% | 6 | 181 | 11 |
| #38 of 274 | moduluscleanrooms.commoduluscleanrooms.com | Other observed source | 3.31% | 6 | 181 | 11 |
| #39 of 274 | mscdirect.commscdirect.com | Other observed source | 3.31% | 6 | 181 | 11 |
| #40 of 274 | terrauniversal.comterrauniversal.com | Other observed source | 3.31% | 6 | 181 | 11 |
| #41 of 274 | tractian.comtractian.com | Other observed source | 3.31% | 6 | 181 | 11 |
| #42 of 274 | ultrapuretechnology.comultrapuretechnology.com | Other observed source | 3.31% | 6 | 181 | 11 |
| #43 of 274 | westernstatescat.comwesternstatescat.com | Other observed source | 3.31% | 6 | 181 | 11 |
| #44 of 274 | xometry.comxometry.com | Other observed source | 3.31% | 6 | 181 | 11 |
| #45 of 274 | abn-cleanroomtechnology.comabn-cleanroomtechnology.com | Other observed source | 2.76% | 5 | 181 | 11 |
| #46 of 274 | American Machinistamericanmachinist.com | Editorial publication | 2.76% | 5 | 181 | 11 |
| #47 of 274 | Cleanroom Technologycleanroomtechnology.com | Editorial publication | 2.76% | 5 | 181 | 11 |
| #48 of 274 | patsnap.compatsnap.com | Other observed source | 2.76% | 5 | 181 | 11 |
| #49 of 274 | technicalairproducts.comtechnicalairproducts.com | Other observed source | 2.76% | 5 | 181 | 11 |
| #50 of 274 | warrencat.comwarrencat.com | Other observed source | 2.76% | 5 | 181 | 11 |
| #51 of 274 | artizono.comartizono.com | Other observed source | 2.21% | 4 | 181 | 11 |
| #52 of 274 | cedengineering.comcedengineering.com | Other observed source | 2.21% | 4 | 181 | 11 |
| #53 of 274 | cleanroom-industries.comcleanroom-industries.com | Other observed source | 2.21% | 4 | 181 | 11 |
| #54 of 274 | f7i.aif7i.ai | Other observed source | 2.21% | 4 | 181 | 11 |
| #55 of 274 | grinding.comgrinding.com | Other observed source | 2.21% | 4 | 181 | 11 |
| #56 of 274 | hvaclaboratory.comhvaclaboratory.com | Other observed source | 2.21% | 4 | 181 | 11 |
| #57 of 274 | IndustryWeekindustryweek.com | Editorial publication | 2.21% | 4 | 181 | 11 |
| #58 of 274 | inspectionix.cominspectionix.com | Other observed source | 2.21% | 4 | 181 | 11 |
| #59 of 274 | kgtsolutions.comkgtsolutions.com | Other observed source | 2.21% | 4 | 181 | 11 |
| #60 of 274 | NIHnih.gov | Academic and government source | 2.21% | 4 | 181 | 11 |
| #61 of 274 | nmccat.comnmccat.com | Other observed source | 2.21% | 4 | 181 | 11 |
| #62 of 274 | podtech.companypodtech.company | Other observed source | 2.21% | 4 | 181 | 11 |
| #63 of 274 | revelationmachinery.comrevelationmachinery.com | Other observed source | 2.21% | 4 | 181 | 11 |
| #64 of 274 | southwestsolutions.comsouthwestsolutions.com | Other observed source | 2.21% | 4 | 181 | 11 |
| #65 of 274 | springer.comspringer.com | Other observed source | 2.21% | 4 | 181 | 11 |
| #66 of 274 | alibaba.comalibaba.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #67 of 274 | ascendummachinery.comascendummachinery.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #68 of 274 | china-cleanroom.comchina-cleanroom.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #69 of 274 | cleanroomsbyunited.comcleanroomsbyunited.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #70 of 274 | dersionclean.comdersionclean.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #71 of 274 | electricaltrader.comelectricaltrader.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #72 of 274 | ellisontechnologies.comellisontechnologies.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #73 of 274 | equiplane.comequiplane.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #74 of 274 | finning.comfinning.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #75 of 274 | lbl.govlbl.gov | Academic and government source | 1.66% | 3 | 181 | 11 |
| #76 of 274 | mecart-cleanrooms.commecart-cleanrooms.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #77 of 274 | mecomeco.commecomeco.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #78 of 274 | mfgcalcs.commfgcalcs.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #79 of 274 | nsp.iensp.ie | Other observed source | 1.66% | 3 | 181 | 11 |
| #80 of 274 | openpr.comopenpr.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #81 of 274 | oup.comoup.com | Academic and government source | 1.66% | 3 | 181 | 11 |
| #82 of 274 | paulindustriesllc.orgpaulindustriesllc.org | Other observed source | 1.66% | 3 | 181 | 11 |
| #83 of 274 | Pharma Manufacturingpharmamanufacturing.com | Editorial publication | 1.66% | 3 | 181 | 11 |
| #84 of 274 | quinncompany.comquinncompany.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #85 of 274 | starrco.comstarrco.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #86 of 274 | tfecleanrooms.comtfecleanrooms.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #87 of 274 | trotek.com.autrotek.com.au | Other observed source | 1.66% | 3 | 181 | 11 |
| #88 of 274 | uspto.govuspto.gov | Academic and government source | 1.66% | 3 | 181 | 11 |
| #89 of 274 | valveworldexpo.comvalveworldexpo.com | Vendor-owned source | 1.66% | 3 | 181 | 11 |
| #90 of 274 | warpdriven.aiwarpdriven.ai | Other observed source | 1.66% | 3 | 181 | 11 |
| #91 of 274 | wesellmachines.comwesellmachines.com | Other observed source | 1.66% | 3 | 181 | 11 |
| #92 of 274 | amdmachines.comamdmachines.com | Other observed source | 1.10% | 2 | 181 | 11 |
| #93 of 274 | bjlingate.combjlingate.com | Other observed source | 1.10% | 2 | 181 | 11 |
| #94 of 274 | bkvibro.combkvibro.com | Other observed source | 1.10% | 2 | 181 | 11 |
| #95 of 274 | canaryedge.comcanaryedge.com | Other observed source | 1.10% | 2 | 181 | 11 |
| #96 of 274 | constructionequip.comconstructionequip.com | Other observed source | 1.10% | 2 | 181 | 11 |
| #97 of 274 | conveyormodules.comconveyormodules.com | Other observed source | 1.10% | 2 | 181 | 11 |
| #98 of 274 | csitesting.comcsitesting.com | Other observed source | 1.10% | 2 | 181 | 11 |
| #99 of 274 | delicncmachinery.comdelicncmachinery.com | Other observed source | 1.10% | 2 | 181 | 11 |
| #100 of 274 | enginebuildermag.comenginebuildermag.com | Editorial publication | 1.10% | 2 | 181 | 11 |
Showing the first 100 rows from 274 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Industrial / Is it worth it: 274 observed source domains in the leaderboard, measured on 181 observed runs across 11 distinct run dates, 2026-05-10 to 2026-11-09. Release mri_score_v2.1+2026-11-09+d7ef5411c915. https://machinerelations.ai/index/categories/industrial/is_x_worth. CC BY 4.0.APA
Parrott, J. (2026). Industrial / Is it worth it in the Machine Relations Index (Version mri_score_v2.1+2026-11-09+d7ef5411c915) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/industrial/is_x_worth https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mriindustrialisxworth,
author = {Parrott, Jaxon},
title = {Industrial / Is it worth it in the Machine Relations Index},
year = {2026},
version = {mri\_score\_v2.1+2026-11-09+d7ef5411c915},
publisher = {Machine Relations Research},
url = {https://machinerelations.ai/index/categories/industrial/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 9, 2026. The observation window runs May 10, 2026 to November 9, 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.