Evidence floor met in this release.
IndustrialStatePublished Observed runs184 Run dates10 Observed domains243
Published segment leaderboard
Industrial: Problem-first research in the Machine Relations Index
This leaderboard uses only the Industrial / Problem-first research segment denominator: 184 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 243 | Fabrico.iofabrico.io | Other observed source | 13.59% | 25 | 184 | 10 |
| #2 of 243 | Customconveyor.comcustomconveyor.com | Other observed source | 13.04% | 24 | 184 | 10 |
| #3 of 243 | Oxmaint.comoxmaint.com | Other observed source | 11.41% | 21 | 184 | 10 |
| #4 of 243 | Alligatorautomations.com.aualligatorautomations.com.au | Other observed source | 8.15% | 15 | 184 | 10 |
| #5 of 243 | Texasbelting.comtexasbelting.com | Other observed source | 7.61% | 14 | 184 | 10 |
| #6 of 243 | Ynypm.comynypm.com | Other observed source | 7.61% | 14 | 184 | 10 |
| #7 of 243 | Addanode.co.zaaddanode.co.za | Other observed source | 7.07% | 13 | 184 | 10 |
| #8 of 243 | Flexco.comflexco.com | Other observed source | 7.07% | 13 | 184 | 10 |
| #9 of 243 | Ifactoryapp.comifactoryapp.com | Other observed source | 7.07% | 13 | 184 | 10 |
| #10 of 243 | Martin-eng.commartin-eng.com | Other observed source | 7.07% | 13 | 184 | 10 |
| #11 of 243 | Cncwmt.comcncwmt.com | Other observed source | 6.52% | 12 | 184 | 10 |
| #12 of 243 | Bisonconvey.combisonconvey.com | Other observed source | 5.98% | 11 | 184 | 10 |
| #13 of 243 | Packagingconveyors.co.ukpackagingconveyors.co.uk | Other observed source | 5.98% | 11 | 184 | 10 |
| #14 of 243 | Unitecd.comunitecd.com | Other observed source | 5.98% | 11 | 184 | 10 |
| #15 of 243 | YouTubeyoutube.com | Search or media platform | 5.98% | 11 | 184 | 10 |
| #16 of 243 | Chncit.comchncit.com | Other observed source | 5.43% | 10 | 184 | 10 |
| #17 of 243 | Dingfelder.codingfelder.co | Other observed source | 5.43% | 10 | 184 | 10 |
| #18 of 243 | Fieldex.comfieldex.com | Other observed source | 5.43% | 10 | 184 | 10 |
| #19 of 243 | Fmhconveyors.comfmhconveyors.com | Other observed source | 4.89% | 9 | 184 | 10 |
| #20 of 243 | Swcons.comswcons.com | Other observed source | 4.89% | 9 | 184 | 10 |
| #21 of 243 | Cs-conveyor.comcs-conveyor.com | Other observed source | 4.35% | 8 | 184 | 10 |
| #22 of 243 | Glcncmachining.comglcncmachining.com | Other observed source | 4.35% | 8 | 184 | 10 |
| #23 of 243 | Prok.comprok.com | Other observed source | 4.35% | 8 | 184 | 10 |
| #24 of 243 | Centuryconveyor.comcenturyconveyor.com | Other observed source | 3.80% | 7 | 184 | 10 |
| #25 of 243 | Conveyors.ieconveyors.ie | Other observed source | 3.80% | 7 | 184 | 10 |
| #26 of 243 | Cryotos.comcryotos.com | Other observed source | 3.80% | 7 | 184 | 10 |
| #27 of 243 | Forgereliability.comforgereliability.com | Other observed source | 3.80% | 7 | 184 | 10 |
| #28 of 243 | Hoverdale.comhoverdale.com | Other observed source | 3.80% | 7 | 184 | 10 |
| #29 of 243 | Mining Technologymining-technology.com | Editorial publication | 3.80% | 7 | 184 | 10 |
| #30 of 243 | Mit.edumit.edu | Academic and government source | 3.80% | 7 | 184 | 10 |
| #31 of 243 | Packagingconveyor.compackagingconveyor.com | Other observed source | 3.80% | 7 | 184 | 10 |
| #32 of 243 | Beltmanagement.combeltmanagement.com | Other observed source | 3.26% | 6 | 184 | 10 |
| #33 of 243 | Cnclathing.comcnclathing.com | Other observed source | 3.26% | 6 | 184 | 10 |
| #34 of 243 | LinkedInlinkedin.com | Community and social platform | 3.26% | 6 | 184 | 10 |
| #35 of 243 | Mdcplus.fimdcplus.fi | Other observed source | 3.26% | 6 | 184 | 10 |
| #36 of 243 | Mhi.orgmhi.org | Academic and government source | 3.26% | 6 | 184 | 10 |
| #37 of 243 | Oeelab.comoeelab.com | Other observed source | 3.26% | 6 | 184 | 10 |
| #38 of 243 | Pallasmt.compallasmt.com | Other observed source | 3.26% | 6 | 184 | 10 |
| #39 of 243 | Redditreddit.com | Community and social platform | 3.26% | 6 | 184 | 10 |
| #40 of 243 | Zenithcrusher.comzenithcrusher.com | Other observed source | 3.26% | 6 | 184 | 10 |
| #41 of 243 | Australianmining.com.auaustralianmining.com.au | Other observed source | 2.72% | 5 | 184 | 10 |
| #42 of 243 | Chuxin-smt.comchuxin-smt.com | Other observed source | 2.72% | 5 | 184 | 10 |
| #43 of 243 | Cnctakang.comcnctakang.com | Other observed source | 2.72% | 5 | 184 | 10 |
| #44 of 243 | Donglong-conveyor.comdonglong-conveyor.com | Other observed source | 2.72% | 5 | 184 | 10 |
| #45 of 243 | East-cnc.kzeast-cnc.kz | Other observed source | 2.72% | 5 | 184 | 10 |
| #46 of 243 | Flexmachinetools.comflexmachinetools.com | Other observed source | 2.72% | 5 | 184 | 10 |
| #47 of 243 | Int-dist.comint-dist.com | Other observed source | 2.72% | 5 | 184 | 10 |
| #48 of 243 | Packmachinerylab.compackmachinerylab.com | Other observed source | 2.72% | 5 | 184 | 10 |
| #49 of 243 | Plantengineering.complantengineering.com | Other observed source | 2.72% | 5 | 184 | 10 |
| #50 of 243 | Productionprocessguide.co.ukproductionprocessguide.co.uk | Other observed source | 2.72% | 5 | 184 | 10 |
| #51 of 243 | Progressiveturnings.comprogressiveturnings.com | Other observed source | 2.72% | 5 | 184 | 10 |
| #52 of 243 | Rosnokmachine.comrosnokmachine.com | Other observed source | 2.72% | 5 | 184 | 10 |
| #53 of 243 | Uneedpm.comuneedpm.com | Other observed source | 2.72% | 5 | 184 | 10 |
| #54 of 243 | Amdmachines.comamdmachines.com | Other observed source | 2.17% | 4 | 184 | 10 |
| #55 of 243 | Cncmakers.comcncmakers.com | Other observed source | 2.17% | 4 | 184 | 10 |
| #56 of 243 | Elephantrubber.comelephantrubber.com | Other observed source | 2.17% | 4 | 184 | 10 |
| #57 of 243 | Flowmachinery.comflowmachinery.com | Other observed source | 2.17% | 4 | 184 | 10 |
| #58 of 243 | Groupact.comgroupact.com | Other observed source | 2.17% | 4 | 184 | 10 |
| #59 of 243 | Huataogroup.comhuataogroup.com | Other observed source | 2.17% | 4 | 184 | 10 |
| #60 of 243 | Sanhokgroup.comsanhokgroup.com | Other observed source | 2.17% | 4 | 184 | 10 |
| #61 of 243 | Stahura.comstahura.com | Other observed source | 2.17% | 4 | 184 | 10 |
| #62 of 243 | Superior-ind.comsuperior-ind.com | Other observed source | 2.17% | 4 | 184 | 10 |
| #63 of 243 | Vanguardcomponents.comvanguardcomponents.com | Other observed source | 2.17% | 4 | 184 | 10 |
| #64 of 243 | Wanplas.comwanplas.com | Other observed source | 2.17% | 4 | 184 | 10 |
| #65 of 243 | Acctekgroup.comacctekgroup.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #66 of 243 | Aimsindustrial.com.auaimsindustrial.com.au | Other observed source | 1.63% | 3 | 184 | 10 |
| #67 of 243 | Automaticpackaginglines.co.ukautomaticpackaginglines.co.uk | Other observed source | 1.63% | 3 | 184 | 10 |
| #68 of 243 | Conveyorbeltchn.comconveyorbeltchn.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #69 of 243 | Conveyordd.comconveyordd.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #70 of 243 | Gcindus.comgcindus.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #71 of 243 | Heidenhain.usheidenhain.us | Other observed source | 1.63% | 3 | 184 | 10 |
| #72 of 243 | Howtopackage.co.ukhowtopackage.co.uk | Other observed source | 1.63% | 3 | 184 | 10 |
| #73 of 243 | Iki.comiki.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #74 of 243 | Kkmsolutions.comkkmsolutions.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #75 of 243 | Mbaelectric.commbaelectric.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #76 of 243 | Mmsonline.commmsonline.com | Editorial publication | 1.63% | 3 | 184 | 10 |
| #77 of 243 | Motorcityrepair.commotorcityrepair.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #78 of 243 | Mscdirect.commscdirect.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #79 of 243 | Nwu.ac.zanwu.ac.za | Other observed source | 1.63% | 3 | 184 | 10 |
| #80 of 243 | Opuscnc.co.ukopuscnc.co.uk | Other observed source | 1.63% | 3 | 184 | 10 |
| #81 of 243 | Robyengineering.co.ukrobyengineering.co.uk | Other observed source | 1.63% | 3 | 184 | 10 |
| #82 of 243 | Semcor.netsemcor.net | Other observed source | 1.63% | 3 | 184 | 10 |
| #83 of 243 | Sinoconve.comsinoconve.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #84 of 243 | Spcdashboard.comspcdashboard.com | Vendor-owned source | 1.63% | 3 | 184 | 10 |
| #85 of 243 | The Machine Dailythemachinedaily.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #86 of 243 | Thomasconveyor.comthomasconveyor.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #87 of 243 | Transtack.nettranstack.net | Other observed source | 1.63% | 3 | 184 | 10 |
| #88 of 243 | Umcad.comumcad.com | Other observed source | 1.63% | 3 | 184 | 10 |
| #89 of 243 | Airmatic.comairmatic.com | Other observed source | 1.09% | 2 | 184 | 10 |
| #90 of 243 | Americasbelting.comamericasbelting.com | Other observed source | 1.09% | 2 | 184 | 10 |
| #91 of 243 | Beefed.aibeefed.ai | Other observed source | 1.09% | 2 | 184 | 10 |
| #92 of 243 | Chinamachiningsolutions.comchinamachiningsolutions.com | Other observed source | 1.09% | 2 | 184 | 10 |
| #93 of 243 | Cnccode.comcnccode.com | Other observed source | 1.09% | 2 | 184 | 10 |
| #94 of 243 | Conveyability.comconveyability.com | Other observed source | 1.09% | 2 | 184 | 10 |
| #95 of 243 | Conveyorsolution.comconveyorsolution.com | Other observed source | 1.09% | 2 | 184 | 10 |
| #96 of 243 | Cybernetik.comcybernetik.com | Other observed source | 1.09% | 2 | 184 | 10 |
| #97 of 243 | Delicncmachinery.comdelicncmachinery.com | Other observed source | 1.09% | 2 | 184 | 10 |
| #98 of 243 | Drum-roller.comdrum-roller.com | Other observed source | 1.09% | 2 | 184 | 10 |
| #99 of 243 | Easytvet.comeasytvet.com | Other observed source | 1.09% | 2 | 184 | 10 |
| #100 of 243 | Engineerlive.comengineerlive.com | Other observed source | 1.09% | 2 | 184 | 10 |
Showing the first 100 rows from 243 observed domains.
Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Industrial / Problem-first research: 243 observed source domains in the leaderboard, measured on 184 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/problem_first. CC BY 4.0.APA
Parrott, J. (2026). Industrial / 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/industrial/problem_first https://doi.org/10.5281/zenodo.23652423BibTeX
@misc{parrott2026mriindustrialproblemfirst,
author = {Parrott, Jaxon},
title = {Industrial / 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/industrial/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.