Logistics & Freight

Published segment leaderboard

Logistics & Freight: Problem-first research in the Machine Relations Index

This leaderboard uses only the Logistics & Freight / Problem-first research segment denominator: 129 observed answer runs across 9 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs129

Segment-specific denominator. Not the overall domain denominator.

Run dates9

Release floor: 7 dates.

Observed domains213

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.

RankSourceSource roleCitation rateCited runsObserved runsRun dates
#1 of 213Dashdoc.comdashdoc.comOther observed source16.28%211299
#2 of 213Opendock.comopendock.comOther observed source10.85%141299
#3 of 213Trinitylogistics.comtrinitylogistics.comOther observed source10.08%131299
#4 of 213Wearewarp.comwearewarp.comOther observed source8.53%111299
#5 of 213Withvector.comwithvector.comOther observed source8.53%111299
#6 of 213LinkedInlinkedin.comCommunity and social platform7.75%101299
#7 of 213Denver Expressdenverexpressco.comOther observed source6.98%91299
#8 of 213Loadingcalendar.comloadingcalendar.comOther observed source6.98%91299
#9 of 213Thedockscheduler.comthedockscheduler.comOther observed source6.98%91299
#10 of 213C3solutions.comc3solutions.comOther observed source6.20%81299
#11 of 213Cin7.comcin7.comOther observed source6.20%81299
#12 of 213Conmitto.ioconmitto.ioOther observed source6.20%81299
#13 of 213Netsuite.comnetsuite.comOther observed source5.43%71299
#14 of 213Ftleasy.comftleasy.comOther observed source4.65%61299
#15 of 213Fulfil.iofulfil.ioOther observed source4.65%61299
#16 of 213Princetontmx.comprincetontmx.comOther observed source4.65%61299
#17 of 213Shipium.comshipium.comOther observed source4.65%61299
#18 of 213Shopify.comshopify.comOther observed source4.65%61299
#19 of 213Terminal-industries.comterminal-industries.comOther observed source4.65%61299
#20 of 213Atsinc.comatsinc.comOther observed source3.88%51299
#21 of 213Linnworks.comlinnworks.comOther observed source3.88%51299
#22 of 213Nshift.comnshift.comOther observed source3.88%51299
#23 of 213Queueme.ioqueueme.ioOther observed source3.88%51299
#24 of 213Redditreddit.comCommunity and social platform3.88%51299
#25 of 213Shiphype.comshiphype.comOther observed source3.88%51299
#26 of 213Binlogic.iobinlogic.ioOther observed source3.10%41299
#27 of 213Deposco.comdeposco.comOther observed source3.10%41299
#28 of 213Getprodocks.comgetprodocks.comOther observed source3.10%41299
#29 of 213Laneproof.comlaneproof.comOther observed source3.10%41299
#30 of 213Sellercloud.comsellercloud.comOther observed source3.10%41299
#31 of 213Veeqo.comveeqo.comOther observed source3.10%41299
#32 of 213Vesyl.comvesyl.comOther observed source3.10%41299
#33 of 213YouTubeyoutube.comSearch or media platform3.10%41299
#34 of 213Amazon.comamazon.comOther observed source2.33%31299
#35 of 213Arrivy.comarrivy.comOther observed source2.33%31299
#36 of 213Cargoson.comcargoson.comOther observed source2.33%31299
#37 of 213Container-xchange.comcontainer-xchange.comOther observed source2.33%31299
#38 of 213Fleetrabbit.comfleetrabbit.comOther observed source2.33%31299
#39 of 213Freightfigures.comfreightfigures.comOther observed source2.33%31299
#40 of 213Klipfolio.comklipfolio.comOther observed source2.33%31299
#41 of 213Locus.shlocus.shOther observed source2.33%31299
#42 of 213Market-prospects.commarket-prospects.comOther observed source2.33%31299
#43 of 213Revolutiontrucking.comrevolutiontrucking.comOther observed source2.33%31299
#44 of 213Shipbob.comshipbob.comOther observed source2.33%31299
#45 of 213Shipscience.comshipscience.comOther observed source2.33%31299
#46 of 213Shopierp.comshopierp.comOther observed source2.33%31299
#47 of 213Tive.comtive.comVendor-owned source2.33%31299
#48 of 213Tradebyte.comtradebyte.comOther observed source2.33%31299
#49 of 213Truckstop.comtruckstop.comOther observed source2.33%31299
#50 of 213Unicargo.comunicargo.comOther observed source2.33%31299
#51 of 213Unicommerce.comunicommerce.comVendor-owned source2.33%31299
#52 of 213Usiprep.comusiprep.comOther observed source2.33%31299
#53 of 213Ustechautomations.comustechautomations.comOther observed source2.33%31299
#54 of 2134seller.com4seller.comOther observed source1.55%21299
#55 of 213Aajswift.comaajswift.comOther observed source1.55%21299
#56 of 213Aptean.comaptean.comOther observed source1.55%21299
#57 of 213Arnolditkin.comarnolditkin.comOther observed source1.55%21299
#58 of 213Bossnitix.combossnitix.comOther observed source1.55%21299
#59 of 213Carriyo.comcarriyo.comOther observed source1.55%21299
#60 of 213Chrobinson.comchrobinson.comOther observed source1.55%21299
#61 of 213The Clarion-Ledgerclarionledger.comOther observed source1.55%21299
#62 of 213Commercefriendly.comcommercefriendly.comOther observed source1.55%21299
#63 of 213Conexiom.comconexiom.comOther observed source1.55%21299
#64 of 213Container Newscontainer-news.comEditorial publication1.55%21299
#65 of 213Descartes.comdescartes.comOther observed source1.55%21299
#66 of 213Emergemarket.comemergemarket.comOther observed source1.55%21299
#67 of 213Eswap.globaleswap.globalOther observed source1.55%21299
#68 of 213Etailsolutions.cometailsolutions.comOther observed source1.55%21299
#69 of 213Extensiv.comextensiv.comOther observed source1.55%21299
#70 of 213Fedlaws.orgfedlaws.orgAcademic and government source1.55%21299
#71 of 213Finaleinventory.comfinaleinventory.comOther observed source1.55%21299
#72 of 213Fleetworks.aifleetworks.aiOther observed source1.55%21299
#73 of 213Forbesforbes.comEditorial publication1.55%21299
#74 of 213Foxa.appfoxa.appOther observed source1.55%21299
#75 of 213Freightos.comfreightos.comOther observed source1.55%21299
#76 of 213Freightpros.comfreightpros.comOther observed source1.55%21299
#77 of 213Fruitionlogistics.comfruitionlogistics.comOther observed source1.55%21299
#78 of 213gCaptaingcaptain.comEditorial publication1.55%21299
#79 of 213Gofreight.comgofreight.comOther observed source1.55%21299
#80 of 213Goramp.comgoramp.comOther observed source1.55%21299
#81 of 213Gpx.cogpx.coOther observed source1.55%21299
#82 of 213Hapag-lloyd.comhapag-lloyd.comOther observed source1.55%21299
#83 of 213Idscipub.comidscipub.comOther observed source1.55%21299
#84 of 213Inventory-planner.cominventory-planner.comOther observed source1.55%21299
#85 of 213Jbf-consulting.comjbf-consulting.comOther observed source1.55%21299
#86 of 213Journalnews.com.phjournalnews.com.phOther observed source1.55%21299
#87 of 213Keeyu.comkeeyu.comOther observed source1.55%21299
#88 of 213Kyozou.comkyozou.comOther observed source1.55%21299
#89 of 213Law360law360.comEditorial publication1.55%21299
#90 of 213M2logistics.comm2logistics.comOther observed source1.55%21299
#91 of 213Maaslogistic.commaaslogistic.comOther observed source1.55%21299
#92 of 213Matrackinc.commatrackinc.comOther observed source1.55%21299
#93 of 213Metabase.commetabase.comOther observed source1.55%21299
#94 of 213Nventory.ionventory.ioOther observed source1.55%21299
#95 of 213Ones.comones.comOther observed source1.55%21299
#96 of 213Orlio.ioorlio.ioOther observed source1.55%21299
#97 of 213Otrsolutions.comotrsolutions.comOther observed source1.55%21299
#98 of 213Peoplevox.compeoplevox.comOther observed source1.55%21299
#99 of 213Qoblex.comqoblex.comOther observed source1.55%21299
#100 of 213Repspark.comrepspark.comOther observed source1.55%21299

Showing the first 100 rows from 213 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Logistics & Freight / Problem-first research: 213 observed source domains in the leaderboard, measured on 129 observed runs across 9 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/logistics-freight/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). Logistics & Freight / 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/logistics-freight/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrilogisticsfreightproblemfirst,
  author = {Parrott, Jaxon},
  title = {Logistics \& Freight / 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/logistics-freight/problem_first},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}

CITATION.cff

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.

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