Evidence floor met in this release.
Published segment leaderboard
Logistics & Freight: How buyers choose in the Machine Relations Index
This leaderboard uses only the Logistics & Freight / How buyers choose segment denominator: 159 observed answer runs across 9 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 296 | FreightWavesfreightwaves.com | Editorial publication | 17.61% | 28 | 159 | 9 |
| #2 of 296 | locus.shlocus.sh | Other observed source | 12.58% | 20 | 159 | 9 |
| #3 of 296 | cargoez.comcargoez.com | Other observed source | 11.95% | 19 | 159 | 9 |
| #4 of 296 | legacyscs.comlegacyscs.com | Other observed source | 9.43% | 15 | 159 | 9 |
| #5 of 296 | redwoodlogistics.comredwoodlogistics.com | Other observed source | 8.81% | 14 | 159 | 9 |
| #6 of 296 | guideflow.comguideflow.com | Other observed source | 8.18% | 13 | 159 | 9 |
| #7 of 296 | lily.comlily.com | Other observed source | 8.18% | 13 | 159 | 9 |
| #8 of 296 | vtm.comvtm.com | Other observed source | 8.18% | 13 | 159 | 9 |
| #9 of 296 | saastransportation.comsaastransportation.com | Vendor-owned source | 6.92% | 11 | 159 | 9 |
| #10 of 296 | wifitalents.comwifitalents.com | Analyst and consulting research | 6.92% | 11 | 159 | 9 |
| #11 of 296 | zipdo.cozipdo.co | Analyst and consulting research | 6.92% | 11 | 159 | 9 |
| #12 of 296 | freightgate.comfreightgate.com | Other observed source | 6.29% | 10 | 159 | 9 |
| #13 of 296 | roserocket.comroserocket.com | Other observed source | 6.29% | 10 | 159 | 9 |
| #14 of 296 | wisor.aiwisor.ai | Vendor-owned source | 6.29% | 10 | 159 | 9 |
| #15 of 296 | cleverence.comcleverence.com | Other observed source | 5.66% | 9 | 159 | 9 |
| #16 of 296 | ctlogistics.comctlogistics.com | Other observed source | 5.66% | 9 | 159 | 9 |
| #17 of 296 | nextbillion.ainextbillion.ai | Other observed source | 5.66% | 9 | 159 | 9 |
| #18 of 296 | atsinc.comatsinc.com | Other observed source | 5.03% | 8 | 159 | 9 |
| #19 of 296 | dcvelocity.comdcvelocity.com | Other observed source | 5.03% | 8 | 159 | 9 |
| #20 of 296 | gitnux.orggitnux.org | Analyst and consulting research | 5.03% | 8 | 159 | 9 |
| #21 of 296 | ryder.comryder.com | Other observed source | 5.03% | 8 | 159 | 9 |
| #22 of 296 | providencesolutions.ioprovidencesolutions.io | Other observed source | 4.40% | 7 | 159 | 9 |
| #23 of 296 | smc3.comsmc3.com | Other observed source | 4.40% | 7 | 159 | 9 |
| #24 of 296 | tms.aitms.ai | Other observed source | 4.40% | 7 | 159 | 9 |
| #25 of 296 | upperinc.comupperinc.com | Other observed source | 4.40% | 7 | 159 | 9 |
| #26 of 296 | worldmetrics.orgworldmetrics.org | Analyst and consulting research | 4.40% | 7 | 159 | 9 |
| #27 of 296 | cargoson.comcargoson.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #28 of 296 | ceopickz.comceopickz.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #29 of 296 | exspeedite.comexspeedite.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #30 of 296 | fleetworks.aifleetworks.ai | Other observed source | 3.77% | 6 | 159 | 9 |
| #31 of 296 | racklify.comracklify.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #32 of 296 | ratevault.airatevault.ai | Other observed source | 3.77% | 6 | 159 | 9 |
| #33 of 296 | cxtms.comcxtms.com | Other observed source | 3.14% | 5 | 159 | 9 |
| #34 of 296 | freightender.comfreightender.com | Other observed source | 3.14% | 5 | 159 | 9 |
| #35 of 296 | geodis.comgeodis.com | Other observed source | 3.14% | 5 | 159 | 9 |
| #36 of 296 | gtbp.orggtbp.org | Other observed source | 3.14% | 5 | 159 | 9 |
| #37 of 296 | ibm.comibm.com | Vendor-owned source | 3.14% | 5 | 159 | 9 |
| #38 of 296 | item.comitem.com | Other observed source | 3.14% | 5 | 159 | 9 |
| #39 of 296 | tallyfreight.comtallyfreight.com | Vendor-owned source | 3.14% | 5 | 159 | 9 |
| #40 of 296 | ustechautomations.comustechautomations.com | Other observed source | 3.14% | 5 | 159 | 9 |
| #41 of 296 | agistix.comagistix.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #42 of 296 | argonandco.comargonandco.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #43 of 296 | canadacartage.comcanadacartage.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #44 of 296 | expeditedfreight.comexpeditedfreight.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #45 of 296 | gopenske.comgopenske.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #46 of 296 | inkl.cominkl.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #47 of 296 | liicornell.orgliicornell.org | Other observed source | 2.52% | 4 | 159 | 9 |
| #48 of 296 | nandc.comnandc.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #49 of 296 | pagecrawl.iopagecrawl.io | Other observed source | 2.52% | 4 | 159 | 9 |
| #50 of 296 | peaktransport.copeaktransport.co | Other observed source | 2.52% | 4 | 159 | 9 |
| #51 of 296 | ratiq.ioratiq.io | Other observed source | 2.52% | 4 | 159 | 9 |
| #52 of 296 | rxo.comrxo.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #53 of 296 | sendfromchina.comsendfromchina.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #54 of 296 | shipperguide.comshipperguide.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #55 of 296 | tadedicated.comtadedicated.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #56 of 296 | tai-software.comtai-software.com | Vendor-owned source | 2.52% | 4 | 159 | 9 |
| #57 of 296 | tellsystems.comtellsystems.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #58 of 296 | transportmanagement.orgtransportmanagement.org | Other observed source | 2.52% | 4 | 159 | 9 |
| #59 of 296 | truckingdive.comtruckingdive.com | Editorial publication | 2.52% | 4 | 159 | 9 |
| #60 of 296 | truxweb.comtruxweb.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #61 of 296 | atoship.comatoship.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #62 of 296 | brownintegratedlogistics.combrownintegratedlogistics.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #63 of 296 | cargowise.comcargowise.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #64 of 296 | ccjdigital.comccjdigital.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #65 of 296 | Container Newscontainer-news.com | Editorial publication | 1.89% | 3 | 159 | 9 |
| #66 of 296 | directfleetdispatch.comdirectfleetdispatch.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #67 of 296 | drive4ats.comdrive4ats.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #68 of 296 | freehand.aifreehand.ai | Other observed source | 1.89% | 3 | 159 | 9 |
| #69 of 296 | freightools.comfreightools.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #70 of 296 | freshplaza.comfreshplaza.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #71 of 296 | getitpicked.comgetitpicked.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #72 of 296 | lanesurf.comlanesurf.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #73 of 296 | LinkedInlinkedin.com | Community and social platform | 1.89% | 3 | 159 | 9 |
| #74 of 296 | ljtsi.comljtsi.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #75 of 296 | nationalfreighthub.comnationalfreighthub.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #76 of 296 | nshift.comnshift.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #77 of 296 | nuevaflo.comnuevaflo.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #78 of 296 | onfleet.comonfleet.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #79 of 296 | optimaldynamics.comoptimaldynamics.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #80 of 296 | orderlycore.comorderlycore.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #81 of 296 | otrucking.comotrucking.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #82 of 296 | owlery.aiowlery.ai | Other observed source | 1.89% | 3 | 159 | 9 |
| #83 of 296 | shiphype.comshiphype.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #84 of 296 | shipium.comshipium.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #85 of 296 | shiptli.comshiptli.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #86 of 296 | sigmadax.comsigmadax.com | Analyst and consulting research | 1.89% | 3 | 159 | 9 |
| #87 of 296 | techdinamics.comtechdinamics.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #88 of 296 | tradetech.nettradetech.net | Other observed source | 1.89% | 3 | 159 | 9 |
| #89 of 296 | transportify.com.phtransportify.com.ph | Other observed source | 1.89% | 3 | 159 | 9 |
| #90 of 296 | truckdispatchexperts.comtruckdispatchexperts.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #91 of 296 | truckinginfo.comtruckinginfo.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #92 of 296 | vektortms.comvektortms.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #93 of 296 | vpd.euvpd.eu | Other observed source | 1.89% | 3 | 159 | 9 |
| #94 of 296 | 3plogistics.com3plogistics.com | Analyst and consulting research | 1.26% | 2 | 159 | 9 |
| #95 of 296 | Air Cargo Newsaircargonews.net | Editorial publication | 1.26% | 2 | 159 | 9 |
| #96 of 296 | allpronow.netallpronow.net | Other observed source | 1.26% | 2 | 159 | 9 |
| #97 of 296 | amazonaws.comamazonaws.com | Other observed source | 1.26% | 2 | 159 | 9 |
| #98 of 296 | axiobench.comaxiobench.com | Analyst and consulting research | 1.26% | 2 | 159 | 9 |
| #99 of 296 | breakthroughfuel.combreakthroughfuel.com | Other observed source | 1.26% | 2 | 159 | 9 |
| #100 of 296 | cargavo.comcargavo.com | Market and company database | 1.26% | 2 | 159 | 9 |
Showing the first 100 rows from 296 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Logistics & Freight / How buyers choose: 296 observed source domains in the leaderboard, measured on 159 observed runs across 9 distinct run dates, 2026-05-10 to 2026-11-09. Release mri_score_v2.1+2026-11-09+d7ef5411c915. https://machinerelations.ai/index/categories/logistics-freight/how_choose. CC BY 4.0.Parrott, J. (2026). Logistics & Freight / How buyers choose in the Machine Relations Index (Version mri_score_v2.1+2026-11-09+d7ef5411c915) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/logistics-freight/how_choose https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrilogisticsfreighthowchoose,
author = {Parrott, Jaxon},
title = {Logistics \& Freight / How buyers choose 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/logistics-freight/how_choose},
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.