Evidence floor met in this release.
Published segment leaderboard
Logistics & Freight: Best tools in the Machine Relations Index
This leaderboard uses only the Logistics & Freight / Best tools segment denominator: 182 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 278 | mycarrier.iomycarrier.io | Other observed source | 14.84% | 27 | 182 | 10 |
| #2 of 278 | softwareadvice.comsoftwareadvice.com | Other observed source | 14.29% | 26 | 182 | 10 |
| #3 of 278 | wearewarp.comwearewarp.com | Other observed source | 14.29% | 26 | 182 | 10 |
| #4 of 278 | locus.shlocus.sh | Other observed source | 13.74% | 25 | 182 | 10 |
| #5 of 278 | suitefleet.comsuitefleet.com | Other observed source | 13.74% | 25 | 182 | 10 |
| #6 of 278 | princetontmx.comprincetontmx.com | Other observed source | 13.19% | 24 | 182 | 10 |
| #7 of 278 | guideflow.comguideflow.com | Other observed source | 12.09% | 22 | 182 | 10 |
| #8 of 278 | G2g2.com | Market and company database | 11.54% | 21 | 182 | 10 |
| #9 of 278 | inteklogistics.cominteklogistics.com | Other observed source | 10.44% | 19 | 182 | 10 |
| #10 of 278 | atsinc.comatsinc.com | Other observed source | 9.89% | 18 | 182 | 10 |
| #11 of 278 | capterra.comcapterra.com | Market and company database | 9.89% | 18 | 182 | 10 |
| #12 of 278 | selecthub.comselecthub.com | Other observed source | 9.34% | 17 | 182 | 10 |
| #13 of 278 | pcssoft.compcssoft.com | Other observed source | 8.79% | 16 | 182 | 10 |
| #14 of 278 | cargoson.comcargoson.com | Other observed source | 7.69% | 14 | 182 | 10 |
| #15 of 278 | gofreight.comgofreight.com | Other observed source | 7.69% | 14 | 182 | 10 |
| #16 of 278 | shipsims.comshipsims.com | Other observed source | 7.69% | 14 | 182 | 10 |
| #17 of 278 | badgerlogistics.combadgerlogistics.com | Other observed source | 7.14% | 13 | 182 | 10 |
| #18 of 278 | erpresearch.comerpresearch.com | Market and company database | 7.14% | 13 | 182 | 10 |
| #19 of 278 | FreightWavesfreightwaves.com | Editorial publication | 7.14% | 13 | 182 | 10 |
| #20 of 278 | gartner.comgartner.com | Analyst and consulting research | 7.14% | 13 | 182 | 10 |
| #21 of 278 | worldmetrics.orgworldmetrics.org | Analyst and consulting research | 7.14% | 13 | 182 | 10 |
| #22 of 278 | elogii.comelogii.com | Other observed source | 6.59% | 12 | 182 | 10 |
| #23 of 278 | Transport Topicsttnews.com | Editorial publication | 6.59% | 12 | 182 | 10 |
| #24 of 278 | Carrier Atlascarrieratlas.com | Editorial publication | 5.49% | 10 | 182 | 10 |
| #25 of 278 | legendtms.comlegendtms.com | Other observed source | 5.49% | 10 | 182 | 10 |
| #26 of 278 | softwareconnect.comsoftwareconnect.com | Other observed source | 5.49% | 10 | 182 | 10 |
| #27 of 278 | freightpop.comfreightpop.com | Vendor-owned source | 4.95% | 9 | 182 | 10 |
| #28 of 278 | gitnux.orggitnux.org | Analyst and consulting research | 4.95% | 9 | 182 | 10 |
| #29 of 278 | inboundlogistics.cominboundlogistics.com | Other observed source | 4.95% | 9 | 182 | 10 |
| #30 of 278 | instant-rates.cominstant-rates.com | Other observed source | 4.95% | 9 | 182 | 10 |
| #31 of 278 | loadsmart.comloadsmart.com | Other observed source | 4.95% | 9 | 182 | 10 |
| #32 of 278 | altexsoft.comaltexsoft.com | Other observed source | 4.40% | 8 | 182 | 10 |
| #33 of 278 | freightwisellc.comfreightwisellc.com | Other observed source | 4.40% | 8 | 182 | 10 |
| #34 of 278 | project44.comproject44.com | Other observed source | 4.40% | 8 | 182 | 10 |
| #35 of 278 | torquetms.comtorquetms.com | Other observed source | 4.40% | 8 | 182 | 10 |
| #36 of 278 | zipdo.cozipdo.co | Analyst and consulting research | 4.40% | 8 | 182 | 10 |
| #37 of 278 | cargoez.comcargoez.com | Other observed source | 3.85% | 7 | 182 | 10 |
| #38 of 278 | FreightCaviarfreightcaviar.com | Editorial publication | 3.85% | 7 | 182 | 10 |
| #39 of 278 | geotab.comgeotab.com | Other observed source | 3.85% | 7 | 182 | 10 |
| #40 of 278 | hashmicro.comhashmicro.com | Other observed source | 3.85% | 7 | 182 | 10 |
| #41 of 278 | homebusinessmag.comhomebusinessmag.com | Editorial publication | 3.85% | 7 | 182 | 10 |
| #42 of 278 | LinkedInlinkedin.com | Community and social platform | 3.85% | 7 | 182 | 10 |
| #43 of 278 | Slashdotslashdot.org | Editorial publication | 3.85% | 7 | 182 | 10 |
| #44 of 278 | statwharf.comstatwharf.com | Other observed source | 3.85% | 7 | 182 | 10 |
| #45 of 278 | Container Newscontainer-news.com | Editorial publication | 3.30% | 6 | 182 | 10 |
| #46 of 278 | dashdoc.comdashdoc.com | Other observed source | 3.30% | 6 | 182 | 10 |
| #47 of 278 | dispatchpal.comdispatchpal.com | Other observed source | 3.30% | 6 | 182 | 10 |
| #48 of 278 | getapp.comgetapp.com | Other observed source | 3.30% | 6 | 182 | 10 |
| #49 of 278 | loadconnect.ioloadconnect.io | Other observed source | 3.30% | 6 | 182 | 10 |
| #50 of 278 | Supply Chain Desksupplychaindesk.com | Editorial publication | 3.30% | 6 | 182 | 10 |
| #51 of 278 | turvo.comturvo.com | Other observed source | 3.30% | 6 | 182 | 10 |
| #52 of 278 | uberfreight.comuberfreight.com | Other observed source | 3.30% | 6 | 182 | 10 |
| #53 of 278 | viewpointanalysis.comviewpointanalysis.com | Market and company database | 3.30% | 6 | 182 | 10 |
| #54 of 278 | YouTube (only pages not mapped to a channel or publication)youtube.com | Search or media platform | 3.30% | 6 | 182 | 10 |
| #55 of 278 | descartes.comdescartes.com | Other observed source | 2.75% | 5 | 182 | 10 |
| #56 of 278 | foodlogistics.comfoodlogistics.com | Other observed source | 2.75% | 5 | 182 | 10 |
| #57 of 278 | fynd.comfynd.com | Vendor-owned source | 2.75% | 5 | 182 | 10 |
| #58 of 278 | locate2u.comlocate2u.com | Other observed source | 2.75% | 5 | 182 | 10 |
| #59 of 278 | mobisoftinfotech.commobisoftinfotech.com | Other observed source | 2.75% | 5 | 182 | 10 |
| #60 of 278 | oracle.comoracle.com | Vendor-owned source | 2.75% | 5 | 182 | 10 |
| #61 of 278 | rankite.comrankite.com | Other observed source | 2.75% | 5 | 182 | 10 |
| #62 of 278 | ryder.comryder.com | Other observed source | 2.75% | 5 | 182 | 10 |
| #63 of 278 | sap.comsap.com | Other observed source | 2.75% | 5 | 182 | 10 |
| #64 of 278 | shipsy.aishipsy.ai | Other observed source | 2.75% | 5 | 182 | 10 |
| #65 of 278 | Solutions Reviewsolutionsreview.com | Other observed source | 2.75% | 5 | 182 | 10 |
| #66 of 278 | supplywolf.comsupplywolf.com | Other observed source | 2.75% | 5 | 182 | 10 |
| #67 of 278 | unsustainablemagazine.comunsustainablemagazine.com | Other observed source | 2.75% | 5 | 182 | 10 |
| #68 of 278 | wifitalents.comwifitalents.com | Analyst and consulting research | 2.75% | 5 | 182 | 10 |
| #69 of 278 | bigrigbase.combigrigbase.com | Other observed source | 2.20% | 4 | 182 | 10 |
| #70 of 278 | capterra.co.ukcapterra.co.uk | Other observed source | 2.20% | 4 | 182 | 10 |
| #71 of 278 | exafol.comexafol.com | Other observed source | 2.20% | 4 | 182 | 10 |
| #72 of 278 | ExportNest Hubexportnesthub.com | Editorial publication | 2.20% | 4 | 182 | 10 |
| #73 of 278 | getafreightquote.comgetafreightquote.com | Other observed source | 2.20% | 4 | 182 | 10 |
| #74 of 278 | manh.commanh.com | Other observed source | 2.20% | 4 | 182 | 10 |
| #75 of 278 | mordorintelligence.commordorintelligence.com | Market and company database | 2.20% | 4 | 182 | 10 |
| #76 of 278 | premierss.compremierss.com | Other observed source | 2.20% | 4 | 182 | 10 |
| #77 of 278 | qad.comqad.com | Other observed source | 2.20% | 4 | 182 | 10 |
| #78 of 278 | ratelinx.comratelinx.com | Other observed source | 2.20% | 4 | 182 | 10 |
| #79 of 278 | softwareadvice.com.ausoftwareadvice.com.au | Other observed source | 2.20% | 4 | 182 | 10 |
| #80 of 278 | SourceForgesourceforge.net | Market and company database | 2.20% | 4 | 182 | 10 |
| #81 of 278 | squeezegrowth.comsqueezegrowth.com | Other observed source | 2.20% | 4 | 182 | 10 |
| #82 of 278 | technbrains.comtechnbrains.com | Other observed source | 2.20% | 4 | 182 | 10 |
| #83 of 278 | TechTargettechtarget.com | Editorial publication | 2.20% | 4 | 182 | 10 |
| #84 of 278 | torotms.comtorotms.com | Other observed source | 2.20% | 4 | 182 | 10 |
| #85 of 278 | truckertools.comtruckertools.com | Other observed source | 2.20% | 4 | 182 | 10 |
| #86 of 278 | ubico.ioubico.io | Vendor-owned source | 2.20% | 4 | 182 | 10 |
| #87 of 278 | acefreightexperts.comacefreightexperts.com | Other observed source | 1.65% | 3 | 182 | 10 |
| #88 of 278 | allystrans.comallystrans.com | Other observed source | 1.65% | 3 | 182 | 10 |
| #89 of 278 | benjamingordon.mebenjamingordon.me | Other observed source | 1.65% | 3 | 182 | 10 |
| #90 of 278 | ceopickz.comceopickz.com | Other observed source | 1.65% | 3 | 182 | 10 |
| #91 of 278 | chrobinson.comchrobinson.com | Other observed source | 1.65% | 3 | 182 | 10 |
| #92 of 278 | clipground.comclipground.com | Other observed source | 1.65% | 3 | 182 | 10 |
| #93 of 278 | comparecamp.comcomparecamp.com | Other observed source | 1.65% | 3 | 182 | 10 |
| #94 of 278 | dispatched.financedispatched.finance | Other observed source | 1.65% | 3 | 182 | 10 |
| #95 of 278 | fitsmallbusiness.comfitsmallbusiness.com | Other observed source | 1.65% | 3 | 182 | 10 |
| #96 of 278 | fleettms.comfleettms.com | Other observed source | 1.65% | 3 | 182 | 10 |
| #97 of 278 | Forbesforbes.com | Editorial publication | 1.65% | 3 | 182 | 10 |
| #98 of 278 | glideappsagency.comglideappsagency.com | Other observed source | 1.65% | 3 | 182 | 10 |
| #99 of 278 | legendprotrader.comlegendprotrader.com | Other observed source | 1.65% | 3 | 182 | 10 |
| #100 of 278 | loadera.netloadera.net | Other observed source | 1.65% | 3 | 182 | 10 |
Showing the first 100 rows from 278 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Logistics & Freight / Best tools: 278 observed source domains in the leaderboard, measured on 182 observed runs across 10 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/best_x. CC BY 4.0.Parrott, J. (2026). Logistics & Freight / Best tools 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/best_x https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrilogisticsfreightbestx,
author = {Parrott, Jaxon},
title = {Logistics \& Freight / Best tools 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/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 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.