Evidence floor met in this release.
Published segment leaderboard
Logistics & Freight: Is it worth it in the Machine Relations Index
This leaderboard uses only the Logistics & Freight / Is it worth it 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 257 | Shipperguide.comshipperguide.com | Other observed source | 19.50% | 31 | 159 | 9 |
| #2 of 257 | Wearewarp.comwearewarp.com | Other observed source | 18.87% | 30 | 159 | 9 |
| #3 of 257 | Cargoson.comcargoson.com | Other observed source | 11.95% | 19 | 159 | 9 |
| #4 of 257 | Transplus.iotransplus.io | Other observed source | 10.06% | 16 | 159 | 9 |
| #5 of 257 | Descartes.comdescartes.com | Other observed source | 8.81% | 14 | 159 | 9 |
| #6 of 257 | Locus.shlocus.sh | Other observed source | 8.81% | 14 | 159 | 9 |
| #7 of 257 | Gofreight.comgofreight.com | Other observed source | 8.18% | 13 | 159 | 9 |
| #8 of 257 | Load-market.comload-market.com | Other observed source | 8.18% | 13 | 159 | 9 |
| #9 of 257 | Quantumbyte.aiquantumbyte.ai | Other observed source | 7.55% | 12 | 159 | 9 |
| #10 of 257 | Gobolt.comgobolt.com | Other observed source | 6.92% | 11 | 159 | 9 |
| #11 of 257 | Locate2u.comlocate2u.com | Other observed source | 6.92% | 11 | 159 | 9 |
| #12 of 257 | Trinetix.comtrinetix.com | Other observed source | 6.92% | 11 | 159 | 9 |
| #13 of 257 | Truckerpro.catruckerpro.ca | Other observed source | 6.92% | 11 | 159 | 9 |
| #14 of 257 | Nuvocargo.comnuvocargo.com | Other observed source | 6.29% | 10 | 159 | 9 |
| #15 of 257 | Freightfigures.comfreightfigures.com | Other observed source | 5.66% | 9 | 159 | 9 |
| #16 of 257 | Geotab.comgeotab.com | Other observed source | 5.66% | 9 | 159 | 9 |
| #17 of 257 | Gpx.cogpx.co | Other observed source | 5.66% | 9 | 159 | 9 |
| #18 of 257 | LinkedInlinkedin.com | Community and social platform | 5.66% | 9 | 159 | 9 |
| #19 of 257 | Lugg.comlugg.com | Other observed source | 5.66% | 9 | 159 | 9 |
| #20 of 257 | Racklify.comracklify.com | Other observed source | 5.03% | 8 | 159 | 9 |
| #21 of 257 | Brightpearl.combrightpearl.com | Other observed source | 4.40% | 7 | 159 | 9 |
| #22 of 257 | Dashdoc.comdashdoc.com | Other observed source | 4.40% | 7 | 159 | 9 |
| #23 of 257 | Fleetrabbit.comfleetrabbit.com | Other observed source | 4.40% | 7 | 159 | 9 |
| #24 of 257 | Logifie.comlogifie.com | Other observed source | 4.40% | 7 | 159 | 9 |
| #25 of 257 | Macropoint.commacropoint.com | Other observed source | 4.40% | 7 | 159 | 9 |
| #26 of 257 | Trimble.comtrimble.com | Other observed source | 4.40% | 7 | 159 | 9 |
| #27 of 257 | Businesssolutionsus.combusinesssolutionsus.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #28 of 257 | Cleverence.comcleverence.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #29 of 257 | Emergemarket.comemergemarket.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #30 of 257 | Fareye.comfareye.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #31 of 257 | Freightmaths.comfreightmaths.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #32 of 257 | G2mint.comg2mint.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #33 of 257 | Getafreightquote.comgetafreightquote.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #34 of 257 | Haulier.aihaulier.ai | Other observed source | 3.77% | 6 | 159 | 9 |
| #35 of 257 | Magnustech.commagnustech.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #36 of 257 | Rxo.comrxo.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #37 of 257 | Shiptify.comshiptify.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #38 of 257 | Spoke.comspoke.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #39 of 257 | Supply Chain Desksupplychaindesk.com | Editorial publication | 3.77% | 6 | 159 | 9 |
| #40 of 257 | Truckertools.comtruckertools.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #41 of 257 | Trucksonthemap.comtrucksonthemap.com | Vendor-owned source | 3.77% | 6 | 159 | 9 |
| #42 of 257 | Ustechautomations.comustechautomations.com | Other observed source | 3.77% | 6 | 159 | 9 |
| #43 of 257 | YouTubeyoutube.com | Search or media platform | 3.77% | 6 | 159 | 9 |
| #44 of 257 | Deliwell.eudeliwell.eu | Other observed source | 3.14% | 5 | 159 | 9 |
| #45 of 257 | Freightzy.comfreightzy.com | Other observed source | 3.14% | 5 | 159 | 9 |
| #46 of 257 | Onerail.comonerail.com | Other observed source | 3.14% | 5 | 159 | 9 |
| #47 of 257 | Onfleet.comonfleet.com | Other observed source | 3.14% | 5 | 159 | 9 |
| #48 of 257 | Pcssoft.compcssoft.com | Other observed source | 3.14% | 5 | 159 | 9 |
| #49 of 257 | Saigontechnology.comsaigontechnology.com | Other observed source | 3.14% | 5 | 159 | 9 |
| #50 of 257 | Tentrucks.comtentrucks.com | Other observed source | 3.14% | 5 | 159 | 9 |
| #51 of 257 | Allpronow.netallpronow.net | Other observed source | 2.52% | 4 | 159 | 9 |
| #52 of 257 | Aptean.comaptean.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #53 of 257 | Dreamztech.comdreamztech.com | Market and company database | 2.52% | 4 | 159 | 9 |
| #54 of 257 | Dropoff.comdropoff.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #55 of 257 | Freightpop.comfreightpop.com | Vendor-owned source | 2.52% | 4 | 159 | 9 |
| #56 of 257 | FreightWavesfreightwaves.com | Editorial publication | 2.52% | 4 | 159 | 9 |
| #57 of 257 | Getnimbl.comgetnimbl.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #58 of 257 | Globaltrademag.comglobaltrademag.com | Editorial publication | 2.52% | 4 | 159 | 9 |
| #59 of 257 | Inboundlogistics.cominboundlogistics.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #60 of 257 | Loginextsolutions.comloginextsolutions.com | Vendor-owned source | 2.52% | 4 | 159 | 9 |
| #61 of 257 | Logisticsbureau.comlogisticsbureau.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #62 of 257 | Mds.comds.co | Other observed source | 2.52% | 4 | 159 | 9 |
| #63 of 257 | Princetontmx.comprincetontmx.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #64 of 257 | Shipnetwork.comshipnetwork.com | Other observed source | 2.52% | 4 | 159 | 9 |
| #65 of 257 | Transfix.iotransfix.io | Other observed source | 2.52% | 4 | 159 | 9 |
| #66 of 257 | Bulkloads.combulkloads.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #67 of 257 | Digitalheroesco.comdigitalheroesco.com | Analyst and consulting research | 1.89% | 3 | 159 | 9 |
| #68 of 257 | Ecommercefulfilment.comecommercefulfilment.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #69 of 257 | Eliteextra.comeliteextra.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #70 of 257 | Elogii.comelogii.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #71 of 257 | Ez-tms.comez-tms.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #72 of 257 | Fidelitone.comfidelitone.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #73 of 257 | Freight-tec.comfreight-tec.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #74 of 257 | Freightplus.iofreightplus.io | Other observed source | 1.89% | 3 | 159 | 9 |
| #75 of 257 | Freightvero.comfreightvero.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #76 of 257 | Gartner.comgartner.com | Analyst and consulting research | 1.89% | 3 | 159 | 9 |
| #77 of 257 | Go-eka.aigo-eka.ai | Other observed source | 1.89% | 3 | 159 | 9 |
| #78 of 257 | IndustryWeekindustryweek.com | Editorial publication | 1.89% | 3 | 159 | 9 |
| #79 of 257 | Infios.cominfios.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #80 of 257 | Inteklogistics.cominteklogistics.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #81 of 257 | Keelway.comkeelway.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #82 of 257 | Mandata.co.ukmandata.co.uk | Other observed source | 1.89% | 3 | 159 | 9 |
| #83 of 257 | Nexasphere.ionexasphere.io | Other observed source | 1.89% | 3 | 159 | 9 |
| #84 of 257 | Parcelindustry.comparcelindustry.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #85 of 257 | Roundtrip.airoundtrip.ai | Other observed source | 1.89% | 3 | 159 | 9 |
| #86 of 257 | Sap.comsap.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #87 of 257 | Shiplocate.comshiplocate.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #88 of 257 | Transoratms.comtransoratms.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #89 of 257 | Truckmyapps.comtruckmyapps.com | Other observed source | 1.89% | 3 | 159 | 9 |
| #90 of 257 | AMB Logisticamblogistic.us | Other observed source | 1.26% | 2 | 159 | 9 |
| #91 of 257 | Bringg.combringg.com | Other observed source | 1.26% | 2 | 159 | 9 |
| #92 of 257 | Cdslogistics.netcdslogistics.net | Other observed source | 1.26% | 2 | 159 | 9 |
| #93 of 257 | Curri.comcurri.com | Other observed source | 1.26% | 2 | 159 | 9 |
| #94 of 257 | Dhl.comdhl.com | Other observed source | 1.26% | 2 | 159 | 9 |
| #95 of 257 | Directfleetdispatch.comdirectfleetdispatch.com | Other observed source | 1.26% | 2 | 159 | 9 |
| #96 of 257 | EasyPosteasypost.com | Other observed source | 1.26% | 2 | 159 | 9 |
| #97 of 257 | Fleet-tower.comfleet-tower.com | Other observed source | 1.26% | 2 | 159 | 9 |
| #98 of 257 | Freightamigo.comfreightamigo.com | Other observed source | 1.26% | 2 | 159 | 9 |
| #99 of 257 | Freightsuite.comfreightsuite.com | Other observed source | 1.26% | 2 | 159 | 9 |
| #100 of 257 | Fretron.comfretron.com | Other observed source | 1.26% | 2 | 159 | 9 |
Showing the first 100 rows from 257 observed domains.
Cite this
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Logistics & Freight / Is it worth it: 257 observed source domains in the leaderboard, measured on 159 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/is_x_worth. CC BY 4.0.Parrott, J. (2026). Logistics & Freight / Is it worth it 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/is_x_worth https://doi.org/10.5281/zenodo.23652423@misc{parrott2026mrilogisticsfreightisxworth,
author = {Parrott, Jaxon},
title = {Logistics \& Freight / Is it worth it 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/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 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.