Source Map · release 2026-09

Transportation management systems: where the answers cite

Observed answers on stated dates, not a ranking. This is not a judgment of product quality.

Answers captured 2026-09-22. Valid answers: 150 of 150 (100.0%) target attempts. The September release's naming and citation figures are unchanged.

Citation shares count each distinct returned URL once per answer. Answer shares count a domain once per answer. A checked-vendor domain is any canonical domain or alias in this category's fixed set. Own is evaluated relative to each vendor in the downloadable rules.

Titles not fetched: 97 of 462 (21.0%) distinct cited URLs. We use the URL path where a title could not be read.

Complete source classes and fired rules · Category record

ChatGPT

Valid answers: 30 of 30 (100.0%) recorded attempts.

Source mix for ChatGPT
Source classCitations
checked vendor96 of 142 (67.6%)
review platform0 of 142 (0.0%)
community0 of 142 (0.0%)
video0 of 142 (0.0%)
reference0 of 142 (0.0%)
academic government0 of 142 (0.0%)
media0 of 142 (0.0%)
ranked list14 of 142 (9.9%)
other company32 of 142 (22.5%)
other0 of 142 (0.0%)

Checked vendors' owned sites: 96 of 142 (67.6%) citations. Other companies: 32 of 142 (22.5%). Ranked lists: 14 of 142 (9.9%).

Ten most-cited domains for ChatGPT
DomainClassCitationsAnswers
truckbase.comother company18 of 142 (12.7%)9 of 30 (30.0%)
sap.comchecked vendor13 of 142 (9.2%)9 of 30 (30.0%)
alvys.comchecked vendor12 of 142 (8.5%)9 of 30 (30.0%)
aljex.comchecked vendor10 of 142 (7.0%)10 of 30 (33.3%)
oracle.comchecked vendor10 of 142 (7.0%)9 of 30 (30.0%)
tai-software.comranked list8 of 142 (5.6%)8 of 30 (26.7%)
turvo.comchecked vendor7 of 142 (4.9%)7 of 30 (23.3%)
blueyonder.comchecked vendor6 of 142 (4.2%)6 of 30 (20.0%)
infios.comchecked vendor6 of 142 (4.2%)6 of 30 (20.0%)
e2open.comchecked vendor5 of 142 (3.5%)5 of 30 (16.7%)

Claude

Valid answers: 30 of 30 (100.0%) recorded attempts.

Source mix for Claude
Source classCitations
checked vendor29 of 267 (10.9%)
review platform28 of 267 (10.5%)
community0 of 267 (0.0%)
video0 of 267 (0.0%)
reference0 of 267 (0.0%)
academic government0 of 267 (0.0%)
media14 of 267 (5.2%)
ranked list164 of 267 (61.4%)
other company32 of 267 (12.0%)
other0 of 267 (0.0%)

Checked vendors' owned sites: 29 of 267 (10.9%) citations. Other companies: 32 of 267 (12.0%). Ranked lists: 164 of 267 (61.4%).

Ten most-cited domains for Claude
DomainClassCitationsAnswers
softwareconnect.commedia14 of 267 (5.2%)9 of 30 (30.0%)
alvys.comchecked vendor10 of 267 (3.7%)5 of 30 (16.7%)
bestcarriertms.comranked list10 of 267 (3.7%)8 of 30 (26.7%)
arktms.comranked list9 of 267 (3.4%)7 of 30 (23.3%)
capterra.comreview platform9 of 267 (3.4%)9 of 30 (30.0%)
checkthat.airanked list9 of 267 (3.4%)9 of 30 (30.0%)
gofreight.comranked list9 of 267 (3.4%)9 of 30 (30.0%)
selecthub.comranked list7 of 267 (2.6%)4 of 30 (13.3%)
softwareadvice.comreview platform7 of 267 (2.6%)4 of 30 (13.3%)
softwarefinder.comother company7 of 267 (2.6%)4 of 30 (13.3%)

Perplexity

Valid answers: 30 of 30 (100.0%) recorded attempts.

Source mix for Perplexity
Source classCitations
checked vendor45 of 651 (6.9%)
review platform55 of 651 (8.4%)
community3 of 651 (0.5%)
video0 of 651 (0.0%)
reference0 of 651 (0.0%)
academic government0 of 651 (0.0%)
media21 of 651 (3.2%)
ranked list446 of 651 (68.5%)
other company78 of 651 (12.0%)
other3 of 651 (0.5%)

Checked vendors' owned sites: 45 of 651 (6.9%) citations. Other companies: 78 of 651 (12.0%). Ranked lists: 446 of 651 (68.5%).

Ten most-cited domains for Perplexity
DomainClassCitationsAnswers
supplychaindesk.comranked list30 of 651 (4.6%)15 of 30 (50.0%)
freightwaves.comranked list27 of 651 (4.1%)18 of 30 (60.0%)
pcssoft.comchecked vendor27 of 651 (4.1%)21 of 30 (70.0%)
capterra.comreview platform21 of 651 (3.2%)12 of 30 (40.0%)
justdial.comother company21 of 651 (3.2%)6 of 30 (20.0%)
bestcarriertms.comranked list19 of 651 (2.9%)7 of 30 (23.3%)
g2.comreview platform15 of 651 (2.3%)6 of 30 (20.0%)
locus.shranked list15 of 651 (2.3%)6 of 30 (20.0%)
marketbeat.comranked list15 of 651 (2.3%)3 of 30 (10.0%)
selecthub.comranked list15 of 651 (2.3%)12 of 30 (40.0%)

Google AI Overviews

Valid answers: 30 of 30 (100.0%) recorded attempts.

Source mix for Google AI Overviews
Source classCitations
checked vendor48 of 252 (19.0%)
review platform8 of 252 (3.2%)
community19 of 252 (7.5%)
video18 of 252 (7.1%)
reference0 of 252 (0.0%)
academic government1 of 252 (0.4%)
media0 of 252 (0.0%)
ranked list133 of 252 (52.8%)
other company25 of 252 (9.9%)
other0 of 252 (0.0%)

Checked vendors' owned sites: 48 of 252 (19.0%) citations. Other companies: 25 of 252 (9.9%). Ranked lists: 133 of 252 (52.8%).

Ten most-cited domains for Google AI Overviews
DomainClassCitationsAnswers
reddit.comcommunity19 of 252 (7.5%)18 of 30 (60.0%)
alvys.comchecked vendor18 of 252 (7.1%)6 of 30 (20.0%)
youtube.comvideo18 of 252 (7.1%)11 of 30 (36.7%)
datatruck.ioranked list11 of 252 (4.4%)8 of 30 (26.7%)
brokerpro.comranked list8 of 252 (3.2%)8 of 30 (26.7%)
princetontmx.comchecked vendor8 of 252 (3.2%)8 of 30 (26.7%)
facebook.comranked list7 of 252 (2.8%)6 of 30 (20.0%)
itqlick.comother company7 of 252 (2.8%)6 of 30 (20.0%)
ustechautomations.comranked list7 of 252 (2.8%)7 of 30 (23.3%)
premierss.comranked list6 of 252 (2.4%)6 of 30 (20.0%)

Google AI Mode

Valid answers: 30 of 30 (100.0%) recorded attempts.

Source mix for Google AI Mode
Source classCitations
checked vendor35 of 118 (29.7%)
review platform13 of 118 (11.0%)
community12 of 118 (10.2%)
video0 of 118 (0.0%)
reference0 of 118 (0.0%)
academic government0 of 118 (0.0%)
media0 of 118 (0.0%)
ranked list48 of 118 (40.7%)
other company10 of 118 (8.5%)
other0 of 118 (0.0%)

Checked vendors' owned sites: 35 of 118 (29.7%) citations. Other companies: 10 of 118 (8.5%). Ranked lists: 48 of 118 (40.7%).

Ten most-cited domains for Google AI Mode
DomainClassCitationsAnswers
alvys.comchecked vendor13 of 118 (11.0%)9 of 30 (30.0%)
reddit.comcommunity12 of 118 (10.2%)12 of 30 (40.0%)
capterra.comreview platform5 of 118 (4.2%)4 of 30 (13.3%)
datatruck.ioranked list5 of 118 (4.2%)5 of 30 (16.7%)
g2.comreview platform5 of 118 (4.2%)4 of 30 (13.3%)
ustechautomations.comranked list5 of 118 (4.2%)5 of 30 (16.7%)
glideappsagency.comranked list4 of 118 (3.4%)4 of 30 (13.3%)
princetontmx.comchecked vendor4 of 118 (3.4%)4 of 30 (13.3%)
truckbase.comother company4 of 118 (3.4%)2 of 30 (6.7%)
brokerpro.comranked list3 of 118 (2.5%)2 of 30 (6.7%)

Observed answers on stated dates, not a ranking. This is not a judgment of product quality.