When we put the six ways a buyer actually shops for transportation management software to ChatGPT and Gemini, two names tied at the top: Blue Yonder TMS and Planimatik were each named in 3 of the 6 answers. No product was named in more than half of them.
We ran this on 2026-08-06. Each of the six questions got one live web search, and we recorded every product named and every source domain behind it. The two assistants answering were ChatGPT and Gemini. Across all six answers, 23 different products were named at least once.
Behind the two leaders sat a cluster of four products named in 2 of 6 answers each: DAT Broker TMS, Descartes Systems, FreightPOP, and Shipwell (33% each). Everything else was a long tail: 17 of the 23 named products, or 74%, showed up in exactly one of the six answers.
The shortlist changed with almost every question
The clearest finding here is that the answer depended more on how the question was worded than on any fixed ranking. Only one product, Blue Yonder TMS, appeared in as many as 3 of the 6 sub-questions, and the six questions between them produced 23 distinct names.
The bare "best transportation management software" question returned an enterprise-heavy list of 6: Blue Yonder TMS, Oracle Transportation Management (OTM), Descartes Systems, Shipsy, GoComet, and Planimatik. Oracle Transportation Management (OTM), Shipsy, and GoComet appeared here and in none of the other five answers.
"For small teams" produced 5 names, and only Blue Yonder TMS carried over from the "best" list. TrueFleet, MyCarrier, E2Open, and UberFreight each appeared only in this one small-teams answer.
"What transportation management software should I use" returned 6 names and leaned enterprise again: SAP Transportation Management, Blue Yonder, TMW Systems, Planimatik, Shipwell, and FreightPOP. SAP Transportation Management and TMW Systems showed up only here.
The word "free" rewrote the shortlist completely. "Best free transportation management software" returned 7 names: AscendTMS, DAT Broker TMS, Connecteam, ShipStation, Shippo, UROUTE, and OpenTCS. Six of those seven (all except DAT Broker TMS) appeared in no other answer, and this free list shared not a single product with the plain "best" list.
"Most affordable" collapsed to just 2 names: DAT Broker TMS and Emerge Market. Emerge Market appeared only here, and DAT Broker TMS was the only product to land on both the free and the affordable lists.
"Recommendations" looked like the consensus core: Blue Yonder TMS, Descartes Systems, Planimatik, Shipwell, and FreightPOP, all 5 of which also appeared in at least one other answer. If you want the shortlist most buyers will actually see, this is it.
Put together, the six answers split into two worlds. The "best", "should I use", and "recommendations" questions returned the enterprise and mid-market names (Blue Yonder TMS in 3 of 6, Planimatik in 3 of 6, plus Descartes, Shipwell, and FreightPOP), while the "free" and "affordable" questions returned an almost entirely separate cast, sharing only DAT Broker TMS between them. A buyer who types "free" and a buyer who types "best" are shown different products.
Where the answers came from
Reddit was behind every answer. reddit.com fed 6 of the 6 answers (100%), more than any review directory, analyst, or vendor in the set.
The next tier was analyst and roundup content. gartner.com and geotab.com each fed 5 of 6 answers (83%), and forbes.com plus quora.com each fed 4 of 6 (67%). A community thread, Reddit or Quora, sat behind all six answers.
geotab.com is itself a fleet-software vendor, yet its blog acted as a roundup, feeding 5 of 6 answers without Geotab ever being named as a product. Several cited domains work this way: the site that gets cited is not always the product that gets named.
Review directories barely registered. g2.com and capterra.com each appeared in only 1 of 6 answers, with goodfirms.co and softwareadvice.com also at 1 of 6 each. Reddit fed six times as many answers as G2 did.
The key insight is a vendor's own domain. planimatik.com fed 3 of 6 answers, and Planimatik was named in exactly those 3. Its own marketing site is doing the citing work. The same pattern held on a smaller scale for dat.com (fed 2 answers, DAT Broker TMS named in 2) and uroute.net (fed 1, UROUTE named in 1).
Not every vendor blog helped its owner, though. ramco.com and cargoson.com each fed 1 answer, but neither Ramco nor Cargoson was named. A roundup on your own domain that lists rivals mostly helps the rivals.
What a vendor here would do to get named
The source list, not market share, decides who gets named. Planimatik was named in 3 of 6 answers, tying the global leader Blue Yonder and beating Oracle and SAP, which were named in 1 of 6 each, because Planimatik is present on Reddit, in the Gartner and Geotab roundups, and on its own clearly-worded site.
So the work is concrete: be in the Reddit and Quora threads buyers start in (those two fed every answer between them), get into the Gartner, Geotab, Forbes, and Intek Logistics roundups (each behind 3 to 5 of 6 answers), and make your own domain state plainly what you do, the way planimatik.com did across 3 of 6 answers.
Where Glotier fits
Glotier does not sell transportation management software, so we are correctly absent from all 6 of these answers. We would not want to fake our way onto a list we do not belong on.
But this page is exactly the thing we run for a customer's own category: the six buyer questions, the products named, and the source domains behind each answer. If you sell in a category, you can see your own version of this in about a minute, free, with no account.
The full list, counted
The table below shows the top products by how many of the 6 answers named each. One note on the data: the assistants recorded the market leader under two labels, "Blue Yonder TMS" (3 of 6) and a bare "Blue Yonder" (1 of 6). We keep them as separate rows because that is how the answers named them, and we do not merge them into a combined 4 the measurement never actually shows.
| Product | Named in | Share |
|---|---|---|
| Blue Yonder TMS | 3 of 6 | 50% |
| Planimatik | 3 of 6 | 50% |
| DAT Broker TMS | 2 of 6 | 33% |
| Descartes Systems | 2 of 6 | 33% |
| FreightPOP | 2 of 6 | 33% |
| Shipwell | 2 of 6 | 33% |
| AscendTMS | 1 of 6 | 17% |
| Blue Yonder | 1 of 6 | 17% |
| Connecteam | 1 of 6 | 17% |