How AI answer engines name Shipwell
Data through November 7, 2026
Across 946 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Logistics & Freight between May 10, 2026 and November 7, 2026, Shipwell was named in 71 (7.5%).
By engine
Answers each engine gave to buyer questions about Logistics & Freight, and how many of them named Shipwell.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 1 | 233 | 0.4% |
| Claude | 9 | 226 | 4.0% |
| Gemini | 33 | 197 | 16.8% |
| Perplexity | 17 | 233 | 7.3% |
| Google AI Mode | 7 | 33 | 21.2% |
| Google AI Overviews | 4 | 24 | 16.7% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 54 | 177 | 30.5% |
| Ranked list | 1 | 155 | 0.6% |
| Head-to-head | 0 | 156 | 0.0% |
| Is it worth it | 13 | 156 | 8.3% |
| How to choose | 3 | 155 | 1.9% |
| Problem first | 0 | 147 | 0.0% |
Week by week
Shipwell was named in at least one answer in all 7 weeks on record; the latest was the week of November 2, 2026.
Each week's answers to buyer questions about Logistics & Freight, Monday to Sunday, newest first, and how many of them named Shipwell. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 12 | 117 | 10.3% | |
| 6 | 140 | 4.3% | |
| 10 | 121 | 8.3% | |
| 8 | 144 | 5.6% | |
| 21 | 228 | 9.2% | |
| 9 | 168 | 5.4% | |
| 5 | 28 | 17.9% |
Named first
When an answer named Shipwell alongside another brand in this record, it was named first in 15 of 30 (50.0%).
Named alongside
- Acumatica: named together in 20 answers
- Microsoft Dynamics 365: named together in 10 answers
- C.H. Robinson: named together in 8 answers
- Banyan Technology: named together in 2 answers
- Descartes MacroPoint: named together in 2 answers
- GoFreight: named together in 2 answers
- Standout: named together in 1 answer
- Transporeon: named together in 1 answer
Other sources the engines cited when they named Shipwell
Domains other than Shipwell's own sites, ranked by the number of answers that named Shipwell and cited each domain. Own-site citations are shown separately below.
| Domain | Answers |
|---|---|
| suitefleet.com | 14 |
| mycarrier.io | 13 |
| locus.sh | 12 |
| princetontmx.com | 11 |
| softwareadvice.com | 11 |
| wearewarp.com | 10 |
| pcssoft.com | 9 |
| cargoson.com | 8 |
| g2.com | 7 |
| gofreight.com | 7 |
Shipwell's own site (shipwell.com) was cited in 4 of 71 (5.6%).
Across every answer run in the Machine Relations Index, not only the answers that named Shipwell, shipwell.com was cited in 4 of 37,140 (0.01%), by 3 of the 6 engines it observes. The Index is still collecting evidence on shipwell.com before it grades or ranks it.
Across every Logistics & Freight buyer question, not only the answers that named Shipwell, the Machine Relations Index ranks which sources AI engines cite for Logistics & Freight questions.
How this is measured
Names are matched case-sensitively from each brand's own homepage title, in answers stored by the Machine Relations Index. Only derived counts are published here; no answer text is.
A brand appears only once it has been named in at least 10 answers on 7 separate days.
A name match counts a mention. It does not count a recommendation, and it does not measure sentiment.
Categories are the Index's buyer-question categories.
Window-to-window brand movement is unmeasured. The stored counts do not establish unchanged prompts, collection instruments and sampling weights across periods. Historical counts and weekly rows are descriptive, not a matched trend.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Shipwell?
ChatGPT named Shipwell in 1 of 233 answers (0.4%) to buyer questions about Logistics & Freight between May 10, 2026 and November 7, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Shipwell.
Which sources do AI engines cite when they mention Shipwell?
Excluding Shipwell's own sites, the domains cited most often in answers that named Shipwell were suitefleet.com (14 answers), mycarrier.io (13 answers) and locus.sh (12 answers). Shipwell's own site (shipwell.com) was cited in 4 of 71 (5.6%).
Which AI engine names Shipwell most often?
Google AI Mode, at 21.2%: it named Shipwell in 7 of 33 answers to buyer questions about Logistics & Freight.