How AI answer engines name C.H. Robinson
Data through October 20, 2026
Across 609 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Logistics & Freight between May 10, 2026 and October 20, 2026, C.H. Robinson was named in 40 (6.6%).
By engine
Answers each engine gave to buyer questions about Logistics & Freight, and how many of them named C.H. Robinson.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 5 | 142 | 3.5% |
| Claude | 6 | 142 | 4.2% |
| Gemini | 15 | 142 | 10.6% |
| Perplexity | 13 | 142 | 9.2% |
| Google AI Mode | 1 | 22 | 4.5% |
| Google AI Overviews | 0 | 19 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 27 | 102 | 26.5% |
| Ranked list | 0 | 103 | 0.0% |
| Head-to-head | 12 | 105 | 11.4% |
| Is it worth it | 1 | 104 | 1.0% |
| How to choose | 0 | 98 | 0.0% |
| Problem first | 0 | 97 | 0.0% |
Week by week
C.H. Robinson was named in at least one answer in 5 of the 5 weeks on record; the latest was the week of October 19, 2026.
Each week's answers to buyer questions about Logistics & Freight, Monday to Sunday, newest first, and how many of them named C.H. Robinson. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 1 | 41 | 2.4% | |
| 5 | 144 | 3.5% | |
| 17 | 228 | 7.5% | |
| 9 | 168 | 5.4% | |
| 8 | 28 | 28.6% |
Named alongside
- Modal: named together in 1 answers
Sources the engines cited when they named C.H. Robinson
Domains cited in answers that named C.H. Robinson, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| atsinc.com | 15 |
| shipsims.com | 11 |
| wearewarp.com | 11 |
| badgerlogistics.com | 8 |
| linkedin.com | 7 |
| carrieratlas.com | 5 |
| instant-rates.com | 5 |
| loadconnect.io | 5 |
| loadsmart.com | 5 |
| traffix.com | 5 |
C.H. Robinson's own site (chrobinson.com) was cited in 11 of 40 (27.5%).
Across every answer run in the Machine Relations Index, not only the answers that named C.H. Robinson, chrobinson.com was cited in 43 of 28,201 (0.15%), by 5 of the 6 engines it observes. Its Index confidence grade is C, and the Index ranks it #517 of 32,242 cited domains and #250 of 27,839 other observed sources.
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.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend C.H. Robinson?
ChatGPT named C.H. Robinson in 5 of 142 answers (3.5%) to buyer questions about Logistics & Freight between May 10, 2026 and October 20, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed C.H. Robinson.
Which sources do AI engines cite when they mention C.H. Robinson?
The domains cited most often in answers that named C.H. Robinson were atsinc.com (15 answers), shipsims.com (11 answers) and wearewarp.com (11 answers).
Which AI engine names C.H. Robinson most often?
Gemini, at 10.6%: it named C.H. Robinson in 15 of 142 answers to buyer questions about Logistics & Freight.