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C.H. Robinson · Logistics & Delivery

In AI answers about logistics, C.H. Robinson is a freight-brokerage name on lists, not a lead voice

The assistants placed C.H. Robinson in the freight broker and third-party logistics slot, usually as one name among several. Press coverage in the same period centered on stock performance and investor events.

Measured September 29, 2026ChatGPT, Claude, Gemini, Perplexity and GrokCheck your own brand →

In AI answers

Visibility

5%

Share of answers that named C.H. Robinson, with a 95% range of 4–6%. Measured September 29, 2026 · 5 assistants · 1,250 answers.

Answers naming it

59 / 1,250

Position by visibility

#8 of 15

In this snapshot only

In the press

News mentions

1,932

PeakMetrics news index, last 30 days.

C.H. Robinson in the headline

569

Rank by press volume

#9 of 15

Within this sector

Named in 27 of 250 questions, the 12 most-named shown

Question
What are the most respected names in freight and trucking logistics for big companies?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
My grandson wants a career at a top-tier logistics company. Which ones are the industry giants worth aiming for?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Who are the leading freight brokerage firms in the country?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which freight forwarders are known for dependable ocean shipping schedules?Named by: ChatGPT, Gemini, Perplexity, Grok
I'm an investor worried about liability risk. Which logistics companies have had the most serious safety lawsuits or regulatory fines?Named by: Claude, Gemini, Perplexity, Grok
most trusted freight companies?Named by: Claude, Gemini, Grok
Which logistics stocks are considered industry leaders?Named by: Claude, Gemini, Grok
Which trucking and freight brokerage companies have the best digital platforms for booking loads?Named by: ChatGPT, Gemini, Grok
Are third-party freight brokers trustworthy, and which ones are well regarded?Named by: ChatGPT, Perplexity, Grok
As an investor, which logistics companies are seen as the best-managed and most respected in the industry?Named by: Gemini, Perplexity, Grok
As a supply chain manager, which third-party logistics providers have the strongest technology offerings?Named by: Gemini, Perplexity, Grok
Which shipping companies handle weather disruptions best and recover fastest?Named by: Gemini, Grok

and 15 more questions whose answers named C.H. Robinson.

The evidence

One snapshot, measured September 29, 2026. These figures come from one quarterly run of 1,250 answers (95% range 4–6%), not a ranking or a trend. The questions never named C.H. Robinson.

How the answers frame C.H. Robinson

This snapshot (measured 2026-09-29) covers 250 category questions put to ChatGPT, Claude, Gemini, Perplexity and Grok, none of which named a brand. C.H. Robinson was named in 59 of the 1,250 answers. FedEx and UPS each appeared in roughly 890 to 900. By provider, Grok named C.H. Robinson in 19 of its 250 answers, Gemini in 13, Perplexity in 10, ChatGPT in 9 and Claude in 8.

The brand shows up where the question is about freight, brokerage or big-company logistics. Perplexity's answer to "Who are the leading freight brokerage firms in the country?" listed C.H. Robinson first, at $11.56 billion in 2026 gross brokerage revenue. Gemini described it as a large U.S. freight broker and 3PL. In Claude's cold chain answer it sat in a group of "other major players", after Americold, Lineage and Maersk.

Most mentions carried little description. The credit data classes six of the recorded credits as "Not Substantive", with one each for Reliability & Operations and Financial Performance. Visibility by question intent was highest for trust and leadership questions (16% each). It was 0% for service and for speed and tracking, and 1% for safety and small-business fit.

In the investor answer from Perplexity, C.H. Robinson came after UPS, DHL Group, FedEx and J.B. Hunt as a name "also worth examining".

One of the largest freight brokers and third-party logistics (3PL) providers in the U.S., known for its massive carrier network and advanced logistics technology.
Gemini, answering “What are the most respected names in freight and trucking logistics for big companies?”

What the press is saying

PeakMetrics' news index shows 1,932 mentions of C.H. Robinson over the last 30 days, 569 of them with the brand in the headline. That is well below FedEx (21,769) and UPS (34,392) and above J.B. Hunt (3,040) only when compared on AI visibility, not on news volume.

The recent headlines are financial. A repeated "Is C.H. Robinson Stock Underperforming the S&P 500?" appears across several small syndicating sites, alongside an item about the company participating in upcoming investor conferences. The press storyline in these samples is about the stock and investor relations.

…are also worth examining in freight forwarding and brokerage…
Perplexity, answering “As an investor, which logistics companies are seen as the best-managed and most respected in the industry?”

The gap

The two stories barely overlap. The press sample is about share-price performance. The AI answers are about category position: a large broker, a big carrier network, a name to include on a shortlist. Even the investor question did not lead the assistants to stock-performance narratives; Perplexity said management quality is hard to rank and pointed to reputation signals.

The answers also gave the brand little descriptive detail. Where it appeared, it was mostly as a list entry rather than a named strength on service, tracking or handling, which are the topics where the snapshot showed almost no visibility.

What to watch

A comms team would take three points from this single snapshot. First, brokerage and 3PL questions are where the assistants surface the brand, so the descriptions there matter most. Second, service, tracking and safety questions produced little or no visibility, so those themes are open ground in these answers. Third, the syndicated stock-performance headlines are the most repeated press item, and they are not what the assistants drew on here.

Live answers vary between runs. Repeat these benchmark questions before treating any of this as a pattern.

The evidence

Where C.H. Robinson appeared, and what it was credited for.

Per-provider split

The same answers split by assistant, each with its 95% range. Where two assistants' ranges overlap, the difference between them may be noise.

  1. ChatGPT
    4%2–7%
  2. Claude
    3%2–6%
  3. Gemini
    5%3–9%
  4. Perplexity
    4%2–7%
  5. Grok
    8%5–12%

Appeared in

The 12 questions whose answers named C.H. Robinson most often, with each assistant that named it. 27 questions named it in all. The questions did not mention the brand.

  • What are the most respected names in freight and trucking logistics for big companies?ChatGPTClaudeGeminiPerplexityGrok
  • My grandson wants a career at a top-tier logistics company. Which ones are the industry giants worth aiming for?ChatGPTClaudeGeminiPerplexityGrok
  • Who are the leading freight brokerage firms in the country?ChatGPTClaudeGeminiPerplexityGrok
  • Which freight forwarders are known for dependable ocean shipping schedules?ChatGPTGeminiPerplexityGrok
  • I'm an investor worried about liability risk. Which logistics companies have had the most serious safety lawsuits or regulatory fines?ClaudeGeminiPerplexityGrok
  • most trusted freight companies?ClaudeGeminiGrok
  • Which logistics stocks are considered industry leaders?ClaudeGeminiGrok
  • Which trucking and freight brokerage companies have the best digital platforms for booking loads?ChatGPTGeminiGrok
  • Are third-party freight brokers trustworthy, and which ones are well regarded?ChatGPTPerplexityGrok
  • As an investor, which logistics companies are seen as the best-managed and most respected in the industry?GeminiPerplexityGrok
  • As a supply chain manager, which third-party logistics providers have the strongest technology offerings?GeminiPerplexityGrok
  • Which shipping companies handle weather disruptions best and recover fastest?GeminiGrok

Visibility by question type

The share of answers to each type of question that named C.H. Robinson, with its 95% range. Each type has fewer answers than the whole run, so its range is wider.

  1. Reliability and quality
    6%3–12%
  2. Trust and reputation
    16%9–26%
  3. Value and price
    2%1–7%
  4. Customer service
    0%0–4%
  5. Safety and security
    1%0–5%
  6. Innovation
    8%4–15%
  7. Leadership and scale
    16%10–24%
  8. Employer and workplace
    6%3–13%
  9. Sustainability and ethics
    2%1–7%
  10. Avoid and risk
    8%4–15%
  11. Small business and e-commerce fit
    1%0–5%
  12. Speed and tracking
    0%0–4%
  13. Package handling and loss
    0%0–4%
Measured September 29, 2026. ChatGPT, Claude, Gemini, Perplexity and Grok. Types with no answers are left out.

What the answers credited it for

The topics the answers tied to C.H. Robinson when they named it, as labeled by a classifier run on this site (a Visibility Driver label, not a customer workspace's Smart Category). It describes what the answer discussed, not whether it was favorable.

  • Not Substantive6 answers
  • Reliability & Operations1 answer
  • Financial Performance1 answer

Press rank and AI rank

Where C.H. Robinson sits among the 15 logistics & delivery brands with news data in this snapshot, on each measure. Ranks only: the two measures use different units and time windows.

Rank by AI visibility

#8 of 15

  1. 8

Share of 1,250 answers, measured September 29, 2026.

Rank by news mentions

#9 of 15

  1. 9

PeakMetrics news index, last 30 days.

Mention volume is not comparable across sectors, so both ranks are within this sector.

Recent PeakMetrics headlines

A sample of recent coverage from the PeakMetrics news index, covering the last 30 days. Links open the original article.

How this was measured

Measured September 29, 2026. 250 unbranded questions per sector, asked to ChatGPT, Claude, Gemini, Perplexity and Grok on their product models, with web search on. Refreshed quarterly.

This is a snapshot, not a ranking or a trend: AI answers vary from run to run. It shows whether a brand appeared and which sources were cited, not how favorably it was described. The paid platform tracks favorability daily.

Full method

In an early five-question test, the same brand went from 40% to 30% to 70% visibility across three runs, which is why every figure here is dated and treated as a snapshot.

The questions cover 13 intents, such as reliability, value for money and customer service. A model drafted them, a review pass removed paraphrases and questions that point to one company, and every question was checked so that none names a measured brand. Each was asked once per assistant in run 2026Q4.

Every visibility figure comes with a 95% range (a Wilson interval). Where two brands' ranges overlap, treat them as tied. The figures use all 1,250 answers. The quotes in the story come from a stratified sample of 60 of them, spread across every assistant and intent.

Summarized on September 30, 2026from this snapshot's stored answers. Every quote is checked against the original answer.

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