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TJX · Retail

In AI answers about retail, TJX shows up as a leadership and scale example, not a default name

When assistants were asked category questions that never named a brand, TJX surfaced mostly in questions about who is best run or who employs the most people. Walmart, Target and Costco carried the broader retail conversation.

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

In AI answers

Visibility

6%

Share of answers that named TJX, with a 95% range of 5–7%. Measured September 29, 2026 · 5 assistants · 1,250 answers.

Answers naming it

71 / 1,250

Position by visibility

#12 of 15

In this snapshot only

In the press

News mentions

4,639

PeakMetrics news index, last 30 days.

TJX in the headline

782

Rank by press volume

#13 of 15

Within this sector

Named in 44 of 250 questions, the 12 most-named shown

Question
Which retail companies pay their CEOs the most compared to their median employee?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
What are the largest apparel and fashion retailers globally?Named by: ChatGPT, Gemini, Perplexity, Grok
Which US retailers are best run, in your opinion?Named by: ChatGPT, Gemini, Perplexity, Grok
I'm an investor looking for stable, dominant retailers with strong balance sheets. Which ones stand out?Named by: ChatGPT, Claude, Gemini, Grok
Are there any retailers that have consistently outperformed the market over the last decade?Named by: ChatGPT, Claude, Gemini, Grok
Which discount stores have surprisingly good quality for the price?Named by: Gemini, Perplexity, Grok
What stores are best for finding unique, trendy home decor that isn't the same as everywhere else?Named by: Claude, Perplexity
Is it cheaper to buy clothes at off-price stores or wait for department store sales?Named by: Gemini, Grok
Where should a college student on a tight budget buy dorm essentials?Named by: Gemini, Grok
Which retailers have had the worst point-of-sale malware or credit card skimming incidents?Named by: Perplexity, Grok
I'm a store manager thinking about switching companies. Which retailers have the best management career paths?Named by: Gemini, Grok
Which retailers employ the most people in the US?Named by: Claude, Gemini

and 32 more questions whose answers named TJX.

The evidence

One snapshot, measured September 29, 2026. These figures come from one quarterly run of 1,250 answers (95% range 5–7%), not a ranking or a trend. The questions never named TJX.

How the answers frame TJX

This is a snapshot from 29 September 2026: 250 benchmark questions put to ChatGPT, Claude, Gemini, Perplexity and Grok, none naming a brand. That is 1,250 answers in all. TJX was named in 71 of them. By provider, the split was Grok 32 of 250, Gemini 13, ChatGPT 12, Perplexity 8 and Claude 6.

TJX's visibility was concentrated in one question intent. Leadership questions reached 26%. Value was 8%, employer 10% and safety 6%. Trust and innovation were 0%, and reliability, service, returns and loyalty were all in low single digits.

In the three stored answers, TJX was one name in a list rather than the subject. Claude, asked which retailers employ the most people in the US, listed TJX with 349,000 employees alongside Walmart, Costco and Lowe's. Gemini named TJX among the brands for "best run" retailers, but the excerpt shown centers on Costco and H-E-B. Perplexity grouped Costco, Walmart and TJX together and described TJX as "an impressive off-price operator" with a fiscal 2025 pretax margin of 11.5%.

The credit tags were thin. Two mentions were tagged Not Substantive and one Financial Performance. That matches the Perplexity framing, which leaned on margins and profitability.

**TJX** is an impressive off-price operator, combining growth with strong profitability; its fiscal 2025 pretax margin increased to 11.5%.
Perplexity, answering “Which US retailers are best run, in your opinion?”

What the press is saying

The PeakMetrics news index recorded 4,639 mentions of TJX in the last 30 days, 782 with the brand in the headline. The sampled headlines are mostly financial and corporate: a quarterly dividend announcement, a board election, and stock-performance pieces. One headline reads "Morgan Stanley backs TJX after its worst quarter in years."

Coverage is sizable but well below the category's largest names. Walmart's index count is 79,582 and Target's 42,684. Nike is at 37,047 and Costco at 37,348.

**TJX** with 349,000 employees…
Claude, answering “Which retailers employ the most people in the US?”

The gap

The press treats TJX as a listed company: dividends, governance, stock performance. The assistants, in the answers sampled, treat it as a scale-and-operations example: headcount and profitability in "best run" and employer questions.

Peer counts show TJX behind Walmart (577 of 1,250 answers), Target (452) and Costco (423), and close to IKEA (74) and Walgreens (62). Its press volume is higher than IKEA's, Nordstrom's and Macy's, yet those brands were named more often in the answers. Press volume and AI visibility did not move together in this snapshot.

Grok accounts for 32 of the 71 mentions, so the total leans heavily on one assistant. Claude named TJX least.

What to watch

For a TJX comms team, the takeaway is where the brand is absent. Trust, innovation, reliability, service and loyalty questions returned almost nothing in this snapshot, while leadership questions are where the brand appears.

Track which sources the assistants draw on for financial and workforce figures, since those figures are what the sampled answers repeated. The Perplexity answer cited numbered sources for its margin claim.

This is one run of live answers, and results vary between runs. Treat the pattern as a baseline to re-measure, not a ranking.

The evidence

Where TJX 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
    5%3–8%
  2. Claude
    2%1–5%
  3. Gemini
    5%3–9%
  4. Perplexity
    3%2–6%
  5. Grok
    13%9–18%

Appeared in

The 12 questions whose answers named TJX most often, with each assistant that named it. 44 questions named it in all. The questions did not mention the brand.

  • Which retail companies pay their CEOs the most compared to their median employee?ChatGPTClaudeGeminiPerplexityGrok
  • What are the largest apparel and fashion retailers globally?ChatGPTGeminiPerplexityGrok
  • Which US retailers are best run, in your opinion?ChatGPTGeminiPerplexityGrok
  • I'm an investor looking for stable, dominant retailers with strong balance sheets. Which ones stand out?ChatGPTClaudeGeminiGrok
  • Are there any retailers that have consistently outperformed the market over the last decade?ChatGPTClaudeGeminiGrok
  • Which discount stores have surprisingly good quality for the price?GeminiPerplexityGrok
  • What stores are best for finding unique, trendy home decor that isn't the same as everywhere else?ClaudePerplexity
  • Is it cheaper to buy clothes at off-price stores or wait for department store sales?GeminiGrok
  • Where should a college student on a tight budget buy dorm essentials?GeminiGrok
  • Which retailers have had the worst point-of-sale malware or credit card skimming incidents?PerplexityGrok
  • I'm a store manager thinking about switching companies. Which retailers have the best management career paths?GeminiGrok
  • Which retailers employ the most people in the US?ClaudeGemini

Visibility by question type

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

  1. Reliability and quality
    3%1–9%
  2. Trust and reputation
    0%0–4%
  3. Value and price
    8%4–16%
  4. Customer service
    2%1–7%
  5. Safety and security
    6%3–13%
  6. Innovation
    0%0–4%
  7. Leadership and scale
    26%19–36%
  8. Employer and workplace
    10%6–17%
  9. Sustainability and ethics
    5%2–11%
  10. Avoid and risk
    2%1–8%
  11. Returns and shipping
    3%1–9%
  12. Product selection and assortment
    6%3–13%
  13. Loyalty and rewards
    1%0–6%
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 TJX 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 Substantive2 answers
  • Financial Performance1 answer

Press rank and AI rank

Where TJX sits among the 15 retail 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

#12 of 15

  1. 12

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

Rank by news mentions

#13 of 15

  1. 13

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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