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Walmart · Retail

In AI answers about retail, Walmart is the default name for price and scale, less so for trust.

Walmart is the most-named retailer in this snapshot and also the most-covered in the press. The assistants reach for it on value, leadership and pay questions, and mention it far less often when the question is about reliability or trust.

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

In AI answers

Visibility

46%

Share of answers that named Walmart, with a 95% range of 43–49%. Measured September 29, 2026 · 5 assistants · 1,250 answers.

Answers naming it

577 / 1,250

Position by visibility

#1 of 15

In this snapshot only

In the press

News mentions

79,582

PeakMetrics news index, last 30 days.

Walmart in the headline

13,541

Rank by press volume

#1 of 15

Within this sector

Named in 178 of 250 questions, the 12 most-named shown

Question
Which retail companies have been accused of greenwashing?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which online retailers are most trustworthy about third-party sellers and dangerous products?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which big-box stores have the most advanced self-checkout technology?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
I'm trying to figure out which retailers are actually innovative with in-store tech versus just talking about it. Who's really doing it well?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which big-box stores have the best selection of pet supplies?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which retailers have paid the biggest settlements for wage theft?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Who handles gift card problems and lost balances best among the big retailers?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Rank the major online marketplaces by how good their deals are for everyday shoppers.Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Which big-box stores have the best prices on household basics like paper towels and laundry detergent?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
I'm a retiree who's nervous about getting scammed when shopping online. Which big-name retailers are safest and most reputable to order from?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Top grocery chains in America by market share?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok
Who are the market leaders in online retail?Named by: ChatGPT, Claude, Gemini, Perplexity, Grok

and 166 more questions whose answers named Walmart.

The evidence

One snapshot, measured September 29, 2026. These figures come from one quarterly run of 1,250 answers (95% range 43–49%), not a ranking or a trend. The questions never named Walmart.

How the answers frame Walmart

This is a snapshot from 29 September 2026: 250 category questions put to ChatGPT, Claude, Gemini, Perplexity and Grok, none naming a brand. Walmart was named in 577 of 1,250 answers, ahead of Target (452) and Costco (423). Grok named it most often (160 of 250 answers) and Claude least (91 of 250). The narrative reading below draws on the 42 stored answers that named Walmart, which are a sample of those 577.

Its visibility varied by the kind of question. Leadership questions surfaced it most (80%), followed by value and innovation (64% each). Reliability (26%), product selection (31%) and service (34%) were the lowest. In the answers where the brand's credited themes were classified, Price & Value and Labour & Workplace were the most common substantive themes. Those counts are small.

The favourable framings were mostly about scale and price. Perplexity's answer on best-run retailers credited Walmart with operating at scale while improving margins. Claude's answer on furnishing a first apartment pointed to its low entry-level furniture prices. Gemini's trust answer listed it first among trusted retailers, citing affordability, promotions and pickup.

On the questions where Costco was the direct comparison, the answers often put Costco first. This was true for starting wages and for how well retailers pay and treat employees. It was also true for honest pricing and for generous late returns. Walmart appeared in those answers as the baseline or the contrast.

Other answers placed Walmart in scrutiny contexts. ChatGPT's answer on wage-theft settlements named Walmart among the retailers it discussed, and its cage-free eggs answer noted that Walmart had not fully completed the transition. Gemini's union-busting answer included Walmart on its list of accused retailers. Perplexity's customer-service answer cited an older ACSI comparison in which Walmart scored below the category average, and added that the comparison was dated.

Frequently cited for its strength in affordability, promotions, and reliable pickup services.
Gemini, answering “What are the most trusted retail brands in America right now?”

What the press is saying

In the PeakMetrics news index, Walmart drew 79,582 mentions over the last 30 days, and 13,541 of them had the brand in the headline. That is the largest volume in this peer set. Target has 42,684 and Costco 37,348.

The recent headlines mix everyday retail with legal news. There are store hours for Labour Day, a grill sale and an expansion of its gas-savings programme to Citgo. There are also two settlements: one over expired product sales in Solano County and others, and one over allegations that its pharmacies unlawfully dispensed opioids.

…stands out for operating at enormous scale while improving margins…
Perplexity, answering “Which US retailers are best run, in your opinion?”

The gap

The press coverage and the assistant answers overlap on price. Both surface Walmart as a value and scale story, and the gas-savings headline sits close to the value framing in the answers.

They diverge on the legal news. The opioid and expired-product settlements in the recent headlines do not appear in the stored answers. Where the assistants did raise scrutiny, it came from wages, unions, egg sourcing, chemicals in children's products and older customer-service scores. Those themes are not the ones leading this month's coverage.

The volume of coverage also does not translate evenly into appearances. Walmart's news volume is nearly double Target's, but on reliability and trust questions the assistants named it in roughly a quarter to a third of answers.

What to watch

For a comms team, the takeaway from this snapshot is where Walmart is present and where it is not. It is a strong default on price, scale and leadership. It is a weaker one on reliability, trust and service, and on employer questions the answers tended to hold up Costco as the reference point.

Several of the scrutiny themes came with dated sources, including a 2020 satisfaction score and older scheduling reports. The assistants flagged that themselves. Check whether the sources behind those answers reflect current facts.

This is a single run of live answers, and results vary between runs. The useful comparison is the same questions asked again, not this one set read as a ranking.

The evidence

Where Walmart 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
    48%42–55%
  2. Claude
    36%31–43%
  3. Gemini
    40%34–46%
  4. Perplexity
    42%36–49%
  5. Grok
    64%58–70%

Appeared in

The 12 questions whose answers named Walmart most often, with each assistant that named it. 178 questions named it in all. The questions did not mention the brand.

  • Which retail companies have been accused of greenwashing?ChatGPTClaudeGeminiPerplexityGrok
  • Which online retailers are most trustworthy about third-party sellers and dangerous products?ChatGPTClaudeGeminiPerplexityGrok
  • Which big-box stores have the most advanced self-checkout technology?ChatGPTClaudeGeminiPerplexityGrok
  • I'm trying to figure out which retailers are actually innovative with in-store tech versus just talking about it. Who's really doing it well?ChatGPTClaudeGeminiPerplexityGrok
  • Which big-box stores have the best selection of pet supplies?ChatGPTClaudeGeminiPerplexityGrok
  • Which retailers have paid the biggest settlements for wage theft?ChatGPTClaudeGeminiPerplexityGrok
  • Who handles gift card problems and lost balances best among the big retailers?ChatGPTClaudeGeminiPerplexityGrok
  • Rank the major online marketplaces by how good their deals are for everyday shoppers.ChatGPTClaudeGeminiPerplexityGrok
  • Which big-box stores have the best prices on household basics like paper towels and laundry detergent?ChatGPTClaudeGeminiPerplexityGrok
  • I'm a retiree who's nervous about getting scammed when shopping online. Which big-name retailers are safest and most reputable to order from?ChatGPTClaudeGeminiPerplexityGrok
  • Top grocery chains in America by market share?ChatGPTClaudeGeminiPerplexityGrok
  • Who are the market leaders in online retail?ChatGPTClaudeGeminiPerplexityGrok

Visibility by question type

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

  1. Reliability and quality
    26%18–35%
  2. Trust and reputation
    36%27–46%
  3. Value and price
    64%54–73%
  4. Customer service
    34%26–44%
  5. Safety and security
    51%41–60%
  6. Innovation
    64%54–73%
  7. Leadership and scale
    80%71–87%
  8. Employer and workplace
    53%43–63%
  9. Sustainability and ethics
    41%32–51%
  10. Avoid and risk
    42%33–53%
  11. Returns and shipping
    43%34–53%
  12. Product selection and assortment
    31%22–40%
  13. Loyalty and rewards
    36%27–46%
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 Walmart 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 Substantive8 answers
  • Price & Value7 answers
  • Labour & Workplace5 answers
  • Customer Experience5 answers
  • Financial Performance3 answers
  • Sustainability & Ethics2 answers
  • Reliability & Operations2 answers
  • Safety & Compliance1 answer

Press rank and AI rank

Where Walmart 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

#1 of 15

  1. 1

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

Rank by news mentions

#1 of 15

  1. 1

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.

  • Ontario Walmart stores open on Labour Day 2026: Full list of locations and hours (opens in a new tab)waterloochronicle.ca · 2026-09-04
  • Walmart settles with Solano, 6 others on expired product sales (opens in a new tab)dailyrepublic.com · 2026-09-25
  • Walmart adds Citgo to its gas savings, expanding the program to more than 17,000 locations ; Gas makes up a big chunk of a household budget and Walmart announced plans to help with savings.oregonlive.com · 2026-09-14
  • Walmart settled lawsuit accusing its pharmacies of 'unlawfully dispensing opioids' ; The suit alleged Walmart "violated the Controlled Substances Act by filling thousands of invalid prescriptions."mlive.com · 2026-08-31
  • Blackstone Griddles are on sale at Walmart: Which size is right for you? ; Walmart has two Blackstone propane griddles on sale: a 28-inch two-burner model for $178 and a 36-inch four-burner model for $297, catering to different cooking needs and outdoor slehighvalleylive.com · 2026-09-25

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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