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Retail · AI Perceptions snapshot

In AI retail answers, Walmart owns scale and value while Costco carries trust and pay

Across questions that never named a brand, the assistants kept returning to the same three big-box names, each tied to a different theme. Meanwhile, brands that dominate retail news, such as Nike and Kroger, barely register in the answers.

  • Walmart
  • Target
  • Costco
  • Home Depot
  • Kroger
  • Best Buy
  • Nordstrom
  • Lowe's
  • Macy's
  • Nike
  • IKEA
  • TJX
  • Walgreens
  • Patagonia
  • Dollar General

Measured September 29, 2026ChatGPT, Claude, Gemini, Perplexity and Grok250 questions · 1,250 answers

Named most in these answers

See the evidence

Measured
September 29, 2026
Assistants
5
Questions
250
Answers
1,250
Brands
15
Named most
Walmart · 46%95% range 43–49%

Storylines in the answers

The threads the answers kept returning to, and the brands attached to each.

  1. Scale, value and innovation
  2. Trust, pay and employee treatment
  3. Returns, selection and loyalty programmes
  4. Sustainability and ethical sourcing

What the assistants say

This snapshot covers 250 retail benchmark questions put to ChatGPT, Claude, Gemini, Perplexity and Grok on 2026-09-29, 1,250 answers in all. The questions covered worker treatment, ethics, customer service, returns, value and risk. Three names carried most of the answers: Walmart, Target and Costco. Each one was attached to a different theme.

Walmart led the questions about leadership and scale, value and price, and innovation. Costco led the questions about trust and reputation, reliability and customer service. On employer and workplace questions the three were level. Walmart, Target and Costco were each named in about half of those answers. Target led the practical themes: returns and shipping, product selection and loyalty programmes.

On sustainability and ethics, the named set widened. Walmart and Target were followed by IKEA, and Patagonia appeared in answers on clean supply chains and durable clothing. Answers on labour and risk also named Walmart and Kroger, often in reporting about wage settlements and union accusations. Many answers also reached past the tracked set, to Aldi, Trader Joe's, Amazon, H-E-B, Wegmans and REI.

Costco is widely recognized as the gold standard for employee treatment in the warehouse club sector.
Gemini, answering “Rank the major warehouse clubs and big-box chains by how well they pay and treat employees.”

Who owns the answer, and why

Walmart was named in 577 of 1,250 answers. Target followed with 452 and Costco with 423. Home Depot, Kroger, Best Buy and Nordstrom were each named in roughly 150 to 180 answers. Grok named Walmart in 160 of its 250 answers, against 91 for Claude. The pattern held across all five assistants, though the volumes differed.

The credit categories are thin. "Not Substantive" was the largest category for almost every brand, so many mentions were list entries rather than described strengths. Where the answers did credit something, Walmart drew Price & Value and Labour & Workplace. Costco drew Price & Value and Labour & Workplace as well, at similar weight. Target's credited mentions were mostly Price & Value.

The answers also carried this contrast in their own words. Gemini's answer on pay called Costco the "gold standard" for employee treatment. Claude's answer on employment named Walmart the largest US retail employer. Perplexity's ACSI-based answer on department-store customer service named Walmart. Home Depot, Kroger, Best Buy and Macy's mostly appeared as names in lists, with little credited to them.

Walmart significantly dominates retail employment in the US, with more employees than many of the other major retailers combined.
Claude, answering “Which retailers employ the most people in the US?”

What the press is covering

In the PeakMetrics news index over the last 30 days, Walmart had the heaviest coverage, with 79,582 mentions. Target had 42,684, Costco 37,348 and Nike 37,047. Recent Walmart headlines included a settlement over expired product sales, a settled opioid dispensing lawsuit, a gas-savings programme and Labour Day store hours. Target headlines were mostly toy recalls and a piece on September changes.

Costco's coverage was the most brand-centred of the three. About 10,000 of its mentions had the brand in the headline. The stories were about the quiet closure of Costco Next, a member rebate card and store openings. Kroger's coverage included an activist protest at its headquarters and earnings previews. IKEA's included US store closures. Patagonia's included its lawsuit over national monument boundaries. Much of the Nordstrom, Macy's and Home Depot coverage was sale and deal content.

…has the strongest evidence for a reputation for honest, transparent pricing…
Perplexity, answering “Which big-box stores have the best reputation for honest pricing?”

Where the two stories diverge

Nike is the clearest gap. It had 37,047 news mentions in 30 days, close to Costco's total, but was named in only 86 answers. Dollar General had 14,187 mentions and was named in 37 answers. Kroger had 21,911 mentions against 156 answers. Press volume and answer presence follow different logic.

The themes differ too. Press coverage for Walmart and Target was dominated by settlements, recalls and promotions. The answers built Walmart around scale and value, and Costco around trust and pay. Costco's press was about product and service changes, not its employer reputation. The answers also named brands with modest press footprints, such as Patagonia and IKEA, on sustainability questions. Patagonia had 1,722 mentions and IKEA 6,600.

What this means for comms teams

The cited sources tell you where answers are built. In this snapshot, news made up 38% of citations and review and affiliate sites 30%. Community sites such as reddit.com made up 15%, and trade press such as retaildive.com 9%. The most cited domains were consumerreports.org, businessinsider.com, forbes.com and reddit.com. Owned channels were not on the list.

Answers to "best" and "worst" questions lean on rankings, surveys and comparisons, such as ACSI scores, J.D. Power studies and Consumer Reports grades. A brand's position in those third-party lists matters as much as its own press output. Teams should check which benchmark questions in their category name them, and which themes those answers attach to them.

These are single snapshots of live answers, and assistants vary between runs. Read them as a map of the themes attached to each brand on 2026-09-29, not as a fixed ranking. The citation data covers reputational questions, not consumer product queries.

The evidence

Which brands the answers named, and what they cited.

ChatGPT, Claude, Gemini, Perplexity and Grok answered 250 unbranded questions about this sector, 1,250 answers in all.

Visibility leaderboard

Ordered by visibility: the share of this sector's answers that named each brand. Each figure comes with a 95% range; where two brands’ ranges overlap, they are effectively tied. This is not a favorability ranking.

Visibility by brand

  1. Walmart
    46%43–49%
  2. Target
    36%34–39%
  3. Costco
    34%31–37%
  4. Home Depot
    14%12–16%
  5. Kroger
    12%11–14%
  6. Best Buy
    12%11–14%
  7. Nordstrom
    12%11–14%
  8. Lowe's
    11%9–13%
  9. Macy's
    9%7–11%
  10. Nike
    7%6–8%
  11. IKEA
    6%5–7%
  12. TJX
    6%5–7%
  13. Walgreens
    5%4–6%
  14. Patagonia
    5%4–6%
  15. Dollar General
    3%2–4%
Measured September 29, 2026. ChatGPT, Claude, Gemini, Perplexity and Grok, 1,250 answers. The line through each bar is its 95% range, printed under the figure.
Measured September 29, 2026. ChatGPT, Claude, Gemini, Perplexity and Grok, 1,250 answers.
RankBrandVisibilityChatGPTClaudeGeminiPerplexityGrokNamed in
1Walmart
46%95% range 43–49%
48%36%40%42%64%577 / 1,250
2Target
36%95% range 34–39%
43%25%28%27%57%452 / 1,250
3Costco
34%95% range 31–37%
40%25%28%25%50%423 / 1,250
4Home Depot
14%95% range 12–16%
18%10%11%11%22%177 / 1,250
5Kroger
12%95% range 11–14%
14%8%10%8%22%156 / 1,250
6Best Buy
12%95% range 11–14%
15%11%11%8%17%155 / 1,250
7Nordstrom
12%95% range 11–14%
12%10%9%9%22%154 / 1,250
8Lowe's
11%95% range 9–13%
11%8%9%10%16%134 / 1,250
9Macy's
9%95% range 7–11%
12%5%6%8%13%110 / 1,250
10Nike
7%95% range 6–8%
4%7%8%6%9%86 / 1,250
11IKEA
6%95% range 5–7%
5%4%6%5%9%74 / 1,250
12TJX
6%95% range 5–7%
5%2%5%3%13%71 / 1,250
13Walgreens
5%95% range 4–6%
6%3%4%6%6%62 / 1,250
14Patagonia
5%95% range 4–6%
3%4%6%4%7%59 / 1,250
15Dollar General
3%95% range 2–4%
2%2%2%2%7%37 / 1,250

Top cited domains

The domains the answers cited most often, with each one's share of all citations in this sector. These are the most-cited sources, not every source cited. Bars are scaled to the most-cited domain.

  1. consumerreports.org
    113 citations1%
  2. businessinsider.com
    89 citations1%
  3. forbes.com
    82 citations1%
  4. reddit.com
    82 citations1%
  5. consumeraffairs.com
    54 citations1%
  6. retaildive.com
    52 citations1%
  7. youtube.com
    50 citations1%
  8. cbsnews.com
    43 citations1%

Source type breakdown

The type of site behind this sector's 8 most-cited domains, which account for 565 of the 7,560 citations in these answers. It is not the mix of every citation. Shares are of the classified citations only; domains the classifier could not label confidently are left out. Labels come from a classifier run on this site, not from a customer workspace's Smart Categories.

  • News214 citations · 38%
  • Review & Affiliate167 citations · 30%
  • Community82 citations · 15%
  • Trade52 citations · 9%
  • Video & Social50 citations · 9%

Questions asked

250 unbranded questions across 13 intents, each put to every assistant once. None names a brand, so a brand that appears in an answer was volunteered by the model. The 5 seed questions, marked below, are the ones earlier five-question snapshots asked.

  • Reliability and quality18 questions
    1. Where can I buy clothes that actually hold up after dozens of washes?
    2. most dependable stores for household basics?
    3. I'm furnishing my first apartment on a tight budget. Which furniture retailers sell pieces that won't fall apart within a year?
    4. Which grocery chains are best for consistently fresh produce?
    5. Which department stores still sell well-made clothing?
    6. Which mattress retailers sell products that still feel good after five years?
    7. Which big retailers have the fewest product quality problems overall?
    8. Are any fast fashion brands actually decent quality?
    9. Which retailers are best at keeping popular items in stock instead of constantly running out?
    10. How do the major pharmacy chains rank for accurately and reliably filling prescriptions?
    11. Best places to buy kids' clothes that will survive being handed down to a second child?
    12. Who sells the most durable work boots?
    13. Where should I shop for outdoor gear that lasts for years?
    14. Which pet supply retailers have the most consistent quality in their pet food?
    15. worst retailers for quality control?
    16. Which warehouse clubs have the most consistent quality on meat and bulk groceries?
    17. Which shoe retailers are the most consistent about quality across seasons?
    18. Which big-box stores have the best track record for selling products that don't break soon after the warranty ends?
  • Trust and reputation20 questions
    1. What's the most trustworthy place to buy electronics online without getting refurbished units sold as new?
    2. Which online marketplaces are the safest from counterfeits and knockoffs?
    3. What are the most trusted retail brands in America right now?
    4. Which big-box stores have the best reputation for honest pricing?
    5. Which fast fashion companies have the worst reputation, and is it deserved?
    6. I'm skeptical of "going out of business" and "70% off" sales. Which retailers are known for fake discounts, and which are straightforward about pricing?
    7. Which grocery chains do shoppers trust most for food quality and honest labeling?
    8. Most trusted retailers for baby gear and kids' clothing?
    9. 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?
    10. Which department stores have held onto a good reputation over the decades?
    11. Who ranks highest in consumer trust surveys among home improvement retailers?
    12. Which electronics retailers are honest about warranties and don't push unnecessary add-ons?
    13. Are there retailers that have genuinely rebuilt their reputation after a public scandal?
    14. Best-reputed furniture retailers for quality that matches what they advertise?
    15. Which retailers have the most honest product reviews, and which are known for fake or incentivized ones?
    16. As an investor, which retail companies have the strongest reputations for integrity and good governance?
    17. Which brands do Gen Z shoppers say they trust most, and which have lost their trust?
    18. Which pharmacy and drugstore chains do Americans trust the most?
    19. Are the big warehouse clubs considered trustworthy, or do they have reputation problems?
    20. Which outdoor and sporting goods retailers have a reputation for standing behind their values and their gear?
  • Value and price19 questions
    1. Which discount stores have surprisingly good quality for the price?
    2. Where can I get the cheapest groceries in the US without shopping at a warehouse club?
    3. Which big-box stores have the best prices on household basics like paper towels and laundry detergent?
    4. cheapest place to buy school supplies in bulk?
    5. I'm a family of five spending about $1,200 a month on food. Which grocery chains would save me the most money?
    6. Which retailers have the best price-match policies?
    7. Is it cheaper to buy clothes at off-price stores or wait for department store sales?
    8. Which fast-fashion retailers give you the most for your money in terms of quality?
    9. Where do you get the best deals on electronics during Black Friday?
    10. Are dollar stores really cheaper than supermarkets, or is that a myth?
    11. What's the best place to buy a mattress if I don't want to overpay for showroom markups?
    12. Which home improvement chains have the lowest prices on tools and lumber?
    13. Is it worth paying extra for organic groceries at the premium natural-food chains?
    14. Which pharmacy chains have the cheapest prices on over-the-counter medicine and toiletries?
    15. Rank the major online marketplaces by how good their deals are for everyday shoppers.
    16. Are premium department stores ever worth the higher prices compared with mid-range retailers?
    17. Where should a college student on a tight budget buy dorm essentials?
    18. Which supermarket chains have the lowest prices on meat and produce?
    19. What are the cheapest retailers for baby items like diapers and formula?
  • Customer service20 questions
    1. Which retailers offer the best customer service?Seed
    2. I ordered a couch that arrived damaged and the store keeps stalling on a replacement. Which retailers are known for actually fixing this kind of problem quickly?
    3. Who has the worst customer service among major department stores?
    4. Are there any retailers that still let you talk to a real person on the phone instead of a chatbot?
    5. Rank the major home improvement chains by how well they handle complaints.
    6. Which grocery chains are best about refunding you for spoiled or bad food without a fuss?
    7. Which electronics retailers are the best to deal with when a product breaks just after the warranty ends?
    8. I'm 72 and not great with apps. Which stores have the most helpful in-person customer service desks?
    9. Which retailers have the fastest response times on live chat support?
    10. Which online marketplaces protect buyers best when a seller doesn't deliver?
    11. Are there any big retailers that regularly get complaints for refusing refunds on defective items?
    12. How do the biggest pharmacy and drugstore chains compare on resolving billing and prescription mix-up complaints?
    13. Which furniture retailers are best at dealing with delivery delays and missing parts?
    14. Which retailers should I avoid if I want an easy time canceling an order or subscription?
    15. I was double charged at checkout online. Which retailers are known for quickly reversing mistakes like that?
    16. Best retailers for honoring a warranty claim without arguing about it?
    17. Who handles gift card problems and lost balances best among the big retailers?
    18. Which retail chains have the best reputation for resolving complaints on social media?
    19. For a small business buying supplies in bulk, which retailers offer the most responsive account support if an order goes wrong?
    20. Which retailers have the most frustrating customer service experiences according to consumer surveys?
  • Safety and security19 questions
    1. Which retailers do people trust the most with their personal and credit card data?
    2. What retail chains have the strongest reputation for selling safe products with few recalls?
    3. Which big retailers have had the fewest data breaches?
    4. Is it safe to save my credit card on shopping sites, and which retailers handle payment data most securely?
    5. What are the safest stores to buy baby products like car seats and cribs?
    6. I got a notice that a store I shop at had a data breach. Which retailers have handled breaches the worst?
    7. Which grocery chains have the best food safety records?
    8. Which retailers have had the most recalls of children's products in the last few years?
    9. Is it safer to shop online or in stores when it comes to card fraud?
    10. Which department stores have the strongest protections against identity theft for their store credit card holders?
    11. Which big-box stores are the safest places to shop at night in terms of parking lot crime?
    12. Who sells the most reliable, safety-certified space heaters and small appliances?
    13. Top retailers with the strongest cybersecurity practices?
    14. Are there retailers that use facial recognition in their stores, and which ones have been criticized for it?
    15. Which online retailers are most trustworthy about third-party sellers and dangerous products?
    16. Rank the major grocery retailers by how quickly they notify customers about recalled food.
    17. Which retailers have had the worst point-of-sale malware or credit card skimming incidents?
    18. What are the safest retailers to buy toys from, considering lead and choking hazard recalls?
    19. Which fast-fashion brands have had the most issues with harmful chemicals in their clothing?
  • Innovation19 questions
    1. Which retailers have the best mobile shopping apps right now?
    2. Who is leading the way in using AI to personalize online shopping?
    3. Which big-box stores have the most advanced self-checkout technology?
    4. 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?
    5. Best retailers for augmented reality try-on features?
    6. Which online retailers have the fastest and most innovative delivery options, like drone or same-day?
    7. What clothing retailers are doing the most interesting things with virtual fitting or size-recommendation technology?
    8. Which grocery chains are the most technologically advanced?
    9. Are there any retailers that have successfully rolled out cashierless stores?
    10. Which retailers are most innovative with their loyalty and rewards programs?
    11. Top retail companies investing the most in robotics and warehouse automation?
    12. I'm a retail investor looking for consumer brands that are leading in digital transformation. Which ones stand out?
    13. Which home improvement retailers have the best digital tools for planning projects?
    14. Who has the best omnichannel experience, where online, app, and in-store all work together seamlessly?
    15. Which beauty retailers are most innovative with personalized product recommendations?
    16. How do the major retailers compare on curbside pickup and buy-online-pickup-in-store technology?
    17. Which retail brands are pioneering new product ideas in private label lines?
    18. Which department stores have done the best job modernizing themselves?
    19. What retailers are using generative AI in ways that customers actually notice?
  • Leadership and scale19 questions
    1. Who are the biggest retailers in the United States by revenue?
    2. Which retail companies are the strongest financially right now?
    3. What's the largest retailer in the world?
    4. Which US retailers are best run, in your opinion?
    5. Which retail chains have the most stores in the US?
    6. I'm an investor looking for stable, dominant retailers with strong balance sheets. Which ones stand out?
    7. Who are the market leaders in online retail?
    8. Which retailers have the most influence on how other stores set prices and run supply chains?
    9. Top grocery chains in America by market share?
    10. Which retailers employ the most people in the US?
    11. What are the most valuable retail brands in the world?
    12. Are there any retailers that have consistently outperformed the market over the last decade?
    13. Which big-box retailers are gaining market share and which are losing it?
    14. I'm writing an article on retail giants. Who are the most powerful players in the industry today?
    15. Which retailers have the best supply chain and logistics operations?
    16. Who leads the home improvement retail market?
    17. Which department stores are still standing strong, and which are struggling?
    18. Which retail CEOs are considered the most effective?
    19. What are the largest apparel and fashion retailers globally?
  • Employer and workplace20 questions
    1. Which retailers treat their workers best?Seed
    2. Which retailers have been fined the most by OSHA for warehouse safety violations?
    3. Which retail chains have the best worker safety records in their distribution centers?
    4. Which retail companies are the best to work for if I want a long-term career with a stable, growing employer?
    5. What are the best retail companies to work for as a part-time employee?
    6. Which big-box stores pay the highest starting hourly wage right now?
    7. I'm 17 and looking for my first job. Which retail chains are good about scheduling around school?
    8. Which retailers offer the best employee discounts?
    9. Best grocery chains to work for in terms of pay and benefits?
    10. Are there any large retailers that offer tuition assistance or pay for college for hourly workers?
    11. Which retail employers are known for the worst scheduling practices, like last-minute shift changes?
    12. I'm a store manager thinking about switching companies. Which retailers have the best management career paths?
    13. Which US retail chains have unionized workers?
    14. What are the best retailers to work for during the holiday season if I want seasonal work that might turn permanent?
    15. Rank the major warehouse clubs and big-box chains by how well they pay and treat employees.
    16. Which department stores have the best workplace culture?
    17. Which retailers give hourly employees the best health insurance?
    18. Is it better to work for a big-box retailer or a specialty clothing chain if I want to move into corporate?
    19. Which retail companies have the highest employee turnover?
    20. I'm a single mom needing predictable hours. Which retail employers are best for stable schedules?
  • Sustainability and ethics21 questions
    1. Which consumer brands are the most ethical?Seed
    2. Which retailers are most committed to sustainable sourcing?Seed
    3. Are there clothing brands that are actually transparent about which factories make their products?
    4. Which retail companies have been accused of greenwashing?
    5. Which apparel and shoe brands have faced the most criticism over forced labor in their supply chains?
    6. If I want to shop only from companies with clean supply chains, which retailers should I look at first?
    7. Which big retailers are considered the most transparent about where their products come from?
    8. Which jewelry retailers are considered honest about diamond sourcing?
    9. I'm writing an article on corporate hypocrisy in retail. Which companies are known for saying one thing on ethics and doing another?
    10. Which big-box stores have made the most progress on cutting their carbon emissions?
    11. Are there any fast fashion companies that are actually trying to be sustainable, or is it all greenwashing?
    12. Which grocery chains do the best job of reducing food waste and donating surplus food?
    13. best online retailers for eco-friendly packaging?
    14. What are the most reputable ethical clothing brands for basics like t-shirts and jeans?
    15. Which major retailers have gone cage-free on eggs and actually followed through?
    16. Who are the worst offenders in retail when it comes to single-use plastic?
    17. Which department stores have the best record on sourcing cotton without forced labor?
    18. Are there any electronics retailers that take e-waste recycling and take-back programs seriously?
    19. Rank the largest US retailers by how much renewable energy they use.
    20. How do I tell which home furnishing stores really use certified sustainable wood?
    21. Which retail companies pay their CEOs the most compared to their median employee?
  • Avoid and risk18 questions
    1. Which retail brands have the worst labour record?Seed
    2. Which fast fashion brands have faced the most lawsuits?
    3. Which retailers have paid the biggest settlements for wage theft?
    4. Which online marketplaces are the worst for counterfeit products?
    5. Which retail chains have been accused of union busting?
    6. Which sneaker and athletic brands have been criticized for sweatshop factories?
    7. As an investor, which retail stocks carry the biggest legal and labor risk right now?
    8. Are any major retailers currently facing class action lawsuits from their own employees?
    9. Which ultra-cheap online fashion sites should I avoid because of quality, labor, and privacy concerns?
    10. Which retailers have been caught using child labor somewhere in their supply chain?
    11. Which jewelry retailers have the most concerns around conflict diamonds or unethical sourcing?
    12. Which clothing retailers have been criticized for unsafe overseas factories?
    13. What are the biggest red flags that a retailer has a bad supply chain record, and which chains show them?
    14. Which retail chains are most at risk of closing stores or going bankrupt soon?
    15. Which furniture retailers get the most complaints about damaged deliveries and refused refunds?
    16. Which retailers get the most complaints about hidden fees and surprise charges at checkout?
    17. Which seafood or produce sellers at big grocery chains have been tied to worker exploitation?
    18. Which retail companies do investigative journalists most often report on for supply chain abuses?
  • Returns and shipping19 questions
    1. Which online retailers are the most reliable about delivering on time?
    2. Which stores are least likely to ship damaged or wrong items?
    3. I run a small business and order supplies weekly. Which retailers deliver accurate orders on schedule most consistently?
    4. Which grocery delivery services get orders right most often, with good substitutions?
    5. Which retailers can I count on to get holiday packages there before the deadline?
    6. Which appliance retailers have the best record for on-time delivery and proper installation?
    7. My parents are in their late 60s and want to shop online without surprises. Which retailers reliably send exactly what's pictured and arrive when promised?
    8. Worst-reputed retailers when it comes to honoring returns and refunds?
    9. Which retailers have the best return policies for getting my money back on things that aren't worth it?
    10. Which big retailers have the easiest return policies if I don't have a receipt?
    11. best online store for hassle-free refunds?
    12. Which clothing retailers have the most customer-friendly exchange policies?
    13. My package was marked delivered but never showed up. Which online retailers are best about refunding or reshipping without making you jump through hoops?
    14. Is there a retailer with a truly no-questions-asked return guarantee?
    15. Top retailers for handling holiday gift returns after the normal return window has passed?
    16. What are the stingiest return policies among major US retailers?
    17. Which shoe and sporting goods retailers accept worn items back if they fall apart early?
    18. Do warehouse clubs or regular department stores have better refund policies?
    19. Where can I buy a mattress with the most forgiving trial and return process?
  • Product selection and assortment19 questions
    1. Are store-brand products at big retailers as good as name brands, and which retailers have the best private labels?
    2. Which home improvement stores carry the best-quality tools?
    3. Where should I buy a laptop if I want the widest selection to compare in one place?
    4. Which grocery chains have the best store-brand products?
    5. I'm furnishing my first apartment on a tight budget. Which retailers have the best mix of furniture and home goods?
    6. Which stores carry the best selection of plus-size clothing?
    7. top retailers for exclusive designer collaborations?
    8. Which department stores still have a good range of quality menswear?
    9. I'm looking for a store that sells good-quality kitchen cookware and small appliances, with lots of options at different price points. Where should I go?
    10. How do the big warehouse clubs compare on the quality of their house brands?
    11. Which online retailers have the largest product catalog overall?
    12. What are the best stores for buying baby gear and nursery items?
    13. Is there a retailer with a really good selection of international and specialty foods?
    14. rank the best places to shop for bedding and towels
    15. Which retailers have the best athletic wear selection for both serious runners and casual gym-goers?
    16. I need work boots and durable outdoor clothing. Which retailers have the best range?
    17. What stores are best for finding unique, trendy home decor that isn't the same as everywhere else?
    18. Where can I find the best selection of vegan and gluten-free grocery products?
    19. Which big-box stores have the best selection of pet supplies?
  • Loyalty and rewards19 questions
    1. Is a warehouse club membership actually worth the annual fee for a single person?
    2. Do paid shipping memberships from online retailers actually save money, and which one is the best value?
    3. Which retailers have the best credit card rewards or cashback for store purchases?
    4. Which retailers have the best loyalty programs for the amount of money you actually save?
    5. Is a paid warehouse club membership actually worth it for a family of four?
    6. I spend about $400 a month on groceries and household stuff. Which store loyalty program or credit card would give me the most back?
    7. Are store-branded credit cards ever a good idea, or should I stick with a general cash back card?
    8. Which big-box stores give the best cash back when you use their own card?
    9. What are the best pharmacy rewards programs for people who fill a lot of prescriptions?
    10. Which department stores have loyalty programs that actually give good discounts?
    11. My mom is 68 and shops at the same few stores every week. Which senior discounts or loyalty programs should she sign up for?
    12. Do warehouse club credit cards beat regular cash back cards for gas and groceries?
    13. Which grocery chains have the best fuel points or gas rewards?
    14. Best beauty retailer rewards programs for people who buy makeup and skincare often?
    15. Do retailer points expire, and which programs are the most generous about it?
    16. What are the worst loyalty programs that make it hard to actually redeem your points?
    17. As a college student on a budget, which retail memberships offer real student discounts?
    18. Should I get the store card for the 20% off first purchase discount, or will it hurt my credit score?
    19. Which home improvement stores have the best rewards or credit card perks for a big renovation?

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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