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Beauty & Personal Care · AI Perceptions snapshot

In AI beauty answers, retailers and L'Oréal carry scale while CeraVe carries skincare results

Across questions that never named a brand, the assistants sorted beauty into lanes: Sephora and Ulta for shopping, L'Oréal and Estée Lauder for scale, CeraVe and Neutrogena for efficacy. Press coverage is busier with litigation, launches and stock commentary than the answers are, and the two stories only partly overlap.

  • Sephora
  • Ulta Beauty
  • L'Oréal
  • Estée Lauder
  • CeraVe
  • e.l.f. Beauty
  • Neutrogena
  • Dove
  • Clinique
  • Maybelline
  • Fenty Beauty
  • The Ordinary
  • Olay
  • Glossier
  • Rare Beauty

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
Sephora · 26%95% range 23–28%

Storylines in the answers

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

  1. Retail and customer experience
  2. Scale and innovation
  3. Skincare efficacy and value
  4. Product safety and lawsuits

What the assistants say

This is a snapshot from 29 September 2026: 250 benchmark questions put to ChatGPT, Claude, Gemini, Perplexity and Grok, 1,250 answers in all. No question named a brand. Where the question was about shopping, service or returns, the answers reached for retailers. Sephora was named in 76% of answers on retail and shopping experience, Ulta Beauty in 76%. On customer service, Sephora appeared in 63% and Ulta in 55%.

Where the question was about scale, leadership or innovation, the answers reached for L'Oréal. It appeared in 81% of leadership-and-scale answers, with Estée Lauder in 59%. L'Oréal also led the innovation questions at 34%. On efficacy and ingredients the lead passed to skincare names. CeraVe appeared in 39% of efficacy answers and Neutrogena in 32%. CeraVe also topped trust and value.

The answers often declined to crown anyone. Perplexity's answer on trusted brands opened by saying there is no single winner, and several other answers hedged the same way. Even so, the same handful of names filled the lists.

Ulta Beauty (Ulta) is the largest beauty retailer in America.
Grok, answering “What's the largest beauty retailer in America?”

Who owns the answer, and why

Across all 1,250 answers, Sephora was named in 321, Ulta Beauty in 301 and L'Oréal in 300. Estée Lauder followed with 193 and CeraVe with 165. Grok named every one of these brands more often than any other assistant did. Sephora appeared in 91 Grok answers against 50 from Perplexity.

Most mentions carry no stated reason. The classification labels the majority of each top brand's credits "Not Substantive", meaning the brand appears in a list without a specific attribute. Where a reason was recorded, it differs by brand. Sephora and Ulta were credited for Customer Experience. L'Oréal was credited for Financial Performance and Safety & Compliance. CeraVe's credits were Price & Value. Clinique's most frequent credit was Safety & Compliance, and Neutrogena's was also Safety & Compliance.

In the answer sample, many recommended names are outside the tracked brand list. They include La Roche-Posay, Vanicream, Olaplex, Nivea, Garnier, Credo Beauty, Nordstrom and Dermstore. Rare Beauty, Glossier and Fenty Beauty were each named in under 80 answers, mostly as list items. In the sample, Rare Beauty and Fenty Beauty appeared alongside larger players when the question was about revenue, and Fenty also appeared on shade inclusivity.

There isn’t one universal “most trusted” beauty brand—the leaders vary by country, age group, and product category.
Perplexity, answering “Which beauty brands are the most trusted?”

What the press is covering

In the PeakMetrics news index over the past 30 days, the retailers lead on volume. Sephora had 5,755 mentions and Ulta Beauty 5,135, followed by L'Oréal at 4,250 and Estée Lauder at 3,679. Sephora's recent headlines are about a TikTok Shop launch, Europe "quiet hours" and brand debuts. Ulta's are dominated by brand partnership announcements and a stock-valuation story.

L'Oréal's headlines mix product launches and Paris runway events with a story about Arizona accusing the company of concealing cancer risks linked to hair relaxers. Neutrogena's mix a sunscreen technology launch with a class-action settlement notice and a recall trial verdict. Estée Lauder's include a breast cancer research initiative, leadership appointments and a partnership with Profound to shape how its brands appear on AI search platforms. e.l.f. Beauty coverage is heavily financial, with momentum-stock and investment-case pieces. CeraVe's is about a new serum and a Pakistan distribution deal.

…have revolutionized affordable skincare by focusing on proven ingredients rather than fancy packaging.
Claude, answering “What drugstore skincare brands actually deliver consistent results?”

Where the two stories diverge

CeraVe is the clearest gap. It was named in 165 answers and led the trust, value and efficacy questions. It had 861 news mentions and 73 with the brand in the headline, well below Estée Lauder's 3,679 and 844, even though Estée Lauder was named in only modestly more answers. The efficacy narrative the assistants attach to CeraVe is not one the press is producing at volume.

The reverse pattern shows in litigation and safety. The press carries the Arizona hair-relaxer accusation against L'Oréal and the Neutrogena recall trial and settlement notices. In this snapshot, Gemini's and Grok's answers on contamination lawsuits named L'Oréal, Dove and Neutrogena. The avoid-and-risk questions most often named Sephora (22%), L'Oréal (19%) and Ulta Beauty (16%), which reflects how often they appear in any broad answer as much as any specific concern.

Some press counts are noisy. Headline volume for Glossier, The Ordinary and Olay includes stories about glossier hair, a TV series and a furniture company, so their mentions should be read with care. Rare Beauty shows 1,076 mentions against only 29 answers naming it.

What this means for comms teams

The answers draw on a different source mix than a media list. In the cited-domain data, News made up 47% of citations, Community 19%, Other 19% and Owned 14%. The most cited domains were forbes.com, ulta.com, reddit.com, allure.com and sephora.com. Retailers' own sites appear among the top sources, and so do Reddit threads and beauty editorial, which press monitoring alone does not show.

Teams should check which lane the assistants put their brand in, since the same company can appear as a retail answer, a scale answer or a safety answer depending on the question. Litigation and recall stories in the news index also surfaced as context in the safety and contamination answers. These are single-run answers, and live responses vary, so treat them as a baseline to re-measure rather than a ranking.

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. Sephora
    26%23–28%
  2. Ulta Beauty
    24%22–27%
  3. L'Oréal
    24%22–26%
  4. Estée Lauder
    15%14–18%
  5. CeraVe
    13%11–15%
  6. e.l.f. Beauty
    9%7–11%
  7. Neutrogena
    7%6–9%
  8. Dove
    7%6–9%
  9. Clinique
    7%5–8%
  10. Maybelline
    6%5–8%
  11. Fenty Beauty
    6%5–8%
  12. The Ordinary
    6%4–7%
  13. Olay
    4%3–5%
  14. Glossier
    2%2–4%
  15. Rare Beauty
    2%2–3%
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
1Sephora
26%95% range 23–28%
26%21%25%20%36%321 / 1,250
2Ulta Beauty
24%95% range 22–27%
28%18%26%16%33%301 / 1,250
3L'Oréal
24%95% range 22–26%
24%19%22%22%32%300 / 1,250
4Estée Lauder
15%95% range 14–18%
12%12%14%15%24%193 / 1,250
5CeraVe
13%95% range 11–15%
12%12%12%9%21%165 / 1,250
6e.l.f. Beauty
9%95% range 7–11%
7%7%7%5%18%111 / 1,250
7Neutrogena
7%95% range 6–9%
6%6%8%5%12%92 / 1,250
8Dove
7%95% range 6–9%
8%5%9%3%11%90 / 1,250
9Clinique
7%95% range 5–8%
5%4%9%3%12%83 / 1,250
10Maybelline
6%95% range 5–8%
3%5%10%5%10%81 / 1,250
11Fenty Beauty
6%95% range 5–8%
6%5%6%2%11%76 / 1,250
12The Ordinary
6%95% range 4–7%
6%6%4%2%10%69 / 1,250
13Olay
4%95% range 3–5%
2%0%4%3%9%46 / 1,250
14Glossier
2%95% range 2–4%
1%2%3%2%4%31 / 1,250
15Rare Beauty
2%95% range 2–3%
2%1%2%1%6%29 / 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. forbes.com
    104 citations1%
  2. ulta.com
    101 citations1%
  3. reddit.com
    99 citations1%
  4. allure.com
    97 citations1%
  5. sephora.com
    73 citations1%
  6. nbcnews.com
    70 citations1%
  7. nytimes.com
    67 citations1%
  8. whowhatwear.com
    66 citations1%

Source type breakdown

The type of site behind this sector's 8 most-cited domains, which account for 677 of the 8,013 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.

  • News241 citations · 47%
  • Community99 citations · 19%
  • Other97 citations · 19%
  • Owned73 citations · 14%

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 quality20 questions
    1. What drugstore skincare brands actually deliver consistent results?
    2. Which makeup brands have the most reliable shade matching from one purchase to the next?
    3. I keep getting inconsistent batches of my favorite foundation. Which brands have the best quality control?
    4. Which shampoo and conditioner companies make products that perform the same every time?
    5. Which online beauty retailers are the most dependable about shipping authentic products?
    6. Who makes the most dependable long-wear lipstick that doesn't smudge or fade?
    7. Which hair dye brands give the most predictable color results at home?
    8. What are the most reliable electric razor and grooming tool makers?
    9. Best hair dryer brands that last more than five years?
    10. Which nail polish brands chip the least and stay consistent in formula?
    11. I'm a first-time buyer of retinol. Which companies make products with reliably accurate concentrations and stable formulas?
    12. Which beauty subscription boxes consistently deliver good-quality full-size products?
    13. Which fragrance houses keep their scents consistent from year to year without reformulating?
    14. What salon-grade haircare brands are most trusted by professional stylists for consistent quality?
    15. Rank the best-performing drugstore mascara brands for staying power.
    16. Which men's skincare and shaving brands are the most dependable for sensitive skin?
    17. Are there electric toothbrush brands with the best long-term reliability?
    18. My mom has mature skin and wants brands she can count on for quality. Which anti-aging lines are the most consistent?
    19. I'm opening a salon and need suppliers I can count on. Which professional beauty product companies are the most dependable?
    20. Which hair removal and waxing product brands deliver the most reliable results at home?
  • Trust and reputation14 questions
    1. Which beauty brands are the most trusted?Seed
    2. Who has the best reputation for clean beauty that isn't just marketing?
    3. Best reputation for sensitive skin products?
    4. My teenage daughter wants to start a skincare routine. Which brands do pediatricians and dermatologists consider reliable and gentle?
    5. Rank the most reputable department store and specialty beauty retailers for selling genuine products.
    6. Are celebrity beauty lines generally trustworthy, or are they mostly hype? Which ones have earned a good reputation?
    7. What are the most respected luxury skincare brands, and are they actually worth the reputation?
    8. Who can I trust for honest reviews of beauty products, and which retailers filter out fake reviews?
    9. Which men's grooming brands have the best reputation for quality and honesty?
    10. Which toothpaste and oral care brands are most trusted by dentists?
    11. As an investor, which beauty companies are seen as having the strongest brand reputations right now?
    12. Which perfume and fragrance houses have the best reputation for quality and authenticity?
    13. What are the most reputable brands for products for curly and textured hair?
    14. Which companies have the best reputation for inclusive shade ranges in foundation?
  • Value and price20 questions
    1. Are there luxury skincare brands that are truly worth the price, or is it mostly marketing?
    2. Best budget makeup brands that perform like high-end ones?
    3. What are the best drugstore skincare brands that work as well as expensive ones?
    4. cheapest place to buy makeup online?
    5. I'm a college student on a tight budget and want a basic skincare routine under $50 total. Which brands should I buy?
    6. Are there good dupes for high-end foundation that cost under $15?
    7. Which retailers have the best prices on designer perfume?
    8. Best budget shampoo brands that don't strip your hair?
    9. Are salon-only hair care brands worth the higher price compared to drugstore options?
    10. Is it worth paying extra for clean beauty brands, or are the cheaper ones just as good?
    11. What are the best affordable sunscreens that dermatologists recommend?
    12. Which mascara brands give the most value for under $10?
    13. Do subscription beauty boxes actually save money, and which ones are worth it?
    14. I spend about $300 a year on razors. Which razor brands or subscriptions give the best value?
    15. Which department store or specialty beauty retailer has the best sales and free shipping thresholds?
    16. Best value electric toothbrush brands?
    17. Are expensive retinol serums better than the $20 ones? Which brands would you compare?
    18. What are the cheapest brands of natural deodorant that still work?
    19. Which nail polish brands last the longest for the price?
    20. I'm on a fixed income and need affordable moisturizer for dry, aging skin. What brands offer the best value?
  • Customer service20 questions
    1. Which beauty retailers have the most hassle-free return and refund policies when a product disappoints?
    2. Which beauty brands are known for treating customers well with returns and refunds?
    3. Which beauty retailers have the easiest return policy if a product breaks me out?
    4. What skincare brands actually respond when you email them about a bad reaction?
    5. I bought a $60 serum that arrived leaking and half empty. Which companies are best about sending replacements without a hassle?
    6. best makeup brand customer service?
    7. Are there any online beauty retailers that accept returns on opened products?
    8. Which hair care companies are known for refunding you without making you jump through hoops?
    9. Who has the worst customer service in the beauty industry?
    10. I'm a first-time buyer of luxury skincare and nervous about wasting money. Which brands offer satisfaction guarantees that are honored without a fight?
    11. Which subscription beauty box companies make it easiest to cancel?
    12. My foundation shade came out totally wrong even though I used the online shade finder. Which brands let you exchange it for free?
    13. Are there drugstore makeup brands with a money-back guarantee that they really stick to?
    14. Which perfume sellers are safest to buy from online if I want to be sure I can get a refund on a fake or damaged bottle?
    15. Which beauty brands have the fastest live chat support?
    16. What hair dye companies handle it best when someone has an allergic reaction or a color disaster?
    17. Which beauty companies have the best loyalty programs when it comes to fixing order mistakes?
    18. I'm a salon owner buying professional products in bulk. Which suppliers have the most reliable support when orders go missing or arrive wrong?
    19. Who is best at handling shipping problems for beauty orders, like lost packages or items missing from the box?
    20. Which skincare brands will take back a product if it doesn't work for your skin type?
  • Safety and security20 questions
    1. How do I know which beauty stores sell genuine products and not counterfeits, and which ones are safest?
    2. Which beauty brands have the fewest recalls or contamination problems?
    3. Which cosmetics companies have the best track record for third-party safety testing?
    4. I'm pregnant and want to switch to safer personal care products. Which brands are considered the most trustworthy?
    5. Which baby skincare and bath brands have the best safety reputation among parents?
    6. Which nail polish brands are known for being free of harmful chemicals?
    7. Which beauty companies have the worst track record on product recalls or safety complaints?
    8. Which sunscreen brands have the cleanest safety records when it comes to recalls?
    9. Are there drugstore makeup brands that consistently test their products for heavy metals?
    10. What hair care brands have had the most recalls in the last few years?
    11. Which beauty companies have had data breaches that exposed customer information?
    12. How do the big beauty retailers compare on protecting customers' personal data and loyalty account security?
    13. safest deodorant brands for sensitive skin?
    14. Which dry shampoo brands have recalled products over benzene contamination?
    15. What talc-free makeup brands are considered safest after all the asbestos testing concerns?
    16. Which hair relaxer and straightener brands are facing lawsuits over health risks?
    17. Who makes the safest tattoo-free, dye-free hair color for people worried about allergic reactions?
    18. Are there beauty brands that publish third-party lab results for contaminants in their products?
    19. Which eye makeup brands are safest for contact lens wearers?
    20. Which teen-friendly skincare brands are dermatologist-tested and least likely to cause irritation or harm?
  • Innovation19 questions
    1. What are the most innovative skincare brands right now?
    2. Who makes the best virtual try-on experience for makeup?
    3. Which beauty retailers have the best app for shopping and personalized recommendations?
    4. I'm a tech nerd and want to buy a high-tech hair tool. Which brands are actually pushing the technology forward?
    5. Which haircare companies are doing the most interesting research and development?
    6. Best brands for personalized foundation shade matching technology?
    7. Which big cosmetics companies are most innovative compared to indie startups?
    8. Which beauty companies are investing the most in biotech ingredients and lab-grown alternatives?
    9. Who is leading in refillable and new packaging design in the beauty industry?
    10. Which beauty retailers offer the most modern in-store experience with things like smart mirrors and digital skin scans?
    11. How do the major department store and specialty beauty retailers compare on their online and mobile shopping tech?
    12. Which razor and shaving brands have come out with the newest technology in the past few years?
    13. Which electric toothbrush brands are the most technologically advanced?
    14. What brands are pioneering waterless or solid formulas for shampoo and skincare?
    15. I'm a dermatologist's patient looking for new anti-aging tech. Which brands are leading with things like peptides and new retinoid alternatives?
    16. Which fragrance companies are innovating with new scent technology or personalized perfume?
    17. What are the most forward-thinking nail care brands, like ones with new gel systems or at-home devices?
    18. Which makeup brands consistently launch the newest and most original products?
    19. Who makes the best smart skincare devices, like cleansing brushes and microcurrent tools?
  • Leadership and scale19 questions
    1. Who are the biggest beauty companies in the world by revenue?
    2. Which cosmetics companies dominate the US market right now?
    3. What's the largest beauty retailer in America?
    4. Which beauty conglomerates own the most brands?
    5. Who are the market leaders in mass-market makeup?
    6. Which personal care companies are the most financially stable?
    7. If I wanted to invest in the beauty industry, which publicly traded companies are the strongest?
    8. Which skincare brands make the most money each year?
    9. Who are the most influential companies shaping beauty trends right now?
    10. Which haircare brands sell the most in the US?
    11. What are the best-run beauty companies according to analysts?
    12. Which prestige beauty brands have the biggest market share?
    13. I'm writing an article on the beauty industry's power players. Which companies should I be covering?
    14. Which fragrance companies are the largest globally?
    15. Top drugstore beauty chains by number of stores?
    16. Which beauty companies have grown the fastest over the past five years?
    17. Who are the leading players in men's grooming?
    18. Which beauty company has the strongest balance sheet and pays the best dividends?
    19. Rank the biggest deodorant and body care makers in the US.
  • Employer and workplace19 questions
    1. Which beauty companies are the best employers to work for and also industry leaders?
    2. What are the best beauty companies to work for in the US?
    3. Do beauty retailers pay their store associates decently?
    4. I'm a cosmetology grad looking for a salon chain with good benefits and real career growth. Where should I apply?
    5. Which cosmetics companies have the best corporate culture?
    6. Worst beauty retailers to work for?
    7. How does pay compare for makeup artists at big beauty retail chains versus department stores?
    8. What are the best entry-level marketing jobs at skincare companies?
    9. Are there beauty brands known for great parental leave and family benefits?
    10. Which salon chains treat their stylists best when it comes to commission and booth rent?
    11. I'm thinking about becoming a beauty advisor at a big store. What's it really like, and which employers are better than others?
    12. Which personal care companies are known for strong diversity and inclusion in their workforce?
    13. Have any beauty companies had unionization efforts among their retail workers?
    14. Best beauty companies for remote corporate jobs?
    15. What beauty and personal care companies offer the best internships for college students?
    16. Which big cosmetics manufacturers have the best factory jobs in terms of pay and safety?
    17. Is it worth working for a direct-sales beauty company, or do most reps make almost nothing?
    18. How do employees rate the work-life balance at major skincare and makeup companies?
    19. Which beauty brands are known for toxic workplace cultures?
  • Sustainability and ethics20 questions
    1. Which beauty companies are most committed to cruelty-free and sustainable products?Seed
    2. Which big beauty conglomerates have the best and worst reputations for ethics and transparency?
    3. Is there a reliable list of beauty brands that don't test on animals and are actually verified?
    4. What are the most sustainable makeup brands right now?
    5. Which shampoo brands use the least plastic packaging?
    6. I'm trying to switch my whole bathroom to cruelty-free products. Which brands and retailers should I start with?
    7. Are there any big beauty companies that are actually carbon neutral, or is it all greenwashing?
    8. best refillable skincare brands?
    9. Which beauty companies have the strongest record on fair labor and safe working conditions in their supply chains?
    10. How do the major drugstore and department store beauty retailers compare on sustainability commitments?
    11. Who sources mica ethically for makeup, and which brands have moved away from mined mica?
    12. Which sunscreen brands are truly reef-safe and not just marketed that way?
    13. I'm a college student on a budget who wants ethical skincare. What affordable brands are cruelty-free and vegan?
    14. Which beauty brands are leaders in recyclable or recycled packaging?
    15. Rank the top personal care companies by environmental impact.
    16. Which big beauty conglomerates still test on animals in markets where it's required by law?
    17. Are there beauty brands that give back meaningfully to the communities where they source ingredients?
    18. What deodorant brands are the most environmentally friendly?
    19. Are there nail polish brands that are both non-toxic and responsibly made?
    20. My daughter is a teenager and wants to buy ethical makeup. Which brands can I feel good about?
  • Avoid and risk20 questions
    1. Which beauty brand should shoppers avoid?Seed
    2. What beauty brands have been caught greenwashing?
    3. Which beauty subscription boxes or online sellers have a bad reputation for scams or counterfeit products?
    4. Which cosmetics brands have had the most lawsuits over contaminated products?
    5. What are the biggest red flags when buying skincare from a brand I've never heard of?
    6. I have sensitive, eczema-prone skin. Which drugstore and department store brands get the most complaints about irritation?
    7. Which beauty retailers sell the most counterfeit products?
    8. Worst beauty subscription boxes for cancellations and billing problems?
    9. Are there talc-free makeup brands, and which brands have faced talc-related lawsuits?
    10. Which fragrance and body care brands are known for using ingredients that get flagged by dermatologists?
    11. What personal care companies have faced class action lawsuits over 'clean' or 'natural' marketing claims?
    12. Should I avoid buying makeup from online marketplaces and discount sites, and which ones are the riskiest?
    13. Which deodorant brands get the most complaints about rashes or burns?
    14. Are there nail polish or salon product brands I should steer clear of because of toxic chemicals like formaldehyde?
    15. Which baby shampoo and lotion brands have been called out for questionable ingredients?
    16. Which influencer-founded beauty brands have the most complaints about quality or false advertising?
    17. I'm pregnant. Which skincare and cosmetic brands should I avoid?
    18. Which teeth whitening product companies get the most complaints about damaged enamel or gum irritation?
    19. What are the most complained-about anti-aging skincare brands for overpromising results?
    20. Who are the worst offenders for shipping delays and refusing returns among online beauty stores?
  • Ingredients and formulation19 questions
    1. Which natural and clean beauty brands actually hold up in independent lab testing?
    2. Are there any makeup brands with a reputation for being honest about their ingredients?
    3. Which shampoo and conditioner companies are most transparent about what goes into their formulas?
    4. Which deodorant brands are most honest about their natural claims?
    5. Which natural and organic beauty brands are actually certified and not just using buzzwords?
    6. What are the most reliable brands for fragrance-free products if I'm prone to severe contact dermatitis?
    7. Top beauty brands with the strongest track record on transparent ingredient labeling?
    8. What are the most transparent beauty brands when it comes to ingredient sourcing?
    9. I have eczema and super reactive skin. What brands make moisturizers that are actually safe for sensitive skin?
    10. Which drugstore brands use clinically proven active ingredients like retinol and niacinamide at effective concentrations?
    11. Who makes the best hypoallergenic sunscreen for a kid with sensitive skin?
    12. Which shampoo brands are sulfate-free and still work well on color-treated hair?
    13. What are the most ingredient-honest natural deodorant brands for people who get rashes from baking soda?
    14. Are there baby product brands with the cleanest ingredient lists and no phthalates or parabens?
    15. I'm allergic to nickel and fragrance. Which cosmetics companies are best for people with contact dermatitis?
    16. Which mineral sunscreen brands use non-nano zinc oxide and don't leave a white cast?
    17. Which luxury skincare brands actually have high concentrations of active ingredients versus just pretty packaging?
    18. Which companies disclose their full manufacturing process and where their ingredients are sourced?
    19. As a cosmetic chemist-curious shopper, which brands explain the percentages of their key actives?
  • Efficacy and results20 questions
    1. Which skincare brands are the most effective?Seed
    2. Best sunscreen brands that actually test to their SPF claims?
    3. Which deodorant brands really work all day for heavy sweaters?
    4. Top-rated dermatologist-recommended cleanser brands for sensitive skin?
    5. Which body lotion and moisturizer brands are the most consistently effective for eczema-prone skin?
    6. Which drugstore skincare brands do dermatologists actually trust?
    7. Rank the top brands for dermatologist-tested products that are backed by actual clinical studies.
    8. Which retinol serums have the best research behind them for anti-aging?
    9. Which body wash and lotion brands are recommended by dermatologists for very dry, itchy skin?
    10. What's the best drugstore retinol that actually shows results in 12 weeks?
    11. I have hormonal acne along my jawline and nothing over-the-counter has worked. Which brands do dermatologists suggest trying first?
    12. best sunscreen for oily skin that doesn't break me out?
    13. Are there any hair growth shampoos or serums that have real clinical evidence behind them?
    14. Which foundation brands last the longest on oily skin during a humid summer day?
    15. I'm 52 and want to reduce deep forehead lines without injections. Which anti-aging creams actually deliver visible results?
    16. Top-rated dandruff shampoos that work on stubborn flaking?
    17. Who makes the most effective dark spot correctors for melasma?
    18. Rank the best clinically tested niacinamide serums for large pores.
    19. My teenage son has moderate acne. What face wash and treatment brands do pediatric dermatologists tend to recommend?
    20. Are there any at-home teeth whitening kits that really work without causing sensitivity?
  • Retail and shopping experience20 questions
    1. Which beauty retailers have the best customer experience?Seed
    2. How do the big beauty retailers compare on rewards programs and points value?
    3. Which department store beauty counters or chains are best about taking back unwanted products?
    4. How do the big beauty retailers compare on return windows and refund speed?
    5. Which beauty companies have the best loyalty program apps and digital rewards experience?
    6. Which direct-to-consumer beauty brands have the smoothest online ordering and subscription experience?
    7. Where's the best place to buy makeup online if I want a huge selection?
    8. best beauty store for free samples?
    9. I have really deep skin and always struggle to find my foundation shade in stores. Which retailers have the best shade range and in-person matching help?
    10. Are there any online beauty stores with good virtual shade-matching tools that actually work?
    11. Is it better to buy skincare at a department store, a drugstore, or a dedicated beauty chain?
    12. I'm 62 and want someone to help me find a good foundation and skincare routine in person. Where should I go?
    13. Which retailers carry the best selection of clean beauty products?
    14. What's the best beauty subscription box for trying new products without committing to full sizes?
    15. How do the big beauty chains compare on price, selection, and rewards points?
    16. Best drugstore for makeup and skincare selection?
    17. Which online beauty retailers have the fastest shipping and easiest returns?
    18. Which beauty retailers are best for finding hard-to-find fragrances and getting to try them first?
    19. What are the best places to buy salon-quality hair care products without going to a salon?
    20. My teenage daughter wants to start experimenting with makeup. Which stores are best for her to browse and try things out safely?

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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