Skip to main content

Consumer Packaged Goods · AI Perceptions snapshot

AI answers on packaged goods give P&G scale and Nestle the ethics spotlight

Across these assistant answers, Procter & Gamble is the default name when questions turn to size, employers and innovation, while Nestle, Unilever and the beverage giants carry the sustainability and sourcing questions. The press is busy with recalls, regulators and investor notes, and those stories map only loosely onto who the assistants name.

  • Procter & Gamble
  • Unilever
  • Nestle
  • PepsiCo
  • Coca-Cola
  • Colgate-Palmolive
  • Mondelez
  • General Mills
  • Clorox
  • Kimberly-Clark
  • Mars
  • Kraft Heinz
  • Danone
  • Hershey
  • Tyson Foods

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
Procter & Gamble · 25%95% range 23–28%

Storylines in the answers

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

  1. Scale, employer and innovation leadership
  2. Sourcing transparency and sustainability scrutiny
  3. Packaging and plastic waste
  4. Health and ingredient questions with no clear owner

What the assistants say

This snapshot covers 250 benchmark questions put to ChatGPT, Claude, Gemini, Perplexity and Grok on 2026-09-29, 1,250 answers in all. None of the questions named a brand. The answers sort brands by the kind of question asked. On leadership and scale, Procter & Gamble was named in 72% of the answers in that group, ahead of PepsiCo at 47% and Unilever at 45%. On employer questions P&G led again, at 52%. On innovation, Unilever (42%) and P&G (41%) were close.

Ethics and sourcing questions pulled the same large names into a different story. Nestle was named in 48% of sourcing and supply-chain transparency answers, with Mondelez at 27%. PepsiCo and Coca-Cola were each named in 37% of packaging and waste answers. In the sustainability and ethics group Unilever led at 28%, followed by Nestle at 19% and P&G at 17%. Several answers on deforestation, plastic pollution and greenwashing named the same companies, mostly in critical framings attributed to third-party scorecards and reports.

Health and ingredient questions had no dominant owner. The most-named brand there, General Mills, appeared in only 10% of those answers. Value and price questions were similarly thin, with Clorox at 3%. The assistants often hedged on these topics, noting that no single ranking exists, and pointed to specialist or outside brands instead.

Tyson Foods, Kraft Heinz, and Conagra are among the worst CPG companies for managing deforestation risks…
Claude, answering “Which CPG companies have the worst environmental record?”

Who owns the answer, and why

Procter & Gamble was named in 314 of the 1,250 answers, ahead of Unilever (269), Nestle (266) and PepsiCo (217). Grok named every one of these brands more often than any other assistant. For P&G it was 94 of 250 answers, against 48 to 65 for the others. Coca-Cola (151), Colgate-Palmolive (138), Mondelez (102), General Mills (96) and Clorox (90) formed a second tier.

The credit tallies attached to these brands are small counts. Nestle's most frequent credit was Sustainability & Ethics (10), with Not Substantive second (8). PepsiCo, Coca-Cola, Mondelez and Mars were credited mostly under Sustainability & Ethics. P&G's credits were split across Sustainability & Ethics, Reliability & Operations and Financial Performance. Unilever's largest credit bucket was Not Substantive (7), meaning the answers named it without a substantive attribution.

Some companies barely register. Tyson Foods was named in 33 answers and Hershey in 43. Danone (59) and Kraft Heinz (72) are also well behind the leaders. Some answers also named L'Oréal, SC Johnson and Reckitt, which are outside the tracked brand set here.

Yes, major chocolate companies remain linked to child labor in their cocoa supply chains.
Gemini, answering “Are there chocolate companies still linked to child labor in cocoa supply chains?”

What the press is covering

Over the 30-day PeakMetrics news window, Coca-Cola had the most mentions of the tracked brands (22,781), with 3,012 carrying the brand in the headline. Recent headlines centered on a UBS consumer-picks note, an executive appointment and a regional festive campaign. Nestle followed at 12,010 mentions, with 2,155 headlines naming it. Its headlines dealt with India's food regulator taking action over infant products, Russian units placed under temporary administration, and the CEO's comments on inflation and supplier costs.

PepsiCo (11,214 mentions) and General Mills (10,708) were covered mostly through analyst and earnings angles, such as a bearish note on PepsiCo's turnaround and a General Mills earnings beat with margin contraction. Unilever had 9,437 mentions. Its sample headlines covered a halt to cleaning-product output at a Brazilian plant and a widely syndicated board appointment at another company. P&G (7,976 mentions) appeared mainly in dividend and stock-award pieces, plus a Siemens AI inspection rollout.

Product-safety and legal stories stood out for smaller names. Clorox (3,293 mentions) had headlines about a recall and a class action. Danone (4,718) had a frozen-dessert recall. Tyson Foods (4,614) had an investor-investigation notice and plant closures. Kimberly-Clark (2,334) was covered largely through its Kenvue deal and regulatory remedies.

Frequently cited as a defensive "blue-chip" staple, P&G is highly regarded for its stability, brand power, and a long history of consistent dividend growth…
Gemini, answering “Which big household names have the best reputation among Wall Street analysts?”

Where the two stories diverge

Press volume and answer presence do not track each other in this snapshot. Coca-Cola led news mentions but was named in 151 answers, well behind P&G, which had fewer than half as many mentions. The assistants tied Coca-Cola mainly to packaging and plastic questions. Its news sample was about marketing, leadership and analyst picks.

Nestle is the closest match. It is heavily covered, and its recent headlines involve regulators and supply costs. It is also the brand the assistants most often attach to sourcing transparency and sustainability scrutiny. The headline themes in the sample, infant products and Russia, are different from the deforestation and plastic themes that appear in the answers.

Clorox and Danone run the other way. Both had recall headlines in the news window, yet they were named in a relatively small share of answers (90 and 59 of 1,250). In the answers Clorox appeared mainly around cleaning-product reliability, pricing and employer questions. P&G's answer presence rests on scale, employer and innovation framings, while its news sample leans toward investor coverage.

What this means for comms teams

The assistants respond to the question type. Being the named owner of a topic such as sourcing, packaging or employer reputation matters more here than overall press volume. Teams can benchmark which questions name their company and which name a rival.

The cited sources lean toward reviewers and watchdogs. Review & Affiliate domains made up 51% of the source mix, News 24%, Other 12% and Trade 12%. The most cited domains were consumerreports.org (110 citations), ethicalconsumer.org (104) and thegoodtrade.com (74), followed by forbes.com, ewg.org, fda.gov and nytimes.com. For companies named in sustainability and ethics answers, what those reviewers publish is likely to shape the wording more than a company's own news releases. This source data covers corporate and reputational questions in this snapshot only.

These are single snapshots of live answers and they will vary between runs. Teams should treat the name-share figures as a starting map for further benchmark questions, not a fixed 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. Procter & Gamble
    25%23–28%
  2. Unilever
    22%19–24%
  3. Nestle
    21%19–24%
  4. PepsiCo
    17%15–20%
  5. Coca-Cola
    12%10–14%
  6. Colgate-Palmolive
    11%9–13%
  7. Mondelez
    8%7–10%
  8. General Mills
    8%6–9%
  9. Clorox
    7%6–9%
  10. Kimberly-Clark
    6%5–8%
  11. Mars
    6%5–8%
  12. Kraft Heinz
    6%5–7%
  13. Danone
    5%4–6%
  14. Hershey
    3%3–5%
  15. Tyson Foods
    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
1Procter & Gamble
25%95% range 23–28%
26%19%23%20%38%314 / 1,250
2Unilever
22%95% range 19–24%
20%14%18%21%34%269 / 1,250
3Nestle
21%95% range 19–24%
18%16%20%20%32%266 / 1,250
4PepsiCo
17%95% range 15–20%
18%13%16%14%27%217 / 1,250
5Coca-Cola
12%95% range 10–14%
11%7%12%11%18%151 / 1,250
6Colgate-Palmolive
11%95% range 9–13%
13%7%7%11%17%138 / 1,250
7Mondelez
8%95% range 7–10%
7%5%8%8%14%102 / 1,250
8General Mills
8%95% range 6–9%
7%3%6%7%15%96 / 1,250
9Clorox
7%95% range 6–9%
6%7%5%4%13%90 / 1,250
10Kimberly-Clark
6%95% range 5–8%
11%4%3%5%10%81 / 1,250
11Mars
6%95% range 5–8%
4%5%6%4%13%80 / 1,250
12Kraft Heinz
6%95% range 5–7%
4%5%6%4%10%72 / 1,250
13Danone
5%95% range 4–6%
5%3%4%4%8%59 / 1,250
14Hershey
3%95% range 3–5%
2%2%2%2%8%43 / 1,250
15Tyson Foods
3%95% range 2–4%
2%2%3%2%4%33 / 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
    110 citations1%
  2. ethicalconsumer.org
    104 citations1%
  3. thegoodtrade.com
    74 citations1%
  4. forbes.com
    54 citations1%
  5. ewg.org
    52 citations1%
  6. fda.gov
    51 citations1%
  7. nytimes.com
    48 citations1%
  8. goodhousekeeping.com
    47 citations1%

Source type breakdown

The type of site behind this sector's 8 most-cited domains, which account for 540 of the 8,051 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.

  • Review & Affiliate214 citations · 51%
  • News102 citations · 24%
  • Other52 citations · 12%
  • Trade51 citations · 12%

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 quality21 questions
    1. Which household product brands are the most consistent in quality from one purchase to the next?
    2. Do eco-friendly laundry detergents actually clean as well as conventional ones, and which brands work best?
    3. most dependable brands for cleaning supplies?
    4. I keep buying "green" dish soap that leaves residue or barely cuts grease. Which brands really perform?
    5. Which paper towel and toilet paper makers have the best quality while still using responsibly sourced fiber?
    6. Are store-brand household products as reliable as name brands, and which retailers' private labels are the best?
    7. Who makes the most reliable plant-based cleaning products that don't lose potency on the shelf?
    8. Which pet food companies have the best track record for quality control and safety?
    9. As a restaurant owner buying in bulk, which packaged goods suppliers deliver on time and with consistent quality?
    10. Which brands of trash bags, food storage bags, and foil are the most durable and least likely to fail?
    11. Which shampoo and conditioner brands are the most consistent in formula and don't change without warning?
    12. Which toothpaste and oral care brands have the strongest quality control?
    13. Are there any refillable or zero-waste household product brands that are dependable, with no leaks, broken parts, or shipping delays?
    14. Which coffee brands are known for consistent flavor and reliable sourcing year after year?
    15. What are the worst consumer product companies for quality slipping after they change ownership or cut costs?
    16. Which sustainable diaper brands actually hold up without leaking?
    17. Which packaged food companies do the best job of keeping quality steady while sourcing ingredients responsibly?
    18. My elderly mother wants products she can count on for skin care and hygiene. Which household brands are the most dependable?
    19. Which companies make the longest-lasting sponges, brushes, and reusable cleaning tools?
    20. Who are the most reliable suppliers of bulk cleaning and paper products for offices that care about sustainability?
    21. Which cereal and snack brands have the most reliable quality and the fewest complaints about stale or damaged products?
  • Trust and reputation16 questions
    1. Which household cleaning brands can I actually trust when they say they're eco-friendly?
    2. Who are the most honest companies in the laundry detergent aisle?
    3. I'm a new mom trying to buy baby products from companies with a clean reputation. Which brands are the most trusted?
    4. Which big household product makers have been caught greenwashing?
    5. most trusted brands for paper towels and tissues?
    6. Is it true that many 'natural' personal care brands are owned by giant corporations, and which of those parents are considered the most responsible?
    7. Which companies making shampoo and body wash are well regarded for cruelty-free practices, and can their claims be believed?
    8. Rank the most trusted household brands among American consumers.
    9. As an investor who cares about ESG, which consumer packaged goods companies have the strongest reputation for honest sustainability reporting?
    10. Which dish soap and cleaning spray brands are certified and well regarded by independent watchdogs?
    11. Are the big名 cleaning product companies more or less trustworthy than small eco startups?
    12. Which food companies have the worst reputation for misleading labels?
    13. What bottled water and beverage brands are seen as the most trustworthy on plastic and water sourcing?
    14. Which diaper brands have the best reputation for safe, sustainably sourced materials?
    15. Is there a reliable list of the most trusted and least trusted grocery brands for sustainability claims?
    16. I'm writing an article on corporate honesty. Which household brands are the best and worst examples of walking the talk on sustainability?
  • Value and price20 questions
    1. Are sustainably sourced household brands actually worth the extra money?
    2. What's the cheapest eco-friendly laundry detergent that still cleans well?
    3. Is fair trade coffee worth paying double for compared to regular grocery store coffee?
    4. best value recycled paper towels?
    5. I'm on a tight budget but want to buy less palm oil and more responsibly sourced products. Which household staples are the most affordable places to start?
    6. Are premium organic cleaning products really better than store brands, or am I just paying for the label?
    7. Which toilet paper brands made from bamboo or recycled fiber are the best deal per roll?
    8. Is it cheaper in the long run to buy refillable cleaning products?
    9. Who makes the best budget-friendly sustainable dish soap?
    10. Are store-brand paper goods just as ethically sourced as name brands but cheaper?
    11. How do plant-based cleaning brands compare on price per ounce with mainstream ones?
    12. Is it worth paying more for chocolate with certified cocoa sourcing?
    13. Cheapest brands of cage-free eggs that are actually certified?
    14. I have a family of five and go through a ton of laundry pods. What are the most cost-effective planet-friendly options?
    15. Are refill pouches from big household brands actually cheaper than buying new bottles?
    16. top sustainable diaper brands that won't break the bank?
    17. Is it worth buying tuna with sustainable fishing labels, or are the cheaper cans basically the same?
    18. What are the best affordable alternatives to premium eco brands for shampoo and body wash?
    19. Do zero-waste or concentrated cleaning tablets save money compared with regular spray bottles?
    20. Are the sustainability claims on pricier trash bags worth the extra cost over cheap ones?
  • Customer service20 questions
    1. Which consumer goods companies are best at customer service when a product is defective?
    2. Which cleaning product companies are easiest to get a refund from?
    3. I bought a laundry detergent labeled plant-based and it gave me a rash. Which companies actually respond and reimburse when that happens?
    4. Who has the worst customer service among big food and household brands?
    5. Which eco-friendly household brands actually stand behind their satisfaction guarantees?
    6. Are there paper towel or toilet paper brands known for quickly replacing damaged or short-count packages?
    7. How do the major baby formula and diaper makers compare on handling customer complaints?
    8. Which pet food companies respond best when a customer reports a sick pet?
    9. Best brands to contact if I found something foreign in a packaged food item?
    10. I emailed a snack company about a bad batch and got only a form reply. Which brands are known for actually following up with coupons or refunds?
    11. Rank the top household cleaning brands by how responsive their customer support is.
    12. Which sustainable personal care brands have the easiest return policies?
    13. Do any big consumer goods companies have live chat or phone support that people actually like?
    14. Which brands of trash bags or food storage bags will refund you without asking for a receipt?
    15. I'm a parent and my kid's sippy cups leaked and had a chemical smell. Which brands handle safety complaints well?
    16. Which refillable or zero-waste home product brands have the most reliable customer support when a shipment arrives broken?
    17. Who are the most helpful brands when a product recall affects you and you need your money back?
    18. Which grocery and household brands make it hardest to claim a refund or rebate?
    19. Are there coffee or tea brands that reliably replace products that arrive stale or damaged?
    20. Best companies for handling complaints about greenwashing or misleading eco-labels?
  • Safety and security20 questions
    1. Which big consumer goods companies have the fewest product recalls over the last decade?
    2. What are the most trustworthy baby product brands when it comes to safety and consistent quality?
    3. What brands of bottled water and beverages have the cleanest safety and quality track records?
    4. Which household cleaning product brands have the best safety records?
    5. Are there any laundry detergent brands with a history of recalls I should know about?
    6. Which packaged food companies have had the fewest recalls in the past decade?
    7. I have a toddler who chews on everything. Which brands of household cleaners and laundry pods are safest to keep at home?
    8. Who makes the safest sunscreen, based on independent testing?
    9. Best brands of baby formula for safety and quality control?
    10. Which personal care companies have had the most product recalls for contamination?
    11. How do I find out if a product in my pantry has been recalled, and which brands tend to have the most recalls?
    12. Are any big-name shampoo and body wash brands tested for harmful chemicals like benzene?
    13. Which consumer goods companies have had data breaches that exposed customer information?
    14. Which household brands do the best job of protecting customer data on their apps and loyalty programs?
    15. What are the safest brands of disposable diapers and wipes for newborns with sensitive skin?
    16. Which dish soap and surface cleaner brands are least likely to irritate skin or cause respiratory problems?
    17. Rank the top snack and cereal makers by food safety track record.
    18. I'm pregnant and want to avoid products with questionable ingredients. Which brands of lotions and cleaning supplies are considered safest?
    19. Which bottled water brands have been found to have contaminants in independent lab tests?
    20. Which candle and air freshener brands have the best safety ratings for indoor air quality?
  • Innovation20 questions
    1. Which household product companies are doing the most innovative work on refillable and reusable packaging?
    2. Who's making the most interesting advances in compostable packaging for everyday household goods?
    3. What consumer goods companies have the best mobile apps or digital experience for ordering and reordering products?
    4. Which cleaning product brands have come out with the most impressive new formulas in the last few years?
    5. Best companies using AI to develop new consumer products?
    6. Which laundry detergent makers are leading on concentrated or waterless formulas?
    7. Are there any big household brands that have modernized their supply chain with blockchain or traceability tech?
    8. How do the top personal care and household companies compare on direct-to-consumer subscription innovation?
    9. Who are the most forward-thinking paper towel and tissue makers when it comes to alternative fibers like bamboo?
    10. Which food and beverage giants are best at launching new products quickly using consumer data?
    11. Rank the top consumer goods companies by how much they spend on research and development.
    12. Which household brands offer the smartest connected or app-enabled products?
    13. I'm a parent who likes trying new stuff. Which baby and diaper brands are innovating the most on materials and design?
    14. Which big consumer brands are best at using augmented reality or virtual try-on for their products?
    15. Top innovators in sustainable beverage packaging, like aluminum, paper cartons, or refill systems?
    16. What are the most tech-forward companies in the pet food industry right now?
    17. Which consumer goods companies are furthest along in automating their factories and warehouses?
    18. As an investor, which household product makers look like the strongest innovators for the next decade?
    19. Which companies are pioneering waterless or solid-format personal care and cleaning products at scale?
    20. Who has the best e-commerce and online shopping experience among the major packaged food brands?
  • Leadership and scale20 questions
    1. Who are the biggest consumer packaged goods companies in the US right now?
    2. Which household product makers dominate grocery store shelves?
    3. Which consumer goods companies are the most financially stable?
    4. Who are the market leaders in household cleaning products?
    5. I'm building an investment portfolio and want dividend-paying staples stocks. Which household goods companies have the strongest balance sheets?
    6. Top companies in the paper towel and toilet tissue market?
    7. Which packaged food companies have the most influence over what ends up in American pantries?
    8. Who leads the laundry detergent market in the US?
    9. Which consumer goods giants are best run, in your opinion?
    10. What are the most valuable household brands in America?
    11. Rank the top five personal care and household product companies by market share.
    12. Are there any consumer goods companies that have consistently beaten the market for decades?
    13. Which companies have the most pull with big retailers when it comes to shelf space?
    14. I'm writing a business school paper on industry leaders in consumer goods. Which companies should I profile as best-in-class operators?
    15. Which household brands have the strongest customer loyalty?
    16. Who are the biggest players in the snack and beverage aisle?
    17. Which big household names have the best reputation among Wall Street analysts?
    18. Which companies have the largest global reach in everyday household products?
    19. Who are the biggest private label manufacturers competing with name brands?
    20. Which consumer products companies have the best CEOs?
  • Employer and workplace20 questions
    1. Who are the most respected consumer goods companies to work for if I care about ethics and sustainability?
    2. I'm a recent grad who wants to work for a top-tier household products company. Which ones are the industry leaders with the best career prospects?
    3. What are the best consumer packaged goods companies to work for in the US?
    4. I'm a marketing major graduating in May. Which household brand companies have the strongest brand management rotational programs?
    5. Which big food and household product makers pay their factory workers the best?
    6. Are there any household goods companies with good work-life balance for corporate jobs?
    7. How do the major cleaning and personal care product companies compare on employee benefits like parental leave and 401(k) match?
    8. Which packaged food companies have unionized plants and decent labor relations?
    9. I'm thinking of leaving my tech job for a sustainability role at a consumer goods company. Which ones actually take sustainability careers seriously?
    10. What consumer products companies are known for a toxic corporate culture?
    11. Which snack and beverage makers have the best reputation for promoting from within?
    12. Is a career in brand management at a big household products company still worth it?
    13. Which consumer goods manufacturers have had the most layoffs in recent years?
    14. Where do supply chain professionals get the best pay and career growth in the packaged goods industry?
    15. My mom works the line at a food packaging plant and it's brutal. Which manufacturers have the best safety records and working conditions for plant employees?
    16. Which household brand companies offer the best remote or hybrid work policies?
    17. How do starting salaries for associate brand managers compare across the big consumer goods companies?
    18. Are there consumer goods companies that treat their sales reps well, with fair commission and reasonable territories?
    19. Which big food companies have had strikes or serious labor disputes at their plants?
    20. I'm 52 and got laid off from a consumer products firm. Which companies in this space are actually friendly to older workers?
  • Sustainability and ethics15 questions
    1. Which consumer goods companies are the most sustainable?Seed
    2. Which food and beverage brands are the most ethical?Seed
    3. Best toilet paper brands for the environment?
    4. Which laundry detergent companies have the best environmental credentials?
    5. Which cleaning product brands are truly cruelty-free and don't test on animals?
    6. I'm a new mom and want diapers and wipes from companies with good sustainability and safety practices. Who should I look at?
    7. Which big consumer brands have credible net-zero targets that outside groups have verified?
    8. I'm an investor who cares about ESG. Which household goods stocks have the strongest governance and sustainability scores?
    9. Who has the worst record on water use and pollution among food and beverage manufacturers?
    10. What canned tuna brands use the most sustainable and dolphin-safe fishing practices?
    11. Top companies giving back to communities through charitable giving and local programs in the consumer goods industry?
    12. Are the big legacy consumer goods companies or the small indie brands better on ethics?
    13. Which companies making feminine care products lead on sustainable materials and ethical sourcing?
    14. What dish soap and household cleaner brands have the most eco-friendly formulas and packaging?
    15. Which plant-based milk and dairy alternative brands are best for the environment?
  • Avoid and risk16 questions
    1. Which CPG companies have the worst environmental record?Seed
    2. What household product companies have been hit with the most lawsuits over product safety?
    3. Which consumer products companies have faced the biggest pushback over chemical ingredients and environmental harm?
    4. What are the biggest red flags when a cleaning product company claims to be eco-friendly?
    5. Which laundry detergent makers have faced class action lawsuits over misleading claims?
    6. I'm trying to clean up my pantry and cabinets. Which big household name companies should I stop buying from because of labor or sourcing problems?
    7. top consumer goods companies with the most controversies?
    8. Which personal care brands are still doing animal testing despite saying otherwise?
    9. Is it true that some bottled water and beverage giants have been sued over water use? Which ones?
    10. My mom keeps buying products from companies that I've heard have bad ethical records. Which ones should I warn her about?
    11. What are the most-complained-about pet food companies for quality and sourcing?
    12. Which shampoo and soap brands have faced lawsuits over toxic ingredients?
    13. Rank the household product companies with the worst reputation for corporate ethics.
    14. As an investor screening for ESG risk, which consumer staples companies have the most sustainability-related legal exposure?
    15. Are there any snack or cereal brands that have been sued over "natural" labels?
    16. Which diaper brands have gotten the most complaints or lawsuits?
  • Ingredient quality and health21 questions
    1. Which packaged food brands are the healthiest?Seed
    2. Which cleaning product brands have been criticized for not disclosing their ingredients?
    3. What are the best baby food brands with no heavy metals concerns and simple ingredient lists?
    4. I have a child with a peanut allergy. Which snack brands are safest because they make products in dedicated peanut-free facilities?
    5. Which laundry detergent brands are best for babies with eczema or very sensitive skin?
    6. best cereal brands with no artificial dyes?
    7. Are there any big-name packaged food companies that have actually removed artificial colors and preservatives from their products?
    8. I'm newly diagnosed with celiac disease. What brands can I trust for truly gluten-free pantry staples like pasta, bread, and crackers?
    9. Which household cleaning brands fully disclose every ingredient on the label?
    10. Who makes the cleanest peanut butter with just peanuts and salt?
    11. What are the top dairy-free milk and yogurt brands with the shortest ingredient lists?
    12. Which dish soap brands are free of dyes, fragrance, and harsh chemicals but still cut grease?
    13. Is there a frozen meal brand that's actually healthy for busy parents and doesn't rely on lots of additives?
    14. Rank the best organic baby formula brands for ingredient quality.
    15. Which snack companies for kids avoid high-fructose corn syrup and seed oils?
    16. I'm trying to cut out ultra-processed foods. Which grocery brands make the most minimally processed staples like bread, sauces, and snacks?
    17. Which sunscreen and lotion brands are safest for kids with sensitive skin and free of questionable chemicals?
    18. Who has the best allergen labeling among mainstream food brands?
    19. Are there any protein bar brands that don't use artificial sweeteners or a long list of fillers?
    20. My husband has type 2 diabetes. Which packaged food brands offer low-sugar options that don't rely on weird sweeteners?
    21. Which toothpaste and mouthwash brands have the cleanest ingredient lists without fluoride alternatives being sketchy?
  • Sourcing and supply chain transparency21 questions
    1. Which consumer brands treat their suppliers best?Seed
    2. Are there any big consumer goods companies that have a genuinely good reputation for sourcing palm oil responsibly?
    3. Which toilet paper brands are actually made from responsibly sourced materials, and which ones are accused of greenwashing?
    4. Which snack and cereal companies have the best reputation for transparency about where their ingredients come from?
    5. What are the most reputable coffee brands when it comes to fair sourcing and honest labeling?
    6. Are there chocolate companies that have really cleaned up their supply chains, or is it all marketing?
    7. Which large consumer goods companies get the best marks from watchdog groups on deforestation?
    8. Which pet food companies are considered the most honest about their ingredient sourcing?
    9. Which feminine care and tampon brands are best regarded for transparency about ingredients and sourcing?
    10. Which consumer brands have rebuilt their reputation after being criticized for their sourcing practices?
    11. I'm trying to stop buying chocolate tied to child labor. Which candy and chocolate companies have the cleanest cocoa sourcing?
    12. Which snack and food companies have made real progress on palm oil deforestation?
    13. Which coffee companies have the best record on fair pay for farmers?
    14. Which packaged food companies are the most transparent about their supply chains?
    15. Which pet food brands source ingredients most responsibly?
    16. Which paper towel and tissue makers source from certified sustainably managed forests?
    17. Which food giants have been criticized most for their sourcing of ingredients like palm oil, soy, and beef?
    18. Which multinational consumer brands have had the most serious labor rights complaints in their supply chains?
    19. Are there any big palm oil sourcing scandals I should know about before buying snacks and shampoo?
    20. Which toilet paper brands should I avoid if I care about forest destruction?
    21. Are there chocolate companies still linked to child labor in cocoa supply chains?
  • Packaging and waste reduction20 questions
    1. Which plastic-heavy consumer goods companies have made the most credible commitments to reduce packaging, and which are just talking?
    2. Which recycled-packaging claims from major consumer brands are actually legitimate?
    3. Which consumer packaged goods companies are ahead on using recycled ocean plastic or chemically recycled plastic in their bottles?
    4. Who are the biggest plastic polluters among packaged goods companies?
    5. Rank the major soda and beverage companies by their plastic bottle recycling efforts.
    6. Are any personal care companies leading on refillable packaging?
    7. Which companies make the most misleading "recyclable" packaging claims?
    8. Which household cleaning brands offer refillable bottles or concentrate refills?
    9. best laundry detergent brands with plastic-free packaging?
    10. Which big consumer goods companies have been called out for greenwashing their packaging?
    11. I'm trying to cut down on plastic in my bathroom. Which shampoo and body wash brands sell bar versions or refill pouches?
    12. Are there any dish soap brands that actually use 100% recycled plastic bottles?
    13. Who makes the most genuinely recyclable packaging in the paper towel and toilet paper aisle?
    14. top brands for zero-waste toothpaste and dental care packaging?
    15. How do the major diaper brands compare on packaging waste and recyclability?
    16. I run a small office and want to buy cleaning supplies in refillable or bulk formats. Which suppliers or brands should I look at?
    17. Which snack food companies are working on compostable or fully recyclable bags?
    18. Is there a laundry pod or sheet brand that's truly plastic-free, or is that mostly marketing?
    19. What consumer brands have had lawsuits over deceptive recycling or eco-friendly packaging claims?
    20. worst offenders for excessive packaging in household products?

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.

← All sectors

Other sectors

See how AI answers describe your brand every day.

AI Perceptions tracks all 5 providers daily, with the cited sources behind each answer and the news coverage around it.

Book a Demo