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Restaurants & Fast Food · AI Perceptions snapshot

In AI answers about fast food, McDonald's is the default name and Chick-fil-A owns hospitality

Across restaurant questions that never named a brand, the assistants reached for McDonald's on almost every theme, then handed narrower claims to Chick-fil-A and Chipotle. The press is busiest around Starbucks and McDonald's, and the two stories overlap less than a comms team might expect.

  • McDonald's
  • Chick-fil-A
  • Chipotle
  • Taco Bell
  • Wendy's
  • Burger King
  • Starbucks
  • KFC
  • Subway
  • Domino's
  • Panera Bread
  • Pizza Hut
  • Popeyes
  • Dunkin'
  • Sweetgreen

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
McDonald's · 51%95% range 48–54%

Storylines in the answers

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

  1. McDonald's as the default reference on scale, value and innovation
  2. Hospitality and service reliability
  3. Fresh ingredients, transparency and digital ordering
  4. Value is a crowded field

What the assistants say

The measurement is a snapshot from 2026-09-29: 250 benchmark questions put to ChatGPT, Claude, Gemini, Perplexity and Grok, 1,250 answers in all. None of the questions named a brand. McDonald's still appeared in 634 of those answers, roughly half. It led or placed near the top on leadership and scale, innovation, value, employer, sustainability, safety and avoid-and-risk questions.

Two other brands carried more specific stories. Chick-fil-A was the most-named brand on customer service, reliability and quality, and delivery and drive-thru convenience. In the chicken sandwich question, Gemini's answer called it the dominant force in the category. Chipotle led menu and health options by a wide margin and was the brand the answers reached for on ingredient transparency.

Value belonged to a crowd: McDonald's, Taco Bell and Wendy's led those questions. Several answers also declined to name a winner. On safety, Gemini's answer steered readers toward local inspection scores instead of a chain, and on harassment and workplace violence, Perplexity's answer said there was no reliable independent ranking.

Every fast food chain since has followed McDonald's playbook, including the franchise model, the limited menu, the assembly-line kitchen, the real estate strategy, and marketing to children…
Claude, answering “Which fast food brands are the most influential in shaping what the whole industry does?”

Who owns the answer, and why

McDonald's was named in 634 answers, Chick-fil-A in 472, Chipotle in 437, Taco Bell in 413 and Wendy's in 360. Grok named McDonald's in 175 of its 250 answers, the highest of any assistant. Claude named it in 96, the lowest.

The reasons attached to those names are thin. For every brand, the largest credited category was "Not Substantive", meaning the brand was listed without a specific reason. Among substantive credits, Chick-fil-A's top category was Customer Experience, and Taco Bell's was Safety & Compliance. McDonald's credits were spread across price and value, financial performance, customer experience, safety and workplace. These credit counts are small next to the number of mentions, so they show direction, not weight.

Further down the list, the presence drops off. Dunkin' was named in 99 answers and Sweetgreen in 74. Subway (202) and Panera Bread (181) appeared mainly in list-style answers, such as sandwich menu rankings and location counts.

…is widely considered the dominant force in the fast-food chicken sandwich market.
Gemini, answering “Who dominates the fast food chicken sandwich market?”

What the press is covering

In the PeakMetrics news index over the last 30 days, Starbucks led on volume with 23,967 mentions, 6,304 of them with the brand in the headline. McDonald's followed with 22,451 mentions. Their headlines were mostly seasonal menu items, deals and store news, plus Starbucks store closures and stock commentary.

Chipotle (10,553 mentions) appeared in headlines about a Palantir food-safety tool, a board appointment, a stock move and a margarita return, alongside a violent-crime story about a worker. Wendy's (3,970) headlines included a franchisee bankruptcy and a criminal charge against a former manager. KFC (7,512) headlines included stabbing incidents in the UK. Pizza Hut (4,880) was covered mostly for its sale by Yum! Brands.

Taco Bell, Burger King, Domino's and Dunkin' were covered mainly through menu launches, promotions and partnerships.

…is the clearest example among major chains: an EWG analysis reported that its food menu avoids ultra-processed ingredients…
Perplexity, answering “Are there any fast food chains that use real, unprocessed ingredients?”

Where the two stories diverge

McDonald's is the one brand with heavy coverage and heavy AI presence. The rest of the map does not line up. Starbucks had nearly as many press mentions as McDonald's but was named in 283 answers, well behind Chick-fil-A and Chipotle. Dunkin' had 6,605 mentions and was named in 99 answers. Pizza Hut had 4,880 mentions and was named in 150.

The reverse also appears. Subway drew only 1,415 mentions but was named in 202 answers, more than Domino's (2,868 mentions, 183 answers) and roughly as often as brands with several times its coverage. Panera Bread had 1,331 mentions and 181 answers.

The themes differ too. Recent press headlines are about promotions, closures, deals, ownership changes and individual incidents. The assistants' answers are built around category questions: value, service, ingredients, safety practice. A brand can dominate one story and barely register in the other.

What this means for comms teams

Press volume did not predict AI presence in this snapshot. Both need tracking, and a busy news cycle does not by itself change how the assistants describe a brand.

The cited sources point to where the answers get their material. Trade publications made up 63% of the source mix and review and affiliate sites 37%. Tasting Table was the most-cited domain, followed by The Takeout, Eat This and the trade titles Restaurant Business, Nation's Restaurant News, QSR Magazine and Restaurant Dive. Brands that want to change how the assistants describe them should look first at what those outlets publish. This is one measurement across five assistants, and live answers vary between runs.

Being named is not the same as being credited. Most mentions carried no stated reason, so the specific claim an assistant attaches to a brand (hospitality, ingredient transparency, value) is the more useful thing to monitor.

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. McDonald's
    51%48–54%
  2. Chick-fil-A
    38%35–41%
  3. Chipotle
    35%32–38%
  4. Taco Bell
    33%31–36%
  5. Wendy's
    29%26–31%
  6. Burger King
    26%23–28%
  7. Starbucks
    23%20–25%
  8. KFC
    19%17–21%
  9. Subway
    16%14–18%
  10. Domino's
    15%13–17%
  11. Panera Bread
    14%13–17%
  12. Pizza Hut
    12%10–14%
  13. Popeyes
    11%9–13%
  14. Dunkin'
    8%7–10%
  15. Sweetgreen
    6%5–7%
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
1McDonald's
51%95% range 48–54%
57%38%48%40%70%634 / 1,250
2Chick-fil-A
38%95% range 35–41%
38%28%38%28%56%472 / 1,250
3Chipotle
35%95% range 32–38%
31%28%35%28%52%437 / 1,250
4Taco Bell
33%95% range 31–36%
31%26%33%24%51%413 / 1,250
5Wendy's
29%95% range 26–31%
28%23%24%23%46%360 / 1,250
6Burger King
26%95% range 23–28%
21%18%24%19%45%319 / 1,250
7Starbucks
23%95% range 20–25%
28%20%19%14%33%283 / 1,250
8KFC
19%95% range 17–21%
11%12%18%16%37%235 / 1,250
9Subway
16%95% range 14–18%
17%11%17%11%25%202 / 1,250
10Domino's
15%95% range 13–17%
13%11%13%13%22%183 / 1,250
11Panera Bread
14%95% range 13–17%
22%13%12%7%19%181 / 1,250
12Pizza Hut
12%95% range 10–14%
8%8%13%11%20%150 / 1,250
13Popeyes
11%95% range 9–13%
6%7%12%8%21%134 / 1,250
14Dunkin'
8%95% range 7–10%
8%8%7%5%12%99 / 1,250
15Sweetgreen
6%95% range 5–7%
5%5%6%3%10%74 / 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. tastingtable.com
    275 citations4%
  2. thetakeout.com
    168 citations2%
  3. eatthis.com
    136 citations2%
  4. restaurantbusinessonline.com
    130 citations2%
  5. nrn.com
    128 citations2%
  6. mashed.com
    122 citations2%
  7. qsrmagazine.com
    117 citations2%
  8. restaurantdive.com
    99 citations1%

Source type breakdown

The type of site behind this sector's 8 most-cited domains, which account for 1,175 of the 7,359 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.

  • Trade474 citations · 63%
  • Review & Affiliate275 citations · 37%

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 quality22 questions
    1. Which fast food chains have the best food quality?Seed
    2. Which fast food chains are the most consistent from one location to the next?
    3. I'm driving cross-country with my family and want chains where I know what I'll get at every exit. Which ones are the most reliable?
    4. Which burger chains consistently serve hot, fresh fries?
    5. Are there any fast casual chains that reliably keep quality high even during the lunch rush?
    6. Rank the major chicken chains by how consistently good their sandwiches are.
    7. Which coffee chains make a drink that tastes the same no matter which store you visit?
    8. Which restaurant chains have the fastest and most dependable service?
    9. Are there national sit-down chains where the food quality is dependably decent?
    10. What fast food chains have gotten noticeably worse in quality over the last few years?
    11. Which chains do the best job keeping their restaurants clean and well maintained?
    12. My boss wants a caterer that will show up on time and deliver the same quality every time for office lunches. Which national chains are the most dependable?
    13. Which fast food breakfast spots consistently get the eggs and sandwiches right?
    14. Which taco chains have the freshest, most consistent ingredients?
    15. Which chains consistently rank highest in customer satisfaction surveys?
    16. Is there a sandwich chain that always makes subs the same way, regardless of who is working?
    17. What are the most reliable restaurant chains for a stress-free family dinner with picky kids?
    18. Where can I count on a consistently good salad from a fast food or fast casual chain?
    19. Which national steakhouse chains cook steaks to the right temperature most reliably?
    20. Who makes the most reliable, consistent burger among the big national chains?
    21. Which chains have the most dependable late-night hours and actually stay open when they say they will?
    22. Are there any fast food chains that have kept their quality high despite raising prices?
  • Trust and reputation11 questions
    1. What fast food chains do people trust the most?
    2. Are there any fast food chains that are actually honest about their ingredients?
    3. Who are the most trusted casual dining chains in America?
    4. Is there a fast food chain with a truly clean reputation?
    5. What restaurant chains are known for misleading advertising about their food?
    6. Which pizza chains are considered the most reputable?
    7. Which chicken chains have the best reputation for quality and integrity?
    8. Which fast food chains have had the most trouble with customer trust in recent years?
    9. Which sandwich chains have the most trustworthy reputation?
    10. What fast food brands do older Americans trust the most?
    11. Do any big restaurant chains have a reputation for being genuinely honest about their prices and fees?
  • Value and price22 questions
    1. Which fast food chains offer the best value?Seed
    2. What's the cheapest fast food chain for feeding a family of four?
    3. best value meal deals under $6?
    4. Are the $5 combo boxes at fast food places actually a good deal anymore?
    5. Which burger chains give you the most food for your money?
    6. I'm on a tight budget and eat out about three times a week. Which chains should I go to so I don't blow through my paycheck?
    7. Is it worth paying extra for the premium burgers at fast casual chains compared to regular drive-thru?
    8. How much have fast food prices gone up since 2019, and which chains raised them the most?
    9. Which pizza chains have the best carryout deals?
    10. Are delivery fees and markups worth it, or should I always order directly from the restaurant chain?
    11. Cheapest place to get a decent breakfast on the road?
    12. Which sit-down chain restaurants have the best early bird or happy hour deals?
    13. Is fast casual actually better value than fast food when you compare portion size and quality?
    14. Who has the best chicken sandwich for the price?
    15. What are the most overpriced fast food chains right now?
    16. Which restaurant chains let kids eat free or cheap?
    17. I'm a college student with about $50 a week for eating out. What chains give me the most bang for my buck?
    18. Which coffee chains are the best value for a daily caffeine habit?
    19. Are the all-you-can-eat deals at chain restaurants worth the price?
    20. Which taco and burrito chains have the best value bowls?
    21. Rank the major fast food chains by price for a basic combo meal.
    22. Which fast food chains charge the most for extras like sauces, drink refills, and substitutions?
  • Customer service21 questions
    1. What chain restaurants are known for the most reliable customer service when something goes wrong with your order?
    2. Who has the best reputation for customer service among sit-down restaurant chains?
    3. Which fast food chains are best at fixing a wrong order without making you fight for it?
    4. My drive-thru order was missing half the items and I didn't notice until I got home. Which chains will actually refund you?
    5. Which restaurant chains have the most responsive customer service when you email or call with a complaint?
    6. Who has the worst customer service among big fast food chains?
    7. I got sick after eating at a chain restaurant last week. Which companies take food poisoning complaints seriously and compensate customers?
    8. Are there any fast food chains that consistently give refunds through their app without needing to talk to a manager?
    9. best chain restaurants for handling complaints politely?
    10. What do the top casual dining chains do when your meal comes out cold or wrong, and which ones are the most generous about comping it?
    11. Which pizza delivery chains are most reliable about refunding or remaking an order that arrives late or ruined?
    12. How do the major burger chains compare on responding to complaints filed through social media?
    13. I found a hair in my food at a sit-down chain and the manager just shrugged. Which restaurant companies are known for actually making it right?
    14. Which coffee chains are best about replacing drinks that were made wrong?
    15. Is there a fast food chain with a customer service line that actually picks up and solves problems?
    16. Which chains have the worst reputation for ignoring refund requests on mobile app orders?
    17. Rank the big fast food chains by how well they treat customers when something goes wrong.
    18. My family waited over an hour for food at a chain restaurant and nobody apologized. Which chains train staff best in service recovery?
    19. Who is best at handling third-party delivery mistakes, the restaurant chain or the delivery app, and which chains make it easiest to get money back?
    20. Are there any chicken chains known for great customer service when an order goes wrong?
    21. Which fast food companies will mail you a gift card or coupon after you submit a complaint online?
  • Safety and security21 questions
    1. Which restaurant chains have the best food safety record?Seed
    2. Which fast food chains have the worst reputation for food safety?
    3. Which restaurant chains are best regarded by health inspectors and consumer watchdogs?
    4. Which fast food chains have had the fewest recalls or contamination outbreaks in the last five years?
    5. Which fast food chains have been hit by data breaches that exposed customer payment information?
    6. Is it safe to use the mobile app of a fast food chain to store my credit card?
    7. What chains have the cleanest kitchens according to health inspection scores?
    8. Rank the major burger chains by how safe their food handling practices are.
    9. Which pizza chains are most trustworthy when it comes to delivery safety and tamper protection?
    10. I'm pregnant. Which fast food chains are safest to eat at given listeria concerns?
    11. Safest drive-thru chains for late-night eating alone?
    12. Which restaurant chains have had the worst norovirus or food poisoning incidents?
    13. How do I check whether a chain restaurant near me has had recent recalls or safety violations, and which chains tend to be the most open about it?
    14. Which coffee and fast casual chains have the strongest security for their loyalty rewards accounts?
    15. Are chain restaurants with open kitchens safer than those with hidden ones, and which chains use open kitchens?
    16. Which fast food chains have been sued for serious food safety failures?
    17. Which chicken chains have the best reputation for cooking their food thoroughly and avoiding salmonella?
    18. Which national chains have the best food safety training for their staff?
    19. Which delivery-friendly restaurant chains use tamper-evident packaging?
    20. Are sushi and seafood chains safe to eat at, and which are the most reliable about freshness?
    21. What fast food chains have had the most serious ingredient contamination recalls, like onions or lettuce?
  • Innovation20 questions
    1. Which fast food chains are leading the way on technology?
    2. Who is doing the most with AI in drive-thrus right now?
    3. Which fast food chains are testing robots in their kitchens?
    4. I'm a tech reporter writing about restaurant automation. Which chains are the most interesting case studies?
    5. Are there any restaurant chains that use kiosks well, and which ones do it best?
    6. Which fast food companies launch the most creative new menu items?
    7. Who is the most innovative pizza chain when it comes to delivery and tracking technology?
    8. Rank the top burger chains by how modern their ordering experience is.
    9. I'm investing in restaurant stocks and want companies that are ahead on digital sales and automation. Which ones stand out?
    10. Which restaurant chains have done the best job of modernizing their stores and remodeling their look?
    11. What chains are pioneering plant-based menu innovation?
    12. Which casual dining chains have adopted tabletop tablets or pay-at-table tech most successfully?
    13. Which fast food brands are most innovative with drive-thru design, like dual lanes or pickup-only stores?
    14. Which restaurant chains are using data and personalization to recommend menu items to customers?
    15. Who leads the industry in delivery partnerships and in-house delivery technology?
    16. Which chains are experimenting with drone or autonomous vehicle delivery?
    17. Are there fast food chains with fully automated or mostly automated locations?
    18. What are the most tech-forward fast casual restaurants for a business student to study?
    19. I'm applying for a tech job at a restaurant company. Which chains have the strongest digital and engineering teams?
    20. Which chains are innovating with smaller-format or ghost kitchen concepts?
  • Leadership and scale20 questions
    1. What are the biggest fast food chains in the US by sales?
    2. Which restaurant chains have the most locations in America?
    3. Who are the market leaders in the burger segment?
    4. Which fast food companies are the strongest financially right now?
    5. Rank the top 10 restaurant chains in the US by revenue.
    6. Which restaurant chain is the best run, in your opinion?
    7. I'm thinking about investing in restaurant stocks. Which chains have the strongest balance sheets and most stable growth?
    8. Which fast food brands are the most influential in shaping what the whole industry does?
    9. Who dominates the fast food chicken sandwich market?
    10. Which restaurant chains are growing fastest right now?
    11. What's the largest pizza chain in America?
    12. Which casual dining chains are still leading the sector?
    13. Which coffee chains have the most stores in the US?
    14. Who are the top franchisors in the restaurant industry?
    15. I'm writing an article on industry giants. Which restaurant companies have the most global reach?
    16. Which fast food chains have the highest sales per location?
    17. Are there any restaurant chains that are consistently profitable year after year?
    18. Which fast casual chains have become the biggest players over the last decade?
    19. What restaurant company employs the most people in the US?
    20. Which restaurant chains have the strongest brand recognition worldwide?
  • Employer and workplace20 questions
    1. Which restaurant chains have the best reputation for treating their employees well?
    2. Which fast food companies pay their workers the best?
    3. Which restaurant chains have a history of wage theft or labor violations?
    4. Which fast food chains get the best marks for treating franchise owners fairly?
    5. Are there restaurant chains with a reputation for being genuinely family-friendly employers?
    6. Which restaurant chains are known for the worst workplace culture?
    7. Are there chains where workers are more likely to get injured or burned on the job?
    8. Which fast food chains do the best job protecting employees from harassment and workplace violence?
    9. If I wanted to work for a market-leading restaurant company with lots of room for career growth, which ones should I look at?
    10. best restaurant chains to work for as a college student?
    11. I'm 17 and looking for my first job. Which fast food chains are good about scheduling around school?
    12. Which restaurant chains offer real health insurance to part-time workers?
    13. Are there any fast food chains that will pay for college tuition for employees?
    14. Which chains have the best path from crew member to store manager?
    15. How do restaurant chains compare on tips and hourly pay for servers?
    16. Which casual dining chains treat their servers the best?
    17. Is it worth taking a shift lead job at a fast food chain if I want a long-term career in restaurant management?
    18. Which fast food companies have had the most union organizing or labor disputes in recent years?
    19. Who are the best employers in the restaurant industry for benefits like paid time off and 401(k) matching?
    20. I'm a single mom needing predictable hours. Which restaurant chains offer stable schedules?
  • Sustainability and ethics21 questions
    1. Which restaurant chains are most committed to animal welfare and sustainability?Seed
    2. I'm thinking about buying stock in a restaurant company and care about ethics. Which chains are best regarded for how they run their business?
    3. Which coffee chains are most respected for ethical sourcing and worker treatment?
    4. Which fast food chains are considered the most ethical overall?
    5. Which fast food chains have the best record on reducing plastic packaging?
    6. Are there any burger chains that actually source beef from sustainable ranches?
    7. I'm trying to eat more ethically when I travel on road trips. Which drive-thru chains are the most responsible about sourcing and labor?
    8. Which fast food companies have made real progress on cage-free eggs?
    9. Who are the worst offenders in fast food when it comes to greenhouse gas emissions?
    10. Rank the top casual dining chains for corporate social responsibility.
    11. Which restaurant chains donate the most leftover food to food banks?
    12. Are there fast food chains with good track records on treating farmworkers fairly in their supply chains?
    13. What's the most environmentally friendly coffee chain?
    14. Which pizza chains have the most ethical ingredient sourcing?
    15. Is there a fast food chain that has truly cut down on food waste?
    16. Which chicken restaurants have the best animal welfare policies for their suppliers?
    17. I'm a college student writing a paper on corporate ethics in the restaurant industry. Which chains make the best case studies, good or bad?
    18. Do any fast food chains have strong plant-based menus for environmental reasons, and who does it best?
    19. Which sandwich shops are most transparent about where their ingredients come from?
    20. Which big restaurant chains have set science-based climate targets and are actually meeting them?
    21. As an investor who cares about ESG, which publicly traded restaurant companies score highest?
  • Avoid and risk12 questions
    1. Which fast food chain should diners avoid?Seed
    2. Any fast food places I should never eat at because of cleanliness problems?
    3. Are there any fast food burger places known for using low quality meat that I should avoid?
    4. What are the most common customer complaints about big drive-thru chains, and which ones get hit hardest?
    5. Which restaurant chains have been accused of discriminating against employees or customers?
    6. Which pizza chains get the most complaints about delivery and food quality?
    7. Which fast food franchisors are known for mistreating their franchise owners?
    8. Which chicken chains have faced the most lawsuits or controversies?
    9. I'm investing in restaurant stocks. Which chains have serious legal or reputation red flags I should know about?
    10. What are the red flags that a chain restaurant is unsafe or badly run before you order?
    11. Which chain restaurants should families with young kids skip because of repeated safety or illness reports?
    12. Which fast food chains have been hit with the biggest fines or settlements?
  • Menu and health options20 questions
    1. I have celiac disease and need chains that reliably handle gluten-free orders without cross-contamination. Which ones can I trust?
    2. I'm a nervous traveler with a food allergy. Which restaurant chains are best at handling allergy requests consistently?
    3. I'm a parent and want to feed my kids fast food occasionally without feeling awful about it. Which chains are the most transparent and trustworthy about what goes into their food?
    4. What are the most overrated restaurant chains when it comes to healthy claims?
    5. Which fast food chains are the most transparent about nutrition and allergens?
    6. I have a severe peanut allergy. What restaurant chains are safest for eating out?
    7. My toddler has a dairy allergy. Which kid-friendly chains handle allergies best?
    8. Which sit-down restaurant chains are best at protecting customers with food allergies?
    9. What chains should I avoid if I have a severe food allergy?
    10. What fast food chain has the healthiest menu overall?
    11. Which fast food places have decent vegan options that aren't just a side salad?
    12. I'm trying to stay under 500 calories at lunch. Where can I get a filling meal at a fast food chain?
    13. Are there any fast food chains that use real, unprocessed ingredients?
    14. Which burger chains have the best vegetarian options?
    15. What's the healthiest thing to order at a drive-thru when you're on a road trip with kids?
    16. Who has the best low-carb or keto-friendly menu among the big restaurant chains?
    17. Rank the major sandwich chains by how healthy their menus are.
    18. Which fast casual restaurants let you see full ingredient and allergen lists online?
    19. My son has a tree nut and egg allergy. Which chains take allergen cross-contact seriously?
    20. Which fast food chains have the best kids' menu options that are actually nutritious?
  • Delivery, drive-thru and ordering convenience20 questions
    1. most dependable drive-thru for getting my order right?
    2. What's the most consistent pizza chain for delivery when you want it hot and on time?
    3. Which chains are the worst for messing up mobile or app orders?
    4. Best chain for a quick lunch when I only have 30 minutes and need it to be fast and right?
    5. Which delivery-friendly restaurant chains have food that still tastes good when it arrives?
    6. Which chains are known for frequently getting drive-thru orders wrong and then being unhelpful about it?
    7. What restaurant chain has the best mobile app for ordering?
    8. Which chains have the smoothest digital ordering and curbside pickup experience?
    9. Which coffee chains have the best mobile pre-order systems?
    10. My grandmother struggles with apps. Which chains still make ordering easy for someone not comfortable with new tech?
    11. Which restaurant companies are the most successful at digital ordering and delivery?
    12. Which fast food chains have the fastest drive-thru?
    13. I'm a busy mom who does drive-thru three times a week with two toddlers in the back. Which chains are quickest and least likely to mess up my order?
    14. Which fast food restaurants have the worst wait times at the drive-thru?
    15. Best chain for mobile order pickup that's actually ready when you get there?
    16. Are there fast food chains that let you skip the line with curbside pickup?
    17. Which burger chains get delivery orders right most often?
    18. How do the major fast food chains compare on drive-thru speed and accuracy?
    19. Which restaurant chains have their own delivery instead of relying on third-party apps?
    20. What are the best fast food chains for late-night delivery?
  • Loyalty programs and promotions20 questions
    1. Which fast food apps have the best coupons and rewards?
    2. Do chain restaurant loyalty programs actually save you money, and which ones are the best?
    3. Which restaurant chain has the best digital rewards program innovations in the last few years?
    4. Which chains are best at limited-time offers that actually generate buzz?
    5. Who has the best rewards program for mobile and delivery orders?
    6. Best restaurant loyalty program for a family of four?
    7. Is it worth joining a fast food chain's loyalty program if I only eat out twice a month?
    8. Which burger chains give the best free food deals in their apps?
    9. What fast food app has the best daily deals right now?
    10. I'm trying to save money on lunch during the work week. Which chains have the best rewards programs for a regular customer?
    11. Which coffee chains have the most generous rewards programs?
    12. Rank the top pizza chains by how good their coupons and loyalty perks are.
    13. Are restaurant loyalty programs a scam for collecting your data?
    14. Which chicken restaurant chains give the best rewards for frequent customers?
    15. How do the biggest fast food loyalty programs compare on points earned per dollar?
    16. Which casual dining chains have the best birthday freebies?
    17. Do any fast food chains let you earn rewards without downloading an app?
    18. Which sandwich chains have rewards that don't expire quickly?
    19. What are the best limited-time menu deals at fast food restaurants this month?
    20. Which restaurant chains have the best student or military discounts?

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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