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Hotels & Travel · AI Perceptions snapshot

In hotel answers, Marriott, Hilton and Hyatt carry the category; Booking.com and Expedia own booking.

Across five AI assistants, questions about hotels and travel that never named a brand kept returning to the same large chains, with booking platforms taking over when the topic turned to bookings and support. The press is covering a different set of stories about a different set of names.

  • Marriott
  • Hilton
  • Hyatt
  • IHG
  • Booking.com
  • Expedia
  • Wyndham
  • Accor
  • Airbnb
  • Four Seasons
  • Tripadvisor
  • Vrbo
  • Priceline
  • Best Western
  • Choice Hotels

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
Marriott · 55%95% range 52–58%

Storylines in the answers

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

  1. Big-chain loyalty, rooms and workplace
  2. Booking ease and customer support
  3. Property-level caveats and book-direct advice
  4. Covered in the press, thin in the answers

What the assistants say

This snapshot covers 1,250 answers from ChatGPT, Claude, Gemini, Perplexity and Grok, collected on 29 September 2026 from 250 benchmark questions that named no brand. The dominant storyline is the big-chain loyalty and stay narrative. On loyalty and perks, Hilton (82%), Marriott (81%) and Hyatt (80%) were nearly tied as the most-named brands. On room and stay experience, Hilton led at 76%, followed by Marriott at 70%. The same three also led the questions on employers, sustainability, safety and innovation.

A second storyline belongs to the booking platforms. On booking ease and flexibility, Booking.com was named in 59% of answers and Expedia in 46%. On customer service, Booking.com (48%) and Expedia (45%) topped the list. Here the answers shifted to fees, refunds and how a reservation reaches the hotel.

A third thread is caution. Many answers said the outcome depends on the specific property, or that travelers should book direct. Gemini's answer to a question about first-time international travel opened by calling direct booking the "counterintuitive" rule, which puts the platforms and the chains in tension inside the same answer.

Yes, there are several hotel loyalty programs that people frequently complain about for devaluing points.
Claude, answering “Are there any hotel loyalty programs that people say devalue points constantly?”

Who owns the answer, and why

Marriott was named in 687 of 1,250 answers and Hilton in 681, close enough that this snapshot does not separate them. Hyatt followed at 539, IHG at 428, Booking.com at 377 and Expedia at 297. Grok named Marriott and Hilton most often (174 and 175 of 250), and Perplexity least often (108 and 107).

The credit categories differ by brand. Hilton was credited for Customer Experience in 17 answers and Marriott in 11. Hyatt's largest category was Not Substantive (13), ahead of Customer Experience (8). IHG's was also Not Substantive (10). In the answers that tagged Accor (1 tag), Four Seasons (6 of 7) and Vrbo (2 of 2), Not Substantive was the dominant credit. Those brands were named often enough, 163, 119 and 100 answers respectively, to appear in the category but rarely as the subject of a specific claim.

Wyndham (234 answers), Accor (163) and Airbnb (158) sat in a second tier. Best Western and Choice Hotels were each named in 92 answers.

For a first-time international traveler, the most important rule is often counterintuitive…
Gemini, answering “As a first-time international traveler, which booking platforms can I count on for accurate listings and easy refunds?”

What the press is covering

Marriott drew the most news volume in the PeakMetrics index over the last 30 days, with 25,298 mentions and 2,427 headlines naming the brand. Airbnb followed with 16,728 mentions, then Hyatt (14,627), Hilton (14,335), Wyndham (8,767) and Expedia (8,663). Booking.com had 4,719 mentions and IHG 3,885.

The headline storylines are mostly promotional, financial or expansion news. For Marriott they are event offers, Bonvoy points offers, a New Zealand hotel agreement and stock commentary. For Hilton they are a clean-energy prototype, new openings and an analyst forecast. IHG's are a new brand opening in Japan, destination deals and a share transaction notice. Four Seasons' are chef series, hires and a Michelin Keys item.

Booking.com's recent headlines were of a different kind: a fake Downing Street listing, a payment-card dataset reportedly offered for sale, tourists sent to a pub instead of apartments, and a regulatory dialogue under the EU's Digital Markets Act (DMA). Vrbo's most repeated headline was a lawsuit over fire-safety rules. Some name matches are noise. Wyndham's sample includes a golfer and a Victorian street, Hyatt's a football player, and Hilton's a tax advisory firm and a Beverly Hills venue.

There is no single "most" technologically advanced hotel brand, as the industry has split into two different approaches…
Gemini, answering “What's the most technologically advanced hotel brand right now?”

Where the two stories diverge

Airbnb is the widest gap in this snapshot. It had the second-highest news volume (16,728 mentions, 2,116 headlines), yet it was named in 158 answers, fewer than Wyndham (234) and Accor's neighbor tier suggests, and it was credited mostly as Not Substantive. Vrbo is the same shape at a smaller size, with 2,028 mentions against 100 answers. Wyndham's 8,767 mentions exceed Booking.com's 4,719, but the answers named Booking.com in 377 answers against Wyndham's 234.

The reverse pattern also shows. Booking.com was named in more answers than its news volume would suggest, and in the booking and support questions it was often the first-named brand. Priceline had 1,852 mentions and only 19 headlines naming it, yet appeared in 99 answers. The assistants are not reading the press back. They appear to be working from review, affiliate and community sources.

The content also diverges. The press items about Booking.com concern listing integrity and data. The answers frame Booking.com mainly around ease of booking and flexibility, though a Gemini answer on data leaks did name it, and a Perplexity answer on surprise fees named it alongside Expedia and Priceline. The two narratives coexist without yet meeting.

What this means for comms teams

Press volume did not predict presence in these answers. Teams tracking only coverage would have read Airbnb and Wyndham as among the category's most visible names. The answers told a different story, so both measures need watching.

The sources cited point to where the narrative is formed. Review and affiliate sites made up 45% of cited domains in this snapshot, with thepointsguy.com (156 citations), nerdwallet.com (109) and upgradedpoints.com (86) among the top domains. Forbes was the top news domain (146), and Reddit the top community domain (94). Owned domains were 8% of the mix; hilton.com (62) and ihg.com (55) were the two that reached the top list. These are snapshot counts of one question set, not a fixed ranking.

For chain brands, the repeated "depends on the property" caveat matters. The answers often shifted responsibility from the brand to the individual hotel or franchisee. For platforms, the open question is whether reporting on listing accuracy and data security starts to appear in answers to booking questions. Repeat this measurement across runs before drawing conclusions, since live answers vary.

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. 55%52–58%
  2. 54%52–57%
  3. 43%40–46%
  4. 34%32–37%
  5. 30%28–33%
  6. 24%22–26%
  7. 19%17–21%
  8. 13%11–15%
  9. 13%11–15%
  10. 10%8–11%
  11. 8%7–10%
  12. 8%7–10%
  13. 8%7–10%
  14. 7%6–9%
  15. 7%6–9%
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
1Marriott
55%95% range 52–58%
57%46%59%43%70%687 / 1,250
2Hilton
54%95% range 52–57%
56%46%58%43%70%681 / 1,250
3Hyatt
43%95% range 40–46%
48%34%42%36%54%539 / 1,250
4IHG
34%95% range 32–37%
40%23%30%23%55%428 / 1,250
5Booking.com
30%95% range 28–33%
26%24%34%25%41%377 / 1,250
6Expedia
24%95% range 22–26%
26%16%27%16%33%297 / 1,250
7Wyndham
19%95% range 17–21%
23%14%12%11%33%234 / 1,250
8Accor
13%95% range 11–15%
15%8%9%10%23%163 / 1,250
9Airbnb
13%95% range 11–15%
14%10%10%9%20%158 / 1,250
10Four Seasons
10%95% range 8–11%
6%8%11%6%17%119 / 1,250
11Tripadvisor
8%95% range 7–10%
7%7%12%2%15%106 / 1,250
12Vrbo
8%95% range 7–10%
6%4%7%6%17%100 / 1,250
13Priceline
8%95% range 7–10%
8%4%8%5%14%99 / 1,250
14Best Western
7%95% range 6–9%
6%7%4%6%13%92 / 1,250
15Choice Hotels
7%95% range 6–9%
8%6%9%2%12%92 / 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. thepointsguy.com
    156 citations2%
  2. forbes.com
    146 citations2%
  3. nerdwallet.com
    109 citations1%
  4. reddit.com
    94 citations1%
  5. upgradedpoints.com
    86 citations1%
  6. hospitalitynet.org
    74 citations1%
  7. hilton.com
    62 citations1%
  8. ihg.com
    55 citations1%

Source type breakdown

The type of site behind this sector's 8 most-cited domains, which account for 782 of the 7,656 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 & Affiliate351 citations · 45%
  • News146 citations · 19%
  • Community94 citations · 12%
  • Trade74 citations · 9%
  • Owned62 citations · 8%
  • Other55 citations · 7%

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 hotel chains have the most consistent room quality from one location to the next?
    2. Which online travel agencies are best at actually honoring reservations without surprises at check-in?
    3. I'm booking a hotel for my parents' 50th anniversary and can't risk a bad stay. Which brands are the safest bet for reliably good service?
    4. most dependable budget hotel chain?
    5. Which extended-stay hotel brands deliver the cleanest, most reliable rooms for month-long work trips?
    6. I travel for work 150 nights a year. Which hotel brands give me the most predictable experience so I'm not gambling every trip?
    7. Which luxury hotel groups actually live up to their five-star reputation?
    8. Is it more dependable to book directly with a hotel or through an online travel site, and which sites are the least problematic?
    9. What are the most consistent mid-range hotel chains for families on road trips?
    10. Which all-inclusive resort companies are most reliable on food and service quality?
    11. Rank the big hotel companies by how well they keep their properties up to date and well maintained.
    12. Which vacation rental platforms are most dependable when it comes to listings matching the photos?
    13. As a first-time international traveler, which booking platforms can I count on for accurate listings and easy refunds?
    14. Are there any hotel chains where quality really varies wildly between franchise locations?
    15. What are the top-rated hotel companies for reliable service in resort destinations like Hawaii or Florida?
    16. Which boutique or lifestyle hotel brands maintain high standards as they expand?
    17. My company is choosing a preferred hotel partner for business travelers. Which groups have the best record for service consistency?
    18. Which hotel chains are best at honoring room upgrades and special requests they confirmed in advance?
    19. Who is the most reliable for last-minute hotel bookings, apps or the hotel brands themselves?
    20. Which economy hotel brands are worth trusting for a clean, safe stay when I'm on a tight budget?
  • Trust and reputation12 questions
    1. Which travel booking sites are the most trustworthy?Seed
    2. Which travel booking sites give the most accurate hotel reviews and ratings?
    3. Who are the most reputable hotel groups for business travelers?
    4. Is it safer to book directly with the hotel or through a third-party site?
    5. Most trusted budget hotel chains?
    6. Are hotel review sites reliable, or do companies pay for good ratings?
    7. My elderly parents are planning their first big trip in years. Which travel companies are known for being honest and easy to deal with?
    8. Which vacation rental platforms are the most trustworthy for guests?
    9. What are the most well-regarded family-friendly hotel brands?
    10. Which extended-stay hotel brands have the best reputation among long-term guests?
    11. What travel companies have won the most customer satisfaction awards in recent years?
    12. Are boutique hotel collections more trustworthy than big corporate chains?
  • Value and price20 questions
    1. What's the cheapest way to book a hotel room in a major US city?
    2. Are hotel booking sites actually cheaper than booking directly with the hotel?
    3. Which online travel agencies have the lowest fees?
    4. Best hotel chains for budget travelers?
    5. I'm planning a week-long family trip to Orlando with two kids and want to keep lodging under $150 a night. Which hotel brands give the best value?
    6. Which hotel chains charge the fewest resort fees?
    7. Which booking platforms have the best last-minute hotel deals?
    8. Is a premium hotel brand really worth the higher price compared to a midscale one?
    9. cheapest hotel chains for road trips?
    10. Which hotel brands offer the best free breakfast for the price?
    11. Are all-inclusive resorts worth the money compared to booking a regular hotel and paying separately?
    12. Which travel sites are best for bundling flight and hotel to save money?
    13. Which extended-stay hotel brands give the best value for a month-long work assignment?
    14. Is it cheaper to use a vacation rental platform or a hotel for a group of six?
    15. Are luxury hotel chains worth it for a once-in-a-lifetime honeymoon?
    16. Top hotel brands for the best value on business travel?
    17. Which booking site is best for finding cheap hotels in Las Vegas?
    18. Should I pay for a club-level or executive floor upgrade at a hotel?
    19. Which hotel chains have the best value for the money in Europe?
    20. Rank the major hotel groups by how much you get for what you pay.
  • Customer service20 questions
    1. Are there any booking sites that reliably fix things when a hotel overbooks or cancels on you?
    2. Who has the most reliable customer service when a booking goes wrong, hotel chains or third-party booking sites?
    3. Which hotel chains are best at handling problems like noisy rooms or broken air conditioning quickly?
    4. Which booking platforms have the best reputation for handling refunds and cancellations fairly?
    5. Which travel booking company has the worst customer service reputation?
    6. Who has the best reputation among travel agencies for handling problems when a trip goes wrong?
    7. My hotel was nothing like the photos I saw when I booked through a travel site. Who is better at resolving that kind of complaint, the hotel chain or the booking platform?
    8. Which booking sites have the most helpful customer service phone support?
    9. I got to my hotel and they had no record of my reservation and no rooms left. Which hotel companies are known for actually making it right in that situation?
    10. Are there hotel chains that consistently compensate guests with points or free nights after a bad stay?
    11. Is it better to book directly with a hotel or through a third-party site if I want good support when something goes wrong?
    12. top travel booking companies with 24/7 live chat support?
    13. Which hotel companies have the most responsive social media customer service teams?
    14. I'm 72 and not great with apps. Which hotel and booking companies make it easy to reach a real person for help?
    15. Which travel sites are worst about charging surprise fees and then refusing to refund them?
    16. Rank the big hotel brands by how well they handle billing disputes and incorrect charges.
    17. What hotel chains have the best track record of honoring reservations during major weather events?
    18. As a business travel manager, which booking platforms provide the best support when employees have travel disruptions?
    19. Who handles noisy room or dirty room complaints best, budget hotel chains or luxury ones?
    20. Which vacation rental or hotel booking platforms are best at protecting guests when a host cancels last minute?
  • Safety and security20 questions
    1. Which hotel chains are most respected for data privacy and protecting guest information?
    2. I got burned by a fake listing once. Which booking apps do the best job of verifying properties?
    3. Which hotel chains are most trusted by solo female travelers for safety?
    4. Which hotel chains have the best track record for guest safety?
    5. Have any big hotel groups had data breaches that exposed customer credit card info?
    6. Which online travel booking sites are safest for entering my credit card details?
    7. What hotel chains have the best fire safety and sprinkler standards?
    8. Who has the best security for in-room safes and keycards among major hotel brands?
    9. Which travel sites have had the most customer data leaks?
    10. Best hotel chains for keeping kids safe around pools?
    11. How do the big online travel agencies compare on protecting my personal data?
    12. Which extended-stay hotel brands are safest for long stays in unfamiliar cities?
    13. Are there hotel brands known for strong carbon monoxide detection and maintenance?
    14. Which hotel chains take bed bug prevention most seriously?
    15. I'm booking a trip for my elderly parents. Which hotel chains have the best accessibility and emergency response safety?
    16. What are the safest hotel brands for business travelers going to high-crime US cities?
    17. Which vacation rental platforms have the best guest safety policies and host verification?
    18. Which travel booking apps have the best two-factor authentication and account security?
    19. Which hotel loyalty programs have been hacked, and how did the companies respond?
    20. What booking sites offer the best guarantees if a hotel turns out to be unsafe?
  • Innovation20 questions
    1. Which hotel chains have the best mobile app for checking in and unlocking your room?
    2. Who is leading the way in digital room keys at hotels?
    3. Which online travel booking platforms use AI most effectively to plan trips?
    4. What hotel brands are most innovative with in-room technology?
    5. Are there any hotel groups that have rolled out robots or automated service in a meaningful way?
    6. I travel for work a lot and want a hotel company that's really modern with contactless everything. Who's doing that best?
    7. Which travel companies are doing the most interesting things with AI chatbots for customer service?
    8. Rank the big hotel groups by how advanced their digital experience is.
    9. Which hotel chains are pioneering smart room features like voice-controlled lights and temperature?
    10. What's the most technologically advanced hotel brand right now?
    11. Which travel booking apps have the best features for managing an entire trip in one place?
    12. Are there any hotel companies experimenting with new concepts like tiny automated hotels or pod-style stays?
    13. Which online travel agencies are best at personalized recommendations?
    14. How do the major hotel companies compare on mobile ordering, digital check-out, and app-based service requests?
    15. Which hotel groups are investing the most in modernizing their older properties with new tech?
    16. As an investor, which travel and hotel companies look like real technology leaders rather than just talking about innovation?
    17. Which booking platforms offer the best price-tracking or price-drop alert tools?
    18. Who are the most innovative players in short-term rentals and alternative lodging?
    19. Which hotel chains use data and AI to personalize a guest's stay?
    20. My parents are in their 70s and I want to book them somewhere with easy tech, but still modern. Which hotel apps are simplest to use?
  • Leadership and scale20 questions
    1. As an investor, which hotel companies are seen as the best managed and most trustworthy?
    2. Who are the biggest hotel companies in the world by number of rooms?
    3. Which online travel agency dominates the US market right now?
    4. What are the largest hotel chains in America?
    5. Which hotel group is the most financially stable heading into a possible recession?
    6. Who are the market leaders in online hotel booking?
    7. Rank the top 10 hotel companies by revenue.
    8. Which travel booking platforms have the most users worldwide?
    9. I'm thinking about investing in a hotel stock. Which hotel companies are the strongest financially?
    10. Which hotel brands are growing the fastest in the US?
    11. Who are the most influential companies in the travel industry today?
    12. Which booking site has the largest inventory of hotels and vacation rentals?
    13. What's the largest luxury hotel company in the world?
    14. Which hotel chains are the best run according to industry analysts?
    15. Are there any travel companies that own several of the major booking websites?
    16. Which hotel companies have the highest profit margins?
    17. I'm writing an article on the travel industry. Which companies are the most powerful players in hotels and online booking?
    18. Which hotel company has the most properties globally?
    19. Which vacation rental platform is the clear leader in the US?
    20. Who are the largest budget hotel operators in the country?
  • Employer and workplace19 questions
    1. Which hotel companies have the best track record for treating employees well?
    2. What are the top-rated hotel companies to work for if I want a long-term management career?
    3. Which hotel companies are the best to work for as a front desk agent?
    4. What are the worst hotel chains to work for in the US?
    5. Do hotel housekeepers get paid better at union or non-union hotel brands?
    6. I'm a recent hospitality management grad. Which hotel groups have the best management training programs?
    7. Which online travel companies have the best workplace culture for software engineers?
    8. Best hotel brands for career advancement from entry level to general manager?
    9. Which hotel chains treat their employees best when it comes to benefits like health insurance and tuition help?
    10. Are there hotel companies known for strong union relationships with their workers?
    11. What's it like working for a big online travel booking company compared to a hotel chain?
    12. Which hotel companies pay their housekeepers the most?
    13. Who are the top employers in the hotel industry according to workplace rankings?
    14. I'm thinking about a corporate job in travel tech. Which booking platforms have the best work-life balance?
    15. Which hotel chains have had the most labor strikes in recent years?
    16. Top hotel companies for women in leadership roles?
    17. Which resort and hotel operators offer the best seasonal jobs with housing included?
    18. Are hotel jobs at luxury brands actually better paid than at budget chains?
    19. What hotel companies have the best reputations for employee turnover and retention?
  • Sustainability and ethics20 questions
    1. Which hotel companies are most committed to sustainability?Seed
    2. Which hotel groups are known for being transparent about their environmental claims rather than greenwashing?
    3. Do any online booking platforms actually let you filter for eco-friendly stays, and are those labels legit?
    4. I want to book a family trip without contributing to overtourism. Which travel sites or hotel groups take that seriously?
    5. Are there hotel brands that have set science-based emissions targets and are actually hitting them?
    6. Who are the biggest greenwashers in the hotel industry?
    7. How do the major booking platforms compare on their environmental and social commitments?
    8. Which hotel groups do the most to fight human trafficking?
    9. best hotel chains for ethical labor practices?
    10. I'm a corporate travel manager trying to meet our company's ESG goals. Which hotel brands and booking tools should we prioritize?
    11. Which hotel chains have eliminated single-use plastic toiletries?
    12. Which travel booking companies give back the most to the communities where people vacation?
    13. Which publicly traded hotel companies have the strongest governance and ESG ratings?
    14. Is there a booking site that lets you offset the carbon footprint of your stay, and which one does it best?
    15. Which resort companies have been criticized for harming local communities or ecosystems?
    16. Are all-inclusive resort companies any good when it comes to sustainability and local economic impact?
    17. What hotel chains are best for travelers who care about animal welfare?
    18. I'm a retiree who wants to travel responsibly. Which hotel chains and booking sites should I look at?
    19. Which hotel companies have been transparent about water usage and conservation?
    20. Rank the top hotel groups by their commitment to renewable energy.
  • Avoid and risk20 questions
    1. Which hotel or travel company should travellers avoid?Seed
    2. Are there any hotel brands with a consistently bad reputation for bedbugs or poor hygiene?
    3. Is it true that some big hotel companies overbook and walk guests? Which ones are worst about it?
    4. What are the most complained-about hotel booking sites on consumer review boards?
    5. Which hotel companies have been sued the most over guest safety failures?
    6. What are the biggest red flags when booking a hotel through an online travel agency?
    7. Which online travel booking sites get the most complaints about hidden fees?
    8. I booked a room through a third-party site and the hotel says they have no reservation. Which booking platforms are most likely to cause this?
    9. worst hotel chains for cleanliness?
    10. Have any big hotel companies been sued over data breaches, and which ones?
    11. What hotel companies have faced the most lawsuits from guests in recent years?
    12. Which vacation rental platforms have the worst reputation for cancelled bookings and surprise host fees?
    13. I'm planning a honeymoon and want to avoid travel sites with fake reviews. Which ones have had problems with that?
    14. Which major hotel groups have had the most serious security or privacy scandals?
    15. Which travel booking companies have been fined or investigated by regulators for misleading customers?
    16. What are the most complained-about extended-stay hotel brands?
    17. My elderly parents want to book a cruise-and-hotel package online. Which travel sites should they be wary of?
    18. Which hotel brands should business travelers avoid because of poor Wi-Fi, noise, and unreliable service?
    19. Which all-inclusive resort operators get the most complaints from Americans?
    20. Are there hotel companies with a history of labor disputes or strikes that might affect my stay?
  • Loyalty and perks20 questions
    1. Which hotel loyalty programs are the best?Seed
    2. Which hotel chains do frequent travelers say they trust most for honest upgrades and status treatment?
    3. Are hotel loyalty credit cards worth the annual fee?
    4. Do hotel rewards points actually save you money, and which programs give the most value per point?
    5. Which hotel booking apps have the best member-only discounts?
    6. Are there any hotel loyalty programs that people say devalue points constantly?
    7. I stay about 25 nights a year for work. Which hotel loyalty program will get me the most value for that amount of travel?
    8. Best hotel credit card for free night certificates?
    9. Are booking site rewards programs worth it compared to booking directly with the hotel?
    10. How do I get top-tier hotel status without staying that many nights?
    11. Which hotel rewards programs let you use points for both free nights and flights?
    12. Do hotel points expire, and which chains are the most generous about keeping them alive?
    13. My family takes two big vacations a year with resort stays. Which hotel chain rewards families the best?
    14. Which hotel chains give free breakfast to elite members?
    15. Rank the major hotel loyalty programs by how easy it is to earn free nights.
    16. Is it better to collect points with one hotel brand or spread stays around?
    17. Which online travel agencies give the best rewards for repeat bookers?
    18. What are the best hotel programs for budget travelers who still want perks?
    19. Which hotel loyalty program has the best late checkout and lounge access perks?
    20. Who has the best hotel status match or challenge programs?
  • Room and stay experience20 questions
    1. Which hotel chains offer the best customer experience?Seed
    2. How do the major hotel groups compare on cleanliness standards?
    3. Which hotel brands have the best track record for comfortable beds and quiet rooms?
    4. Which hotel chains have the best reputation for fast, working Wi-Fi?
    5. Which hotel brands are known for consistently good breakfasts?
    6. Top hotel companies for wireless casting, streaming, and fast Wi-Fi in rooms?
    7. Which mid-range hotel brands are consistently the cleanest?
    8. I'm booking a week-long stay for my parents who are in their 70s, and they care most about quiet rooms and comfortable bedding. Which hotel brands would you steer me toward?
    9. Best hotel brands for a relaxing weekend getaway?
    10. Which budget hotel chains have the cleanest rooms?
    11. What are the best hotel brands for families who need a room with separate sleeping space for kids?
    12. Which all-suite hotel brands offer the best rooms for a long work trip?
    13. Rank the major hotel chains by how good their bathrooms and showers are.
    14. Which hotel brands have the worst reputation for dated, run-down rooms?
    15. I'm a light sleeper and hate noisy hallways and thin walls. Which hotel chains tend to have the best soundproofing?
    16. What are the best hotel chains for a romantic anniversary stay?
    17. Are extended-stay hotels comfortable enough to live in for a month, and which brands are the best?
    18. Which hotel brands have the best in-room amenities like coffee makers, fridges, and good desks?
    19. Best boutique hotel companies for a stylish, atmospheric stay?
    20. Which hotel chains are best for people with allergies who need clean, fragrance-free rooms?
  • Booking ease and flexibility19 questions
    1. Which travel booking apps have the fewest complaints about hidden fees and last-minute changes?
    2. Are online travel agencies actually honest about their prices, or do they hide fees until checkout?
    3. What hotel chains are known for charging surprise resort fees?
    4. Are the price-match guarantees on booking sites legit, and which ones actually honor them?
    5. Is it worth paying extra for a hotel room with free cancellation?
    6. What are the worst hotel chains for hidden fees?
    7. How do the major booking websites compare on cancellation and refund policies when plans change unexpectedly?
    8. I booked a nonrefundable room and then had a family emergency. Which hotel groups or booking sites are most likely to show flexibility?
    9. Which hotel brands are best for families who need flexible cancellation and reliable support with kids in tow?
    10. Which booking sites have the smartest search and filtering tools for finding a place to stay?
    11. Which hotel booking sites have the easiest free cancellation policies?
    12. Best hotel booking app for last-minute same-day reservations?
    13. I keep getting hit with resort fees I didn't see until the final payment page. Which hotel chains and booking platforms are the most upfront about total price?
    14. Which hotel chains have the most flexible change and cancellation policies?
    15. What's the most user-friendly travel website for comparing hotel prices?
    16. Who has the best mobile app for booking and managing hotel stays?
    17. Are there any hotel brands that let you cancel up to the day of arrival without a penalty?
    18. I'm planning a family trip with uncertain dates and might need to change everything. Which booking platforms make rebooking painless?
    19. What are the best hotel booking sites for seniors who aren't very tech-savvy?

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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