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mapou Visibility Index · Travel → Hotels · May 2026

Which hotels does AI cite most?

When buyers ask AI assistants questions like What are the best hotels and resorts to consider for both business and leisure travel in 2026? or Best affordable hotels and resorts under $150 a night for both business and leisure travel?, a small set of hotelsget cited every time. Most don't. This report measures which.

How we measured. MVI is a 0–100 score per brand: 0 means AI never cites you in hotels, 100 means it cites you in every prompt. We tested 20 brands across 5 AI assistants (ChatGPT, Perplexity, Gemini, Claude, Grok) using 20 fixed prompts, reused every monthly run for replicability.

How we describe AI visibility

  • Stage 1, First encounter. The brand is discovered and cited occasionally in AI answers for buyer-intent prompts.
  • Stage 2, Repeat use. The brand is cited regularly enough that it feels familiar and reliably present across prompts and engines.
  • Stage 3, Default choice. The brand is the go-to recommendation in AI answers within its segment, often appearing first or most consistently.
Read the methodology →Run your own check →

Bottom line

Marriott leads hotels on AI search visibility with MVI 55, sitting firmly in the repeat-use tier, in a tight race with Hilton (MVI 50).

  • Who AI cites most

    Marriott is cited in 51 of 100 prompt-engine pairs (51%). 95% confidence interval 44-63.

  • Concentration

    The top 3 brands (Marriott, Hilton, Hyatt) capture 44% of all citations in this segment. 13 of 20 tracked brands are cited in fewer than 1 in 10 prompt-engine pairs.

  • Where the field sits

    Of 20 brands tested: 2 in repeat-use, 3 in first-encounter, 15 not yet cited. Overall, AI cites a brand from this segment in 15% of buyer-intent prompt-engine pairs.

  • Engine asymmetry

    Marriott is cited in 85% of Claude prompts but only 0% on Perplexity, visibility is engine-specific, not universal.

  • Phase flip

    Four Seasons actually outperforms Marriott on Discovery prompts, overall MVI hides this category-specific strength.

  • Wildcard competitor

    AI also cites Samsonite 135 times across these prompts, even though it is not on our tracked-brand list. A citation-share leak worth investigating.

Analyst note

Marriott leads with an MVI of 55, but no brand reaches the leader tier.

Marriott and Hilton are in the foothold tier, with MVIs of 55 and 50 respectively. Marriott scores 80 in the evaluation phase, while Hilton scores 63 in the comparison phase. Four Seasons, Ritz-Carlton, and Hyatt are in the toehold tier, each below 45 MVI. Fifteen brands are invisible, including IHG and Best Western, showing a drop-off in visibility.

Risk:Marriott's visibility is concentrated, with a 73 MVI on ChatGPT but zero on Perplexity.

Headline finding

Marriott leads hotels on AI search visibility with MVI 55, sitting firmly in the repeat-use tier.

Average MVI

17

Default choice

0

Of 20 brands

Repeat use

2

First encounter

3

Not yet cited

15

Citation rate per engine

How often each engine cites a brand from this category as a recommendation, averaged across all 20 brands tested.

ChatGPT

20%

16 / 20 brands cited at least once

Perplexity

0%

0 / 20 brands cited at least once

Gemini

16%

13 / 20 brands cited at least once

Claude

28%

19 / 20 brands cited at least once

Grok

13%

11 / 20 brands cited at least once

Phase strength across the category

Which buyer-intent phases are easiest vs hardest to win in hotels. Citation rate averaged across all brands tested. Phase weights are part of the MVI formula.

Discovery · 30%

19%

Top: Four Seasons

Filtered discovery · 25%

12%

Top: Hilton

Comparison · 25%

15%

Top: Hilton

Evaluation · 20%

15%

Top: Marriott

Who wins which buyer phase

Top 12brands by MVI mapped against the four buyer-intent phases. Each cell shows the brand's citation rate for that phase, color-coded so the visual pattern tells the story: a brand strong across all four phases reads as a horizontal orange band; a brand strong only at Discovery but weak at Evaluation reads as a left-heavy gradient. This is the segment's findings against the panel.

BrandMVIDiscoveryFilteredComparisonEvaluation
Marriott5557%32%55%80%
Hilton5045%35%63%63%
Hyatt4443%27%50%57%
Ritz-Carlton3642%20%35%48%
Four Seasons3563%20%30%15%
IHG2118%17%28%20%
Aman1023%13%0%0%
Best Western103%10%18%10%
St. Regis105%10%15%13%
Waldorf Astoria1012%0%18%10%
Club Med913%12%5%3%
Rosewood923%7%0%0%

How to read it. Strong horizontal band = durable brand, AI cites it across the entire funnel. Left-heavy gradient = brand with awareness (Discovery) but weak recommendation (Evaluation), the demand-leak pattern from Finding 03. Right-heavy gradient = brand AI considers in Comparison and Evaluation but does not surface in initial Discovery, the anti-leak pattern. Color steps: dark orange ≥75%, orange ≥50%, peach ≥30%, light ≥10%, beige >0%, neutral 0%.

For CMOs in hotels

What this report means for your hotels portfolio

Each bullet is a category-specific decision derived from this month's data, with the mapou service that operationalizes it.

01

Concentration risk

In hotels, AI effectively recommends 10.3 of 20 tracked brands. The top brand captures 16% of citations. The next 2 capture another 15%. Visibility is concentrated but not winner-takes-all.

How mapou helps: GEO & Citation Architecture restructures your entity data so you can break into the top set.

02

Engine fragmentation

Engines disagree on the hotels leaderboard. Mean cross-engine agreement is only 0.38 (1.0 = perfect agreement, 0 = independent). Optimizing for ChatGPT will not necessarily improve your Claude or Gemini visibility. You need engine-specific strategy.

How mapou helps: AI Visibility Audit maps your position separately on each of the 5 engines.

03

Persona-volatile category

Hotels rankings shift meaningfully by buyer persona. Marriott is the baseline #1 brand, but loses the top spot under at least one buyer signal (budget, premium, professional, first-time, values-driven). Top-3 overlap with baseline is only 73% across personas. Your baseline visibility number is incomplete.

How mapou helps: Persona-Tuned MVI computes the visibility number for your actual buyer mix.

04

Visibility tier landscape

In hotels, 0 of 20 tracked brands clear MVI 75 (default-choice tier). 15 are below MVI 25 (not yet cited). The strategy differs at each tier. If you are below 25, you need foundational visibility infrastructure before tactical optimization.

How mapou helps: AI Visibility Audit identifies your tier; GEO & Citation Architecture moves you up.

The mapou Visibility Index

What is MVI?

The mapou Visibility Index (MVI) is a 0-100 proprietary score combining four weighted dimensions: Discovery (open recommendations, 30%), Filtered Discovery (budget, persona, use-case, 25%), Comparison (head-to-head authority, 25%), and Evaluation (decision-criteria authority, 20%).

Citations count fully; mentions count at half weight. Engines are equally weighted (no market-share gymnastics). Wilson 95% confidence intervals are shown alongside every score. The same 20 prompts run every month so MVI deltas are paired comparisons, not noise.

How to read this ranking

  • Default choice (MVI 75+). AI's go-to recommendation in hotels. The tier other brands are competing into.
  • Repeat use (50–74). Cited often enough to feel reliably present across prompts and engines. One signal away from default.
  • First encounter (25–49). Discovered and cited occasionally, but visibility is inconsistent. The brand is real to AI, not yet trusted.
  • Not yet cited (0–24). AI does not surface this brand for buyer-intent prompts in hotels. Effectively invisible in AI-driven discovery.

Full methodology →

Ranked by MVI score (Wilson 95% CI shown). The Spread column shows the gap between each brand's best and worst engine, under 15pp is durable, 50pp+ is engine-dependent. Per-engine columns show the count of prompts where each engine cited the brand as a recommendation (out of 20). Read each column as a signal: when ChatGPT cites you but Gemini doesn't, your gap is engine-specific. When all five miss you, the gap is foundational.

#BrandMVI95% CISpreadPer-engineChatGPTPerplexityGeminiClaudeGrokTier
1
Evaluation (16/20) · top-brands lists (4/5)
Filtered Discovery (9/30) · premium (0/5)
55446380ppChatGPT: 14/20 prompts (70%)Claude: 16/20 prompts (80%)Gemini: 9/20 prompts (45%)Grok: 12/20 prompts (60%)Perplexity: 0/20 prompts (0%)14091612Repeat use
2
Comparison (12/20) · top-brands lists (4/5)
Filtered Discovery (10/30) · premium (0/5)
50395965ppChatGPT: 11/20 prompts (55%)Claude: 13/20 prompts (65%)Gemini: 8/20 prompts (40%)Grok: 13/20 prompts (65%)Perplexity: 0/20 prompts (0%)11081313Repeat use
3
Evaluation (9/20) · top-brands lists (4/5)
Filtered Discovery (8/30) · emerging brands (0/5)
44335260ppChatGPT: 12/20 prompts (60%)Claude: 11/20 prompts (55%)Gemini: 11/20 prompts (55%)Grok: 6/20 prompts (30%)Perplexity: 0/20 prompts (0%)12011116First encounter
4
Evaluation (8/20) · open recommendation (3/5)
Filtered Discovery (6/30) · emerging brands (0/5)
36264540ppChatGPT: 7/20 prompts (35%)Claude: 8/20 prompts (40%)Gemini: 8/20 prompts (40%)Grok: 6/20 prompts (30%)Perplexity: 0/20 prompts (0%)70886First encounter
5
Discovery (19/30) · open recommendation (4/5)
Evaluation (3/20) · budget-friendly (0/5)
35254460ppChatGPT: 7/20 prompts (35%)Claude: 8/20 prompts (40%)Gemini: 12/20 prompts (60%)Grok: 6/20 prompts (30%)Perplexity: 0/20 prompts (0%)701286First encounter
6
Comparison (5/20) · top-brands lists (3/5)
Filtered Discovery (5/30) · popular brands (0/5)
21132945ppChatGPT: 5/20 prompts (25%)Claude: 9/20 prompts (45%)Gemini: 3/20 prompts (15%)Grok: 1/20 prompts (5%)Perplexity: 0/20 prompts (0%)50391Not yet cited
7
Discovery (7/30) · emerging brands (3/5)
Comparison (0/20) · current-year picks (0/5)
1061930ppChatGPT: 3/20 prompts (15%)Claude: 6/20 prompts (30%)Gemini: 0/20 prompts (0%)Grok: 2/20 prompts (10%)Perplexity: 0/20 prompts (0%)30062Not yet cited
8
Comparison (3/20) · budget-friendly (2/5)
Discovery (1/30) · open recommendation (0/5)
1051735ppChatGPT: 1/20 prompts (5%)Claude: 7/20 prompts (35%)Gemini: 1/20 prompts (5%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)10170Not yet cited
9
Comparison (3/20) · premium (2/5)
1061720ppChatGPT: 2/20 prompts (10%)Claude: 4/20 prompts (20%)Gemini: 3/20 prompts (15%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)20340Not yet cited
10
Comparison (3/20) · comparison alternative to leader (3/5)
Filtered Discovery (0/30) · top-brands lists (0/5)
1051615ppChatGPT: 3/20 prompts (15%)Claude: 0/20 prompts (0%)Gemini: 2/20 prompts (10%)Grok: 2/20 prompts (10%)Perplexity: 0/20 prompts (0%)30202Not yet cited
11
Discovery (4/30) · discovery recommendation request (2/5)
Evaluation (0/20) · top-brands lists (0/5)
951620ppChatGPT: 3/20 prompts (15%)Claude: 4/20 prompts (20%)Gemini: 1/20 prompts (5%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)30140Not yet cited
12
Discovery (7/30) · current-year picks (2/5)
Comparison (0/20) · discovery recommendation request (0/5)
951625ppChatGPT: 0/20 prompts (0%)Claude: 5/20 prompts (25%)Gemini: 4/20 prompts (20%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)00450Not yet cited
13
Discovery (4/30) · top-brands lists (2/5)
Evaluation (0/20) · current-year picks (0/5)
731425ppChatGPT: 1/20 prompts (5%)Claude: 5/20 prompts (25%)Gemini: 0/20 prompts (0%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)10050Not yet cited
14
Evaluation (2/20) · top-brands lists (1/5)
621220ppChatGPT: 4/20 prompts (20%)Claude: 1/20 prompts (5%)Gemini: 0/20 prompts (0%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)40010Not yet cited
15
Discovery (3/30) · discovery recommendation request (2/5)
631310ppChatGPT: 2/20 prompts (10%)Claude: 1/20 prompts (5%)Gemini: 1/20 prompts (5%)Grok: 2/20 prompts (10%)Perplexity: 0/20 prompts (0%)20112Not yet cited
16
Filtered Discovery (5/30) · filtered values driven (4/5)
Comparison (0/20) · open recommendation (0/5)
631410ppChatGPT: 2/20 prompts (10%)Claude: 2/20 prompts (10%)Gemini: 1/20 prompts (5%)Grok: 1/20 prompts (5%)Perplexity: 0/20 prompts (0%)20121Not yet cited
17
Evaluation (2/20) · open recommendation (1/5)
631230ppChatGPT: 0/20 prompts (0%)Claude: 6/20 prompts (30%)Gemini: 0/20 prompts (0%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)00060Not yet cited
18
Evaluation (2/20) · budget-friendly (1/5)
421020ppChatGPT: 0/20 prompts (0%)Claude: 4/20 prompts (20%)Gemini: 0/20 prompts (0%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)00040Not yet cited
19
Filtered Discovery (2/30) · budget-friendly (2/5)
3185ppChatGPT: 1/20 prompts (5%)Claude: 1/20 prompts (5%)Gemini: 0/20 prompts (0%)Grok: 0/20 prompts (0%)Perplexity: 0/20 prompts (0%)10010Not yet cited
20
Filtered Discovery (2/30) · budget-friendly (2/5)
2175ppChatGPT: 0/20 prompts (0%)Claude: 1/20 prompts (5%)Gemini: 0/20 prompts (0%)Grok: 1/20 prompts (5%)Perplexity: 0/20 prompts (0%)00011Not yet cited

Strategic insights for hotels

Five derived metrics computed from the same data, surfacing how this segment behaves on AI search. See the State of AI Search for cross-segment comparison.

Engine agreement

0.38

High disagreement

Effective brands

10.3 / 20

Moderately concentrated · top 2 take 31%

Top demand-leak brand

Four Seasons

+48pp Discovery vs Evaluation

Top mention-only brand

Waldorf Astoria

36% of visibility is mention-only

Kingmaker engine by funnel phase

discovery

ChatGPT

100pp spread

filtered

Claude

83pp spread

comparison

ChatGPT

75pp spread

evaluation

ChatGPT

100pp spread

For each phase, the engine where the gap between most-cited and least-cited brand is widest, i.e. where positioning matters most. Win that engine, win that phase.

Brands cited most across the category

Aggregated across every (brand × prompt × engine) combination tested. The most-cited brands here are the names AI consistently surfaces when buyers ask about hotels.

Marriott×1102Hilton×1044Four Seasons×716Hyatt×659Ritz-Carlton×534IHG×511Sandals Resorts×193Accor×160Aman×153Six Senses×142Samsonite×135St. Regis×123Expedia×119Waldorf Astoria×112Rosewood×108

Emerging brands AI is citing in hotels

Brand names AI engines surfaced for hotels prompts that are not currently on the mapou tracked panel. Ranked by mention count and engine breadth. These are panel candidates, brands AI considers part of the category even though we are not yet measuring them.

BrandMentionsEnginesSlots
Expedia1194 of 514 of 20What AI said ↓

Grok response, discovery open prompt

Check booking sites like Expedia for deals. Safe travels! (145 words)

Booking.com934 of 511 of 20What AI said ↓

Grok response, discovery popular prompt

.... To plan your trip, I recommend checking out **Expedia or Booking.com** for easy bookings, and pairing it with travel essentials like a **Samsonite lightweight suitcase** for durability...

Airbnb844 of 59 of 20What AI said ↓

ChatGPT response, discovery popular prompt

...lton, Tokyo are often at the top of travelers’ lists. 5. **Airbnb**: While not a traditional hotel, Airbnb continues to grow in popularity, offering unique stays that allow travelers...

Sheraton394 of 57 of 20What AI said ↓

Gemini response, evaluation reliability prompt

...or business, brands like **Marriott Hotels & Resorts** or **Sheraton** consistently deliver reliable meeting spaces, business centers, and comfortable rooms with good Wi-Fi. If you need...

Westin344 of 510 of 20What AI said ↓

Gemini response, evaluation reliability prompt

For leisure, Marriott truly shines with options like **Westin** for wellness-focused stays, **Autograph Collection Hotels** for unique, boutique experiences, and their extensive...

Hampton Inn333 of 56 of 20What AI said ↓

ChatGPT response, filtered budget low prompt

...ns that cater to both business and leisure travelers: 1. **Hampton Inn** - With locations nationwide, Hampton Inn offers complimentary breakfast, free Wi-Fi, and a business center. Their...

Soneva322 of 55 of 20What AI said ↓

Claude response, filtered values driven prompt

...urism with properties in Bhutan, Maldives, and Thailand - **Soneva** - Ultra-luxury eco-resorts focusing on sustainability and wellness - **The Ritz-Carlton Reserve** - New sustainable...

Conrad Hotels & Resorts302 of 57 of 20What AI said ↓

Gemini response, discovery open prompt

For a blend of modern luxury and efficiency, look at **Conrad Hotels & Resorts** (part of Hilton). The **Conrad Washington, D.C.** boasts excellent meeting facilities and is steps away from...

Disney's Polynesian Village Resort292 of 53 of 20What AI said ↓

Gemini response, filtered use case specific prompt

...stay at **Walt Disney World Resort** in Florida. Consider **Disney's Polynesian Village Resort** for a magical, immersive experience, or **Disney's Art of Animation Resort** for vibrant, family-friendly suites....

Disney Resorts284 of 58 of 20What AI said ↓

Grok response, filtered use case specific prompt

...and expert reviews, here are some top recommendations: - **Disney Resorts** (e.g., Disney's Polynesian Village Resort): Ideal for families with its magical themes, character meet-and-greets,...

Banyan Tree272 of 56 of 20What AI said ↓

ChatGPT response, discovery emerging prompt

Brands like **Six Senses** and **Banyan Tree** are focusing on sustainability with luxury, providing wellness-centric experiences in stunning natural settings....

Red Roof Inn233 of 52 of 20What AI said ↓

Claude response, filtered budget low prompt

...business and leisure, includes free breakfast and Wi-Fi - **Red Roof Inn** - No-frills but clean, pet-friendly, around $60-100/night - **Motel 6** - Similar to Red Roof, reliable basics ##...

Great Wolf Lodge233 of 53 of 20What AI said ↓

Gemini response, filtered use case specific prompt

...resort with a strong focus on water parks and activities, **Great Wolf Lodge** locations across the US and Canada are always a hit with kids, featuring huge indoor water parks and various...

Hotels.com223 of 53 of 20What AI said ↓

Claude response, discovery recommendation request prompt

...**Expedia** - Good for package deals (hotel + flights) - **Hotels.com** - Rewards program if you book multiple trips - **Airbnb** - Great for unique stays and longer stays - **Resort...

Belmond203 of 55 of 20What AI said ↓

Gemini response, discovery popular prompt

...ds like **Aman Resorts** (e.g., **Amangiri** in Utah) and **Belmond** (e.g., **Belmond Hotel Splendido** in Portofino, Italy) are consistently popular for their exclusivity and...

Super 8193 of 53 of 20What AI said ↓

Gemini response, evaluation what to avoid prompt

...t for a quick, no-frills stay, brands like **Motel 6** or **Super 8** might lack amenities, cleanliness, or safety in certain locations compared to their slightly higher-tier...

Beaches Turks & Caicos163 of 54 of 20What AI said ↓

ChatGPT response, filtered use case specific prompt

...ovies, plus a large pool and fun activities for kids. 2. **Beaches Turks & Caicos** - This all-inclusive resort is a haven for families, featuring a water park, kids’ clubs, and numerous dining...

Barceló162 of 55 of 20What AI said ↓

Claude response, filtered use case specific prompt

...across different destinations: ## All-Inclusive Resorts **Barceló Maya Grand Resort** (Mexico) - Multiple pools, kids' clubs, and water activities perfect for families with varying...

Andaz152 of 57 of 20What AI said ↓

Gemini response, discovery top brands prompt

...after for its chic design and vibrant social scenes. * **Andaz** (Hyatt) will continue to attract guests with its local character and stylish, modern aesthetic. * **Kimpton...

La Quinta152 of 53 of 20What AI said ↓

ChatGPT response, comparison premium vs value prompt

...her hand, value-tier hotels, such as Holiday Inn Express or La Quinta, can offer comfortable accommodations at a fraction of the price. They’re often great for budget-conscious travelers...

Method. Aggregated across the canonical run for hotels. For every (panel brand × prompt × engine) we record the brand names the analyzer extracted (capped at 6 per response), then drop names that match the tracked panel or its aliases, plus a denylist of generic category terms. Threshold to qualify: at least 3 mentions across at least 2 of 5 engines. Click any row to see the AI quote that surfaced the brand. Some entries may be tracked elsewhere on mapou but not in this segment, in which case AI considers them cross-category competitors. Reviewed monthly to inform panel additions.

How hotels rankings shift by buyer persona

The MVI score is calibrated to a generic shopping-assistant prompt. But buyers don't arrive generically. We re-ran the same 20 canonical prompts five more times, each with a different buyer-persona signal in the system prompt: budget-conscious, premium, working professional, first-time, values-driven. Top-3 overlap with baseline: 73%. Leader holds across all personas: no. Marriott loses the #1 spot to a different brand under at least one persona.

BrandBaselineBudgetPremiumProFirst-timeValues
Marriott70%55%5%30%20%30%
Hilton70%50%5%30%25%20%
Hyatt60%30%5%25%25%5%
Ritz-Carlton60%10%35%15%15%0%
IHG40%70%5%15%25%20%

Each cell is the citation rate (out of 20 canonical prompts) for that brand under that persona, ChatGPT only. Cells are tinted green when a brand gains 5+ percentage points vs baseline, orange when it loses 5+. Strong tints flag a 20+ percentage-point swing. Top 8 baseline brands shown; full per-persona data is in data/research/persona-robustness/2026-05-07-1625/. The full methodology is on the State of AI Search page.

The 20-prompt taxonomy

Every brand in this report is tested against the same 20 canonical prompts, spanning the four MVI dimensions (Discovery, Filtered Discovery, Comparison, Evaluation). The prompt set is fixed at methodology v1.0 and reused every monthly run, so MVI deltas are paired comparisons not noise.

The exact prompt templates and phase-weighting formula are part of mapou's proprietary methodology, shared with paying clients alongside custom benchmarks for their specific brand.

See the framework →

Methodology v1.0. MVI is mapou's proprietary 0-100 visibility score across 5 AI engines and 4 buyer-intent dimensions. 95% Wilson confidence intervals. Equal engine weighting. See the framework →

Run yours

Want to see your brand on this leaderboard? Run a free visibility check on your own brand. We'll show you exactly which prompts you're missing and which engines are losing you the most ground.