The Test Battery 60 prompts · 5 engines · 300 modeled responses
- Best luxury hotel in the world
- Best Aman property
- Aman vs Four Seasons
- Best safari lodge
- Best overwater bungalow resort
- Best honeymoon destination hotel
- Best hotel for once-in-a-lifetime trip
- Best private island resort
- Best luxury hotel in Tokyo
- Best luxury hotel in Paris
- Best luxury hotel in Italy
- Best hotel chain for business travel
- Marriott vs Hilton vs Hyatt loyalty
- Best hotel rewards program
- Best business hotel in [major city]
- Best hotel for long stays
- Hilton Honors vs Marriott Bonvoy
- Best status match opportunities
- Best hotel credit card
- Best hotel for remote work
- Best family resort
- Best family hotel in Orlando
- Best all-inclusive family resort
- Best family hotel chain
- Best family resort in Caribbean
- Best family hotel in Hawaii
- Best family hotel in Mexico
- Best family hotel in Europe
- Best family hotel for teens
- Best boutique hotels NYC
- Best boutique hotels LA
- Best design hotels in Europe
- Best Ace Hotel location
- citizenM vs Edition
- 1 Hotels vs Edition
- Best instagrammable hotels
- Best small luxury hotel
- Best boutique hotel London
- Best boutique hotel Mexico City
- Most beautiful hotel lobbies
- Best all-inclusive resort
- Best all-inclusive in Mexico
- Best all-inclusive in Caribbean
- Best adults-only resort
- Best all-inclusive for couples
- Sandals vs Beaches vs Excellence
- Best ski-in ski-out hotel
- Best wellness resort
- Best spa resort in US
- Best yoga retreat hotel
- Airbnb vs Vrbo vs hotels
- Best Airbnb alternatives
- Best hotels for digital nomads
- Sonder vs Selina
- Best long-stay hotel program
- Best alternative to Airbnb
- Best private rental platform
- Plum Guide vs Airbnb Luxe
- Best villa rental company
- Best house rental site
Where the AI answer comes from.
| Source | Weight | Why |
|---|---|---|
| The Points Guy | Very High | Dominant retrieval source for loyalty, premium cabin, and hotel-program queries. |
| r/travel · r/luxurytravel · r/solotravel | Very High | Reddit travel communities carry outsized LLM citation weight. |
| Conde Nast Traveler · Travel + Leisure | High | "Best of" list authority indexed across all engines. |
| Tablet Hotels | High | Curated luxury retrieval anchor; MICHELIN-owned credibility. |
| Wikipedia | High | Entity recognition for hotel brands and properties. |
| One Mile at a Time · View from the Wing | High | Premium-travel blog citation in loyalty and product reviews. |
| Wirecutter | Medium-High | Travel category gaining authority year over year. |
| FlyerTalk | Medium-High | Long-form forum consensus on loyalty programs. |
| Tripadvisor | Medium | Declining LLM weight relative to historical SEO dominance. |
| YouTube · Travel vloggers, Sam Chui | Medium | Indirect citation; growing for luxury reviews. |
of the Quarter
Owns the largest hotel-brand portfolio in the world by property count. Near-zero AI Recommendation Share in any aspirational or premium-travel query. AI engines do not recommend Wyndham brands when consumers ask "best hotel for [anything]." Wyndham wins franchise economics. It does not win shortlist position.
Runners-up: Best Western (similar share invisibility), Choice Hotels (vast scale, minimal retrieval), Hilton mass-market sub-brands (Hampton, DoubleTree all lose to challengers in same-city queries).AI-Native Challengerof the Quarter
Roughly 35 properties globally. Universal AI answer to "best luxury hotel in the world." Conde Nast, Reddit r/luxurytravel, and Tablet consensus locked in over two decades. Aman is the rarest case study in the index — a brand whose AI Recommendation Share is a near-perfect multiple of its physical footprint.
Runners-up: 1 Hotels (sustainability premium retrieval), Soho House (member-club brand recognition), citizenM (best-value design retrieval), Ace Hotel (creative-class default), Rosewood (luxury heritage challenger to Four Seasons).CitationVacuum
"Best hotels for digital nomads" — Selina, Outsite, citizenM fragmented. "Best safari lodge" — Aman, &Beyond, Singita all under-anchored. "Best wellness resort" — Six Senses, Canyon Ranch, Miraval split. "Best long-stay programs" — Marriott Homes & Villas, Mint House, Stayseekers entirely fragmented.
04.6The SEO–AI Gap · SidebarMarriott and Hilton dominate Google for branded queries and book-direct campaigns. AI engines answer "best hotel for [use case]" with Aman, Soho House, 1 Hotels, citizenM — brands that have spent a fraction of the SEO budget but earned editorial authority in Conde Nast, Tablet, and Reddit. SEO drove book-direct. AI drives the dream.
"Aman didn't win AI visibility. Aman won twenty years of editorial coverage in Conde Nast, Tablet, and r/luxurytravel. The AI just connected the dots — and every dot said the same thing."
Ronn TorossianFounder & Chairman · 5W AI Communications04.7GEO Recommendations by ArchetypeFor Invisible Giants · Wyndham, Choice, Best Western
Loyalty math does not retrieve. Editorial coverage does. Pursue Conde Nast Traveler Hot List placements at the individual property level — not corporate brand stories. Build comparison content acknowledging the challenger ecosystem (the brands you fear naming are the ones you must name). Mid-market reframing: "best hotel for [specific use case]" verticals you can actually win.
For AI-Native Challengers · Aman, 1 Hotels, Soho House, citizenM
Defend Wikipedia. Defend Tablet placements. Press the press: editorial coverage in Conde Nast Traveler Gold List, T+L 500, Wallpaper* compounds. Lean into category-defining language ("the original ultra-luxury wellness brand," "the first carbon-neutral luxury hotel"). Customer-named retrieval ("celebrities who stay at Aman") earns long-tail citations.
04.8Twelve-Month Forecast- ↑Aman extends ultra-luxury AI dominance; new urban properties (Aman New York, Aman Tokyo) reinforce the retrieval anchor.
- ↑citizenM consolidates business-traveler-on-budget retrieval as Hilton Garden Inn / Hampton lose share.
- →Marriott Bonvoy holds loyalty-query share but loses individual-property "best hotel in X" share to design brands.
- ↓Wyndham remains invisible without a brand-level repositioning effort.
- ↑Soho House dominates "best private members club" retrieval; competitive set fragments below.
- AWyndham Owns the Most Properties. Aman Owns the AI Answer.
- BThe First AI Visibility Index of Hospitality: Loyalty Built the Chain. AI Built the Taste.
- CThe Hotels AI Recommends Are Not the Hotels You'd Find on Google.
- DThirty-Five Properties. One Universal Answer to "Best Luxury Hotel."
