Nicolas Sitter
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Live · refreshed weeklyUpdated September 7, 2026

AI Hotel Landscape

How leading AI assistants recommend hotels — 616 prompts across 56 destinations, refreshed every Monday.

Data is directional. Some prompts retry due to upstream variance, so absolute counts can shift ±5% week to week.
PROMPTS

The 11 prompts we ask ChatGPT about Amalfi Coast

Same 11 question patterns asked about every destination — persona (couples, families, solo, business), budget (luxury, mid, budget), and zoom (city-wide, neighborhood, landmark).

luxury hotels in Amalfi Coast
budget: luxuryzoom: wide
hotels near Path of the Gods, Amalfi Coast
zoom: near
hotels in Amalfi Coast with rooftop pool
zoom: wide
best hotels in Amalfi Coast
zoom: widecontrol
best hotels in Positano, Amalfi Coast
zoom: near
best hotels in Amalfi Coast for business travelers
persona: solo_businesszoom: wide
best hotels in Amalfi Coast for solo travelers
persona: solo_leisurezoom: wide
family friendly hotels in Amalfi Coast
persona: familieszoom: wide
boutique hotels in Positano, Amalfi Coast
zoom: near
affordable hotels in Amalfi Coast under $200
budget: budgetzoom: wide
best hotels in Amalfi Coast for couples
persona: coupleszoom: wide
HIGHLIGHTS

Named hotels in Amalfi Coast — ChatGPT

ChatGPT's top picks specifically in Amalfi Coast, IT. Pick a different destination above, or clear to see worldwide.

Hotel of the Week
8 mentions

Most-mentioned hotel by ChatGPT this week.

Top 20 hotels by ChatGPT mentions — week of September 7, 2026
#HotelCityChainMentionsW/W
1Four Seasons Resort Maldives at Kuda HuraaFour Seasons8 8
3Four Seasons Hotel FirenzeFlorenceFour Seasons5 5
8Caruso, A Belmond Hotel, Amalfi CoastRavelloBelmond4 4
15iQ Hotel RomaRome4 4
31The St. Regis FlorenceFlorenceMarriott4 4
76Palazzo ManfrediRome3 3
61Hotel MiramalfiAmalfi3 3
37Anantara Convento di Amalfi Grand HotelAmalfiMinor3 3
60Hotel LungarnoFlorenceLungarno3 3
101The Rome EDITIONRomeMarriott3 3
90Santa Caterina HotelAmalfi3 3
77Palazzo VecchiettiFlorence3 3
104The St. Regis Maldives Vommuli ResortMarriott3 3
47Conrad Maldives Rangali IslandHilton3 3
108Villa San Michele, A Belmond Hotel, FlorenceFiesoleBelmond3 3
79Portrait FirenzeFlorenceLungarno3 3
41ARTE' BOUTIQUE HOTEL FIRENZEFlorence3 3
185Hotel Ponte Vecchio Suites & SpaFlorence2 2
173Helvetia & Bristol Firenze - Starhotels CollezioneFlorenceStarhotels2 2
179Hotel ContinentaleFlorenceLungarno2 2
ADS

Sponsored placements in Amalfi Coast

OpenAI is rolling out paid sponsor placements in the US, Australia, New Zealand, and Canada — testing may expand. We detect real single-advertiser ad units (organic shopping cards excluded) and pull the brand.

No sponsored placements detected for Amalfi Coast this week. Ad geo coverage is limited to US / AU / NZ / CA.
SOURCES

Where ChatGPT pulls hotel information from

Every URL ChatGPT retrieved classified into 12 buckets: OTAs, editorial, chain sites, direct hotel pages, social, meta-search, AI tools, community, government, directory consortia, and other.

Editorial
24.8% (41)
Independent Hotel
13.9% (23)
Other
13.3% (22)
OTA & Aggregator
12.7% (21)
Review Site
12.7% (21)
Community
7.3% (12)
Chain
6.7% (11)
Hotel Directory
3.6% (6)
Meta-search
2.4% (4)
Search engine
1.8% (3)
Government / DMO
0.6% (1)
Top categories
Editorial
cntraveler.com 39% · thehotelguru.com 36% · timeout.com 25%
24.8%41
Independent Hotel
embassyhotel.it 43% · grandhotelminerva.com 29% · hoteltirrenoroma.it 29%
13.9%23
Other
roomfornight.com 43% · gastrotravelogue.com 29% · hauteliving.com 29%
13.3%22
OTA & Aggregator
booking.com 81% · travelocity.com 14% · expedia.com 5%
12.7%21
Review Site
tripadvisor.com 81% · oyster.com 14% · tripadvisor.co.uk 5%
12.7%21
Community
hotelierschoice.com 83% · mumsnet.com 8% · therooftopguide.com 8%
7.3%12
Chain
marriott.com 50% · fourseasons.com 38% · all.accor.com 13%
6.7%11
Hotel Directory
luxuryhotelcompare.com 67% · hotelsforkings.com 33%
3.6%6
Meta-search
hotelscombined.com 50% · kayak.com 25% · momondo.com 25%
2.4%4
Search engine
google.com 100%
1.8%3
Government / DMO
visitrome.com 100%
0.6%1
Has that changed over time?
20 weeks · 2026-04-272026-09-07

Share of citations by source type, week by week, for Amalfi Coast. Search engine is its own bucket rather than part of metasearch, and covers Google (every regional domain), Bing and the rest. Google AI Mode routes its cited sources through google.com/searchviewer instead of linking the publisher, and those citations were landing under “meta-search” alongside trivago and kayak — which made the mix read as competitive pressure from metasearch when actual metasearch is under 1%. The dashed rule marks the week that started.

Independent hotelOtherEditorialReview siteOTACommunitySocialSmaller categories
0%20%40%searchviewer04-2705-1806-0806-2907-2008-1008-3109-07

Which categories get a line is decided once over the whole window by total citations, not week by week — otherwise a category dropping out of the top N would look like it collapsed to zero. Everything below the cut is summed into “smaller categories” rather than dropped, so the lines always account for the full week. Citations per week: 04-27 120 · 05-04 267 · 05-11 21 · 05-18 39 · 05-25 247 · 06-01 324 · 06-08 407 · 06-15 273 · 06-22 148 · 06-29 240 · 07-06 191 · 07-13 140 · 07-20 131 · 07-27 100 · 08-03 88 · 08-10 136 · 08-17 106 · 08-24 109 · 08-31 118 · 09-07 50.

BRANDS

Top hotel parent groups in Amalfi Coast — ChatGPT

Each ChatGPT mention matched against Google Places, then rolled up to parent group (Marriott = Ritz-Carlton + Westin + Sheraton + EDITION + …, etc.). WoW delta vs last week. Detection via 175+ brand-domain rules.

#BrandMentionsHotelsW/W
1Belmond41 100.0%
2Minor31· 0%
Chain vs Independent

Of the hotels named this week: how many resolved to a chain (Marriott / Accor / …), an independent property, a vacation rental, or stayed unmatched.

Chain33.8% 8.2%
Independent63.7% 21.3%
Vacation rental0.0%
Unresolved2.5% 33.3%
DEFINITIONS

What every metric means

Plain-English definitions for each number on this page. For deeper visuals + examples, see the annual landscape report linked at the bottom.

Captures
Number of AI responses we collected this week. Target = 616 per platform (one per prompt). Less when there are upstream errors.
Web search
Did the response trigger a live web fetch? Detected from the underlying response stream’s search-result events, not the unreliable top-level flag. We do NOT force web search — this is organic model behavior.
Map widget
Did the response render a hotel-card map (the Google-Maps-style widget ChatGPT shows for travel queries)? Each card is a "map entity" with its own provider.
Sponsored placements
Paid sponsor placements. Detected from real single-advertiser ad units in the response stream. Excludes ChatGPT’s organic shopping cards (which are unpaid product carousels). US/AU/NZ/CA only as of May 2026.
Sources / response
Distinct URLs the model consulted while answering — the URLs that show up in its retrieval log, regardless of whether it cited them inline. Computed only over web-search responses (otherwise the answer is from training data, no sources to count).
Citations / response
Subset of sources that the model rendered as inline footnote pills in the answer. A source becomes a citation when the model explicitly references it.
Fanouts / response
Number of sub-queries the model spun up internally to answer the prompt (e.g. "best hotels Paris" might fan out to "hotels Paris Marais", "luxury hotels Paris", "rooftop hotels Paris", …).
Map entities / response
Hotel cards inside the map widget. Each carries a provider (Google Places, TripAdvisor, Yelp, Foursquare, SERP) and a place ID where applicable.
OTA
Online travel agency (Booking, Expedia, Hotels.com, Agoda, Trip.com, Priceline, etc.) — commission-based booking sites.
Direct
A hotel’s own website. Computed at request time by matching the cited domain against Google Places.
Chain
A hotel chain’s brand website (hilton.com, marriott.com, ihg.com, …). 175+ chain-domain rules.
Editorial
Travel media (Condé Nast Traveler, Time Out, Lonely Planet, Forbes Travel Guide, NYT, etc.) and city-specific travel blogs (santorinidave.com, theurbanlist.com, etc.).
Directory
Multi-property hotel consortia / brand collectives (Small Luxury Hotels of the World, Design Hotels, Preferred Hotels, Virtuoso, …). Aggregate hotels under one umbrella but aren’t a single OTA.
Review
TripAdvisor, Oyster, Yelp, Trustpilot, Holidaycheck — review-first platforms.
Want a deeper read? See the in-depth annual report