Public market evidence
22 guest-style questions, 3 AI models, and 7 hotels. This shows what the models surfaced in this run—not which hotel is best.
Primary ranking
AI Choice Score is the ranking: would AI choose this hotel in eligible booking-decision prompts? Mention rate and evidence depth explain the result; they are not additional rankings.
Crowne Plaza Liverpool City Centre by IHG
Low evidenceNamed in 19% of checked answers · Evidence depth 43/100 · hotel
63
AI Choice
Hilton Liverpool City Centre
Low evidenceNamed in 46% of checked answers · Evidence depth 57/100 · hotel
61
AI Choice
DoubleTree by Hilton Hotel & Spa Liverpool
Low evidenceNamed in 25% of checked answers · Evidence depth 42/100 · hotel
45
AI Choice
30 James Street Hotel
Low evidenceNamed in 40% of checked answers · Evidence depth 47/100 · hotel
43
AI Choice
The Municipal Hotel & Spa Liverpool - MGallery Collection
Low evidenceNamed in 15% of checked answers · Evidence depth 35/100 · hotel
39
AI Choice
Titanic Hotel Liverpool – Stanley Dock
Low evidenceNamed in 25% of checked answers · Evidence depth 41/100 · hotel
36
AI Choice
Aloft by Marriott Liverpool
Low evidenceNamed in 17% of checked answers · Evidence depth 32/100 · hotel
34
AI Choice
Repeated evidence
Location and walkability
287 signalsBrand familiarity
206 signalsConference and event convenience
189 signalsClear positioning
151 signalsFacilities and amenities
86 signalsReviews and confidence signals
73 signalsOperator findings
That does not make it the best hotel. It means eligible city prompts appeared to favour it more strongly in this market snapshot.
Crowne Plaza Liverpool City Centre by IHG had strong public review signals but appeared less often than the leading AI-visible hotels in this prompt set.
Across 4 star city centre, business, meetings and events in Liverpool, near Liverpool city centre, recommendation language repeatedly used this theme as a reason to shortlist hotels.
Methodology and limits
Prompt coverage. 20 prompts were eligible for preference scoring and 22 for evidence visibility.
Model agreement. 3 providers contributed. Hilton Liverpool City Centre appeared consistently across the checked model set.
Interpretation. Scores describe this prompt set and run date. They do not measure guest experience, service quality, or future model answers.
Your hotel, your real competitor set
Find the exact property first. Rose-Brook carries it into setup and measures it against the hotels guests actually compare.