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.
Landscape
The preference score reflects eligible decision prompts. The evidence read separately measures how often useful, attributable signals appeared.
Crowne Plaza Liverpool City Centre by IHG
Low signalEvidence read 43/100 · 19% mention rate · hotel
63
Preference
Hilton Liverpool City Centre
Low signalEvidence read 57/100 · 46% mention rate · hotel
61
Preference
DoubleTree by Hilton Hotel & Spa Liverpool
Low signalEvidence read 42/100 · 25% mention rate · hotel
45
Preference
30 James Street Hotel
Low signalEvidence read 47/100 · 40% mention rate · hotel
43
Preference
The Municipal Hotel & Spa Liverpool - MGallery Collection
Low signalEvidence read 35/100 · 15% mention rate · hotel
39
Preference
Titanic Hotel Liverpool – Stanley Dock
Low signalEvidence read 41/100 · 25% mention rate · hotel
36
Preference
Aloft by Marriott Liverpool
Low signalEvidence read 32/100 · 17% mention rate · hotel
34
Preference
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.
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