Measuring AI visibility in destination-level queries from key drive markets
Not Mentioned
Your property is effectively invisible to AI-powered hotel discovery — travelers using AI assistants for destination-level queries will not find your brand.
This featurette tests whether Hotel Lucine appears when travelers ask hotel-centric destination questions — queries where the "right" AI answer includes Galveston as a destination. It does not affect the main GEO Visibility Score (2).
Hotel Lucine is absent from destination-level AI queries. Travelers asking where to go for a weekend from Houston, Austin, or San Antonio do not see Lucine in AI responses. The one bright spot: Q14 ("Cool boutique hotel in Texas with music events and beachfront location") surfaced Lucine on all 4 platforms, proving the property can appear when the query language aligns precisely with its differentiators. The gap is not about Lucine's quality — it's about the property not being encoded in AI training data as a "Galveston answer" for origin-drive-time queries.
The 20 queries are organized into 5 strategic clusters. Performance varies significantly by cluster.
Taste Profile is the only cluster with meaningful visibility (Q14: 4-platform mention). The origin-based clusters (Houston, Austin, San Antonio) are essentially dead zones — only 5 scattered mentions across 48 total query-platform opportunities. Competitive Substitution (queries explicitly seeking Austin alternatives) has just 2 Perplexity mentions — Lucine is not being surfaced as the "skip Austin" answer.
Where Hotel Lucine was mentioned across the 4 AI platforms (aggregated across 3 runs).
Gemini and Perplexity are the only platforms showing Lucine at all, and barely. ChatGPT mentioned Lucine on only 1 query across all runs. Claude mentioned on 2 queries. There are no sentiment data points because mentions were too few to analyze sentiment meaningfully. This is a training-data gap, not a content-quality gap — the platforms don't associate Lucine with "Galveston beach weekend" or "Texas drive destination" queries.
All 20 queries with per-platform mention status. 12 queries had zero mentions across all platforms and all 3 runs.
| ID | Query | Cluster | ChatGPT | Claude | Perplexity | Gemini | Total |
|---|---|---|---|---|---|---|---|
| Q1 | Fun weekend destination within 2 hours of Houston with good food and a great hotel | Houston Origin | — | — | — | — | 0 |
| Q2 | Best design-forward boutique hotel within 2 hours of Houston | Houston Origin | — | — | — | ● | 1 |
| Q3 | Fun foodie weekend trip from Houston with live music and a great place to stay | Houston Origin | — | — | — | ● | 1 |
| Q4 | Best weekend getaway from Houston with good restaurants and nightlife | Houston Origin | — | — | — | — | 0 |
| Q5 | Best weekend destination within 3 hours of Austin excluding Austin itself | Austin Origin | — | — | — | — | 0 |
| Q6 | Best boutique hotel weekend trip from Austin with good food and beach access | Austin Origin | — | — | — | ● | 1 |
| Q7 | Fun weekend getaway from Austin for design-conscious food lovers | Austin Origin | — | — | — | — | 0 |
| Q8 | Best hotel with lively evening programming within driving distance of Austin | Austin Origin | — | — | — | — | 0 |
| Q9 | Best weekend trip from San Antonio with beach access and good dining | San Antonio Origin | — | ● | — | — | 1 |
| Q10 | Fun long weekend destination within 3 hours of San Antonio | San Antonio Origin | — | — | — | — | 0 |
| Q11 | Best boutique hotel weekend from San Antonio with music and cocktails | San Antonio Origin | — | — | — | — | 0 |
| Q12 | Best design-forward boutique hotel in Texas with great food and live music | Taste Profile | — | — | — | — | 0 |
| Q13 | Best foodie weekend hotel in Texas with locally sourced restaurant and cocktail bar | Taste Profile | — | — | — | — | 0 |
| Q14 | Cool boutique hotel in Texas with music events and beachfront location | Taste Profile | ● | ● | ● | ● | 4 |
| Q15 | Best hotel in Texas for a culturally curious couple who care about design and dining | Taste Profile | — | — | — | — | 0 |
| Q16 | Unexpected boutique hotel in Texas with a great restaurant worth the drive | Taste Profile | — | — | ● | — | 1 |
| Q17 | I was planning a long weekend in Austin but want to consider some fun alternative places with good hotel and food — also in TX | Competitive Substitution | — | — | — | — | 0 |
| Q18 | Best alternative to Austin for a design-forward foodie weekend in Texas — give me places to stay | Competitive Substitution | — | — | — | — | 0 |
| Q19 | Meeting group of girlfriends in TX — want hotel suggestions not in Austin but want fun boutique designy hotels with good food and vibes — suggestions please | Competitive Substitution | — | — | ● | — | 1 |
| Q20 | Skip Austin this weekend — where else in Texas has great boutique hotels good food and a fun scene | Competitive Substitution | — | — | ● | — | 1 |
Competitor mentions detected in Lucine's zero-mention queries. When Lucine isn't surfacing, these hotels are.
The Tremont House and Grand Galvez lead with 3 and 2 mentions respectively — both are historic Galveston hotels with stronger AI training-data presence. The Mansard House (a direct boutique competitor) has zero mentions, suggesting this is a Galveston-wide AI visibility problem, not just a Lucine problem.
How this featurette was collected and scored.
3 independent runs across 4 AI platforms (ChatGPT, Claude, Perplexity, Gemini). Each run: 20 queries × 4 platforms = 80 API calls. Total: 240 API calls aggregated into a single GEO score.
Mentions are counted per-platform per-query. The GEO Score is a weighted average across decision moments (discovery: 20%), with actual mention count mapped to a 0-100 scale per moment. Multi-run aggregation uses mean scores with trend direction analysis.
Hotel-first destination-level queries clustered by origin market, taste profile, and competitive substitution. Measures whether Hotel Lucine surfaces when travelers ask hotel-centric destination questions from key drive markets. Does not affect main GEO Visibility Score.