Strong validation, missing the consideration set
Boutique villa resort — Tobago, Caribbean
A pilot audit of an independent boutique villa resort in Tobago — small footprint, loyal repeat guests, no parent brand — measured against 60 traveler queries across ChatGPT, Claude, Perplexity, and Gemini.
GEO Visibility Score: 47.1 / 100
Status: Considered option. AI knows the property and validates it for guests who already ask by name. The problem is generic visibility — when travelers ask “where should I stay in Tobago for a wellness getaway” or “best villa for a family of 8”, the property is invisible.
The four decision moments
| Moment | Score | Pattern |
|---|---|---|
| Discovery | 29.2 | Generic discovery is the weakest link — AI doesn’t surface the property to category browsers |
| Recommendation | 39.8 | Mentioned in 43 of 108 generic recommendation responses — middle of the field |
| Comparison | 56.7 | Branded comparison is near-perfect (91.7); generic comparison is 47.9 |
| Trust | 80.2 | Strong: AI speaks confidently about the property when prompted (95.8 branded trust) |
Platform mention rates
- ChatGPT: 43.3% (26 of 60)
- Claude: 41.7% (25 of 60)
- Perplexity: 50.0% (30 of 60)
- Gemini: 73.3% (44 of 60)
Gemini is doing the heavy lifting — pulling structured listing data from Google’s index. The other three platforms can see the brand but don’t shortlist it without a name prompt.
Where the property disappears
12 zero-mention queries clustered tightly around the recommendation moment:
- “Where should I stay in Tobago for a wellness getaway?”
- “Best accommodation in Tobago with self-catering facilities?”
- “Best hotel in Tobago for a family reunion?”
- “Where should I stay in Tobago for a peaceful retreat?”
- “Where can I find off-the-beaten-path hotels in Tobago?”
These are exactly the queries where the property’s positioning should win — and exactly where it doesn’t appear.
Who’s getting recommended instead
| Competitor | Mentions | In zero-mention queries |
|---|---|---|
| Crown Point Hotel | 77 | 0 |
| Castara Retreats | 70 | 9 |
| Magdalena Grand | 45 | 5 |
| Blue Waters Inn | 44 | 5 |
| Bacolet Beach Club | 43 | 3 |
Crown Point dominates with zero displacements — its content is structured for exactly the queries our subject is missing.
The core pattern
Trust is built; discovery is the bottleneck.
The execution plan rebuilt the property’s content footprint around the language of the zero-mention queries — wellness, family group, peaceful retreat, self-catering — and added the structured schema AI platforms extract for recommendation surfaces.