Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Aman without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Aman from training alone, before any web search. We probe the model 5 times across 5 different angles and score 5 sub-signals.
High overlap with brand prompts shows Aman is firmly in the model's "luxury resort" category.
Unprompted recall on 15 high-volume discovery prompts, run 5 times each in pure recall mode (no web). Brands that surface here are baked into the model's training, not borrowed from live search.
| Discovery prompt | Volume | Appeared | Positions (5 runs) |
|---|---|---|---|
| What are the best luxury resorts for a vacation? | 260 | 1/5 | 4 |
| What are the top luxury resort brands worldwide? | 0 | 5/5 | 1, 1, 2, 2, 2 |
| Which luxury resorts are most recommended for travelers? | 0 | 5/5 | 5, 1, 1, 5, 2 |
| What are the most popular luxury resort options? | 0 | 5/5 | 2, 2, 2, 1, 2 |
| What are the best high-end resorts for a premium getaway? | 0 | 1/5 | 6 |
| Which luxury resorts have the best reputation? | 0 | 4/5 | 1, 1, 1, 1 |
| What luxury resort brands should I consider? | 210 | 5/5 | 1, 1, 1, 2, 1 |
| What are the best luxury resorts for couples? | 0 | 3/5 | 3, 9, 7 |
| What are the best luxury resorts for families? | 320 | 0/5 | — |
| What are the best all-inclusive luxury resorts? | 480 | 0/5 | — |
| What are the best beach luxury resorts? | 90 | 0/5 | — |
| What are the best island luxury resorts? | 0 | 0/5 | — |
| What are the best luxury resorts with private villas? | 0 | 0/5 | — |
| What are the best luxury resorts for honeymoons? | 0 | 4/5 | 1, 9, 3, 9 |
| What are the best luxury resorts for spa vacations? | 20 | 2/5 | 6, 1 |
This report focuses on Luxury Resorts because that is where Aman scores highest. The model also evaluates it against the industries below, with their own prompts and competitor sets. Click any industry for its full leaderboard.
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
Your Authority is low across category queries. Users asking about your category do not see you. Priority: get listed in "best of" and "top N" articles for your category on domains with strong training-data crawl presence.
+10 to +25 on AuthorityYou score 48 on recall but only 0 on retrieval (gap of +48.3). Training-data authority is outpacing your current web footprint. Publish fresh, well-cited content to keep search-augmented responses including your brand.
Close the fragility gapYour TOM is solid on specialty queries but weaker on broad category questions. Seed content that frames your brand in the exact phrasing users use in broad queries, not just your specialty sub-category.
+5 to +15 on TOMYour LBA is strong. Focus on maintaining authoritative coverage and ensuring new product launches get independent reviews within 12 months of release.
Maintain current LBAOther brands in the Luxury Resorts industry, ranked by overall AI Visibility Score.
Every score on this page is reproducible. Below is exactly what we ran and how we computed each number.
(LBA × Authority × TOM)^(1/3). Geometric mean is used so that any single weak metric pulls the overall score down, rather than being masked by strength elsewhere.
quality × meta × stability × share × recognition × 100. Each sub-signal is on a 0-1 scale. Read the full LBA methodology →
Analysis run on April 23, 2026 at 3:02 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.