Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Acqua di Parma without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Acqua di Parma 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 Acqua di Parma is firmly in the model's "men’s fragrance" 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 men’s fragrance brands right now? | 0 | 3/5 | 6, 8, 7 |
| Which men’s fragrance brands are most popular? | 0 | 0/5 | — |
| What are the top designer men’s fragrances? | 0 | 1/5 | 10 |
| What men’s cologne brands do people recommend most? | 0 | 1/5 | 12 |
| Which men’s fragrance houses are worth trying? | 0 | 3/5 | 20, 14, 5 |
| What are the best luxury men’s fragrance brands? | 0 | 1/5 | 8 |
| What are the most iconic men’s cologne brands? | 0 | 2/5 | 11, 6 |
| Which designer men’s fragrances smell the best? | 18,100 | 1/5 | 8 |
| What are the most popular colognes for men? | 4,400 | 0/5 | — |
| What men’s fragrance brands have the best reviews? | 0 | 2/5 | 8, 8 |
| Which men’s perfume brands are most talked about? | 0 | 2/5 | 4, 6 |
| What are the best men’s scent brands for everyday wear? | 0 | 4/5 | 10, 6, 3, 6 |
| Which men’s fragrance brands are classics? | 0 | 3/5 | 13, 10, 2 |
| What are the best selling men’s fragrance brands? | 0 | 1/5 | 6 |
| What men’s cologne brands should I try first? | 0 | 5/5 | 3, 4, 7, 4, 8 |
This report focuses on Designer Colognes & Men’s Fragrances because that is where Acqua di Parma 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 25 on recall but only 7 on retrieval (gap of +18.1). 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 Designer Colognes & Men’s Fragrances 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 2:43 AM
Click a prompt to expand its responses. 202 total responses across 68 prompts.