Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Jennifer Lopez without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Jennifer Lopez 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 Jennifer Lopez is firmly in the model's "celebrity 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 celebrity fragrance brands? | 0 | 5/5 | 13, 3, 4, 6, 9 |
| What are the most popular celebrity fragrances right now? | 0 | 5/5 | 4, 8, 6, 5, 8 |
| Which celebrity fragrances are worth buying? | 0 | 4/5 | 3, 8, 4, 4 |
| What are the top celebrity perfume brands? | 0 | 5/5 | 3, 3, 11, 3, 3 |
| What are the best-selling celebrity perfumes? | 110 | 5/5 | 4, 3, 2, 3, 3 |
| What celebrity colognes are most popular? | 0 | 4/5 | 5, 4, 6, 4 |
| What are the most recommended celebrity fragrances? | 0 | 5/5 | 5, 3, 4, 4, 4 |
| Which celebrity scents are actually good? | 0 | 3/5 | 4, 5, 7 |
| What are the best celebrity fragrance options for women? | 0 | 5/5 | 4, 3, 3, 3, 5 |
| What are the best celebrity fragrance options for men? | 0 | 0/5 | — |
| What celebrity fragrances smell the best? | 0 | 5/5 | 4, 5, 9, 7, 5 |
| What are the top-rated celebrity perfumes? | 0 | 5/5 | 6, 3, 5, 5, 4 |
| What are the most iconic celebrity fragrance brands? | 0 | 5/5 | 3, 9, 2, 3, 9 |
| Which celebrity fragrances are most affordable? | 0 | 4/5 | 7, 5, 5, 4 |
| What are the best celebrity fragrance gift ideas? | 0 | 4/5 | 5, 4, 6, 4 |
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 36 on recall but only 14 on retrieval (gap of +21.7). 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 LBA is strong. Focus on maintaining authoritative coverage and ensuring new product launches get independent reviews within 12 months of release.
Maintain current LBACore TOM is strong. Watch for specific differentiators (slogans, signature products) that appear in only some iterations. Push those into training-data-crawled headlines.
Maintain / refine TOMOther brands in the Celebrity 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 2:42 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.