Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Mancera without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Mancera 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 Mancera is firmly in the model's "niche 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 niche fragrance brands right now? | 170 | 0/5 | — |
| Which niche fragrance houses are most popular? | 0 | 1/5 | 9 |
| What are the top niche perfume brands for unique scents? | 50 | 2/5 | 9, 10 |
| What niche fragrance brands are worth trying? | 0 | 2/5 | 4, 8 |
| Can you recommend the best artisanal perfume brands? | 0 | 0/5 | — |
| What are the most recommended niche perfumes? | 0 | 4/5 | 7, 1, 7, 10 |
| Which niche fragrance brands make high-quality perfumes? | 0 | 4/5 | 3, 4, 10, 6 |
| What are the best independent perfume houses? | 0 | 1/5 | 12 |
| Which niche fragrance brands are known for craftsmanship? | 0 | 0/5 | — |
| What are some luxury niche fragrance brands? | 0 | 1/5 | 7 |
| What niche perfume brands should I check out first? | 9,900 | 4/5 | 9, 8, 10, 4 |
| Which niche fragrance brands have the most unique scents? | 0 | 1/5 | 4 |
| What are the best niche fragrance brands for beginners? | 0 | 2/5 | 1, 1 |
| What are the most talked-about niche perfume brands? | 0 | 3/5 | 6, 9, 12 |
| Which niche fragrance houses are considered the best overall? | 0 | 1/5 | 8 |
This report focuses on Niche & Artisan Fragrances because that is where Mancera 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 32 on recall but only 0 on retrieval (gap of +32.4). 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 Niche & Artisan 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 2:49 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.