Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Naked & Famous without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Naked & Famous 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 Naked & Famous is firmly in the model's "premium denim brand" 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 premium denim brands right now? | 10 | 1/5 | 13 |
| Which premium denim brands are most recommended for jeans? | 10 | 1/5 | 7 |
| What are the most popular premium denim brands? | 0 | 0/5 | — |
| Can you recommend the best premium denim brands for quality jeans? | 110 | 2/5 | 8, 1 |
| What premium denim brands make the best raw jeans? | 90 | 4/5 | 1, 1, 1, 1 |
| Which premium denim brands are known for selvedge denim? | 320 | 4/5 | 2, 6, 1, 7 |
| What are the top premium jeans brands for craftsmanship? | 0 | 2/5 | 2, 4 |
| What premium denim brands should I look at for durable jeans? | 0 | 2/5 | 2, 4 |
| What are the best premium denim brands for men? | 40 | 1/5 | 4 |
| What are the best premium denim brands for women? | 880 | 0/5 | — |
| Which premium denim brands are worth the money? | 0 | 4/5 | 6, 2, 1, 4 |
| What premium denim brands are known for high-quality jeans? | 110 | 0/5 | — |
| What are the best luxury denim brands? | 10 | 2/5 | 14, 13 |
| Which premium denim brands have the best fit and fabric? | 0 | 2/5 | 4, 12 |
| What premium denim brands are considered the best overall? | 0 | 3/5 | 1, 11, 5 |
This report focuses on Premium Denim Brands because that is where Naked & Famous 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 33 on recall but only 11 on retrieval (gap of +22.6). 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 Premium Denim Brands 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 12:43 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.