Measures what GPT-5 believes about Mugler 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 Mugler is firmly in the model's "luxury fashion house" 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 fashion houses right now? | 0 | 0/5 | — |
| Which luxury fashion houses are most popular? | 0 | 0/5 | — |
| What are the top luxury fashion houses in the world? | 0 | 0/5 | — |
| Which luxury fashion houses are known for couture? | 0 | 0/5 | — |
| What luxury fashion houses are worth following for trends? | 0 | 0/5 | — |
| What are the most iconic luxury fashion houses? | 0 | 0/5 | — |
| Which luxury fashion houses have the best runway shows? | 0 | 0/5 | — |
| What luxury fashion houses are famous for ready-to-wear? | 0 | 0/5 | — |
| What are the most influential luxury fashion houses? | 0 | 0/5 | — |
| Which luxury fashion houses set the trends each season? | 0 | 0/5 | — |
| What are the most respected luxury fashion houses? | 0 | 0/5 | — |
| What luxury fashion houses should I know about? | 0 | 0/5 | — |
| Which luxury fashion houses are the most high-end? | 260 | 0/5 | — |
| What are the best-known designer fashion houses? | 0 | 0/5 | — |
| Which luxury fashion houses have the strongest heritage? | 0 | 0/5 | — |
This report focuses on Luxury Fashion Houses because that is where Mugler 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 AuthorityThe model knows your brand when asked directly (LBA > 0) but never volunteers you in category queries. You are outside the model's go-to list. Co-mention density with established category leaders is the single biggest lever: get listed in "Top 10 X" articles alongside the brands the model currently names.
+10 to +30 on TOM over 12-18 monthsYour 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 Fashion Houses 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 12:32 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.