Measures what GPT-5 believes about Alpina 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 Alpina is firmly in the model's "german luxury automaker" 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 German luxury automakers? | 0 | 0/5 | — |
| Which German luxury car brands are most popular? | 0 | 0/5 | — |
| What are the top German luxury car makers? | 0 | 1/5 | 6 |
| Which German luxury cars are considered the best? | 20 | 1/5 | 7 |
| What are the most recommended German luxury automakers? | 0 | 0/5 | — |
| Which German premium car brands should I look at? | 0 | 1/5 | 5 |
| What are the leading German luxury vehicle brands? | 0 | 4/5 | 6, 6, 6, 6 |
| Which German automakers make luxury cars? | 0 | 0/5 | — |
| What are the best high-end German car brands? | 0 | 2/5 | 4, 6 |
| Which German luxury automakers have the best reputation? | 0 | 0/5 | — |
| What are the most prestigious German car brands? | 0 | 2/5 | 6, 6 |
| Which German luxury brands are worth considering? | 0 | 4/5 | 6, 5, 3, 12 |
| What are the top-rated German premium car makers? | 0 | 0/5 | — |
| Which German luxury automakers are known for performance? | 0 | 2/5 | 5, 5 |
| What are the best German luxury automakers for buyers? | 0 | 0/5 | — |
This report focuses on German Luxury Automakers because that is where Alpina 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 AuthorityYour 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 German Luxury Automakers 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 3:25 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.