Measures what GPT-5 believes about Abarth 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 Abarth is firmly in the model's "italian 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 Italian luxury automakers? | 0 | 0/5 | — |
| Which Italian luxury car brands are most popular? | 0 | 0/5 | — |
| What are the top Italian luxury automaker brands? | 0 | 0/5 | — |
| Which Italian luxury car brands are worth knowing? | 880 | 3/5 | 6, 6, 6 |
| What are the most iconic Italian luxury automakers? | 0 | 1/5 | 6 |
| Can you list the best Italian premium car brands? | 0 | 4/5 | 6, 6, 6, 6 |
| What Italian luxury automakers make the most desirable cars? | 0 | 0/5 | — |
| Which Italian luxury car makers are known for performance? | 0 | 1/5 | 6 |
| What are the leading Italian high-end car brands? | 0 | 0/5 | — |
| Which Italian luxury automaker brands are the most exclusive? | 0 | 0/5 | — |
| What Italian luxury car brands should I look at first? | 880 | 0/5 | — |
| What are the best Italian exotic car brands? | 0 | 0/5 | — |
| Which Italian luxury automakers are known for design? | 0 | 1/5 | 8 |
| What are the most famous Italian premium automakers? | 0 | 3/5 | 6, 7, 6 |
| What Italian luxury car brands are commonly recommended? | 0 | 0/5 | — |
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 Italian 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 3:29 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.