Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Alfa Romeo without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Alfa Romeo 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 Alfa Romeo 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 | 5/5 | 5, 5, 5, 5, 5 |
| Which Italian luxury car brands are most popular? | 0 | 5/5 | 4, 4, 4, 4, 4 |
| What are the top Italian luxury automaker brands? | 0 | 5/5 | 5, 5, 5, 5, 5 |
| Which Italian luxury car brands are worth knowing? | 880 | 5/5 | 5, 5, 5, 5, 5 |
| What are the most iconic Italian luxury automakers? | 0 | 5/5 | 5, 5, 4, 5, 5 |
| Can you list the best Italian premium car brands? | 0 | 5/5 | 4, 4, 4, 4, 4 |
| What Italian luxury automakers make the most desirable cars? | 0 | 4/5 | 5, 5, 5, 5 |
| Which Italian luxury car makers are known for performance? | 0 | 5/5 | 5, 4, 4, 5, 5 |
| What are the leading Italian high-end car brands? | 0 | 3/5 | 5, 5, 5 |
| Which Italian luxury automaker brands are the most exclusive? | 0 | 0/5 | — |
| What Italian luxury car brands should I look at first? | 880 | 5/5 | 4, 4, 4, 13, 4 |
| What are the best Italian exotic car brands? | 0 | 4/5 | 5, 5, 5, 5 |
| Which Italian luxury automakers are known for design? | 0 | 5/5 | 4, 4, 4, 4, 5 |
| What are the most famous Italian premium automakers? | 0 | 5/5 | 4, 4, 4, 4, 4 |
| What Italian luxury car brands are commonly recommended? | 0 | 5/5 | 4, 4, 4, 4, 5 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
You score 65 on recall but only 50 on retrieval (gap of +14.9). 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 LBA is strong. Focus on maintaining authoritative coverage and ensuring new product launches get independent reviews within 12 months of release.
Maintain current LBACore TOM is strong. Watch for specific differentiators (slogans, signature products) that appear in only some iterations. Push those into training-data-crawled headlines.
Maintain / refine TOMOther 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.