Measures what GPT-5 believes about Aston Martin 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 Aston Martin is firmly in the model's "british 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 British luxury automaker brands? | 0 | 5/5 | 3, 3, 3, 3, 3 |
| Which British luxury car brands are the most popular? | 0 | 5/5 | 5, 5, 5, 5, 5 |
| What are the top British luxury automakers to consider? | 0 | 5/5 | 3, 3, 3, 3, 3 |
| Which British luxury car makers are known for handcrafted interiors? | 0 | 5/5 | 3, 3, 3, 3, 3 |
| What British luxury automakers make the most prestigious cars? | 0 | 5/5 | 3, 3, 3, 3, 3 |
| What are the best British grand touring car brands? | 0 | 5/5 | 1, 2, 1, 1, 1 |
| Which British luxury car brands offer bespoke options? | 0 | 5/5 | 3, 3, 3, 3, 3 |
| What are the most well-known British premium car makers? | 0 | 5/5 | 3, 3, 3, 3, 3 |
| Which British luxury automakers are famous for classic design? | 0 | 5/5 | 3, 3, 3, 3, 3 |
| What British luxury car brands are worth looking at? | 480 | 5/5 | 3, 3, 3, 3, 3 |
| What are the best UK luxury car brands? | 0 | 5/5 | 3, 3, 3, 4, 4 |
| Which British luxury automakers are best for long-distance driving? | 0 | 1/5 | 5 |
| What are the most exclusive British car brands? | 0 | 5/5 | 3, 3, 3, 3, 3 |
| Which British automakers make high-end luxury cars? | 0 | 5/5 | 3, 4, 3, 3, 3 |
| What British luxury car brands have the strongest heritage? | 0 | 5/5 | 3, 3, 3, 3, 3 |
This report focuses on British Luxury Automakers because that is where Aston Martin 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 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 British 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 3:27 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.