Measures what GPT-5 believes about Volkswagen 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 Volkswagen is firmly in the model's "electric passenger car" 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 electric passenger car brands right now? | 0 | 4/5 | 7, 6, 8, 12 |
| Which electric passenger car brands are most reliable? | 0 | 0/5 | — |
| What are the top electric passenger car options for most drivers? | 0 | 2/5 | 7, 5 |
| Which electric passenger car brands are most popular? | 40 | 5/5 | 3, 3, 3, 3, 3 |
| What are the best electric passenger cars for everyday use? | 0 | 3/5 | 8, 11, 7 |
| Which electric passenger car brands have the longest range? | 9,900 | 0/5 | — |
| What are the best affordable electric passenger car brands? | 0 | 3/5 | 8, 8, 8 |
| Which electric passenger car brands are worth considering? | 0 | 5/5 | 4, 6, 7, 6, 6 |
| What are the most recommended electric passenger car brands? | 0 | 3/5 | 8, 6, 8 |
| Which electric passenger cars are best for families? | 590 | 4/5 | 4, 7, 4, 4 |
| What are the best electric passenger cars for commuting? | 30 | 1/5 | 4 |
| Which electric passenger car brands offer the best value? | 0 | 1/5 | 6 |
| What are the best electric passenger car brands for first-time buyers? | 0 | 4/5 | 6, 4, 14, 6 |
| Which electric passenger cars have the best features? | 0 | 3/5 | 8, 8, 7 |
| What are the most popular electric passenger car models people buy? | 0 | 5/5 | 4, 6, 7, 7, 3 |
This report focuses on Electric Passenger Cars because that is where Volkswagen 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 AuthorityYou score 16 on recall but only 0 on retrieval (gap of +16.1). 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 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 Electric Passenger Cars 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 12:51 PM
Click a prompt to expand its responses. 204 total responses across 69 prompts.