Measures what GPT-5 believes about Crown 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 Crown is firmly in the model's "japanese 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 Japanese luxury automaker brands? | 0 | 0/5 | — |
| Which Japanese luxury car brands are considered the most reliable? | 0 | 0/5 | — |
| What are the top Japanese luxury automakers in 2026? | 0 | 0/5 | — |
| What are the most popular Japanese luxury car brands? | 0 | 2/5 | 5, 5 |
| Which Japanese luxury automakers make the best premium cars? | 0 | 0/5 | — |
| What Japanese luxury car brands should I consider? | 590 | 1/5 | 4 |
| What are the most recommended Japanese luxury automakers? | 0 | 0/5 | — |
| Which Japanese luxury brands are known for advanced technology? | 0 | 0/5 | — |
| What are the best Japanese luxury cars for comfort and reliability? | 0 | 0/5 | — |
| What are the leading Japanese premium auto brands? | 0 | 0/5 | — |
| Which Japanese luxury automakers have the best reputation? | 0 | 0/5 | — |
| What are the best Japanese luxury car companies? | 0 | 0/5 | — |
| Which Japanese luxury automakers are worth buying? | 0 | 1/5 | 5 |
| What are the top-rated Japanese luxury vehicle brands? | 0 | 0/5 | — |
| Which Japanese luxury brands offer the best mix of prestige and reliability? | 0 | 0/5 | — |
This report focuses on Japanese Luxury Automakers because that is where Crown 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 AuthorityThe model knows your brand when asked directly (LBA > 0) but never volunteers you in category queries. You are outside the model's go-to list. Co-mention density with established category leaders is the single biggest lever: get listed in "Top 10 X" articles alongside the brands the model currently names.
+10 to +30 on TOM over 12-18 monthsYour 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 Japanese 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 3:31 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.