Measures what GPT-5 believes about Scion 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 Scion is firmly in the model's "compact 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 compact car brands? | 0 | 0/5 | — |
| Which compact car brands are most reliable? | 0 | 0/5 | — |
| What are the most popular compact car brands? | 0 | 0/5 | — |
| Which compact car brands are known for fuel efficiency? | 720 | 0/5 | — |
| What compact car brands have the best resale value? | 0 | 0/5 | — |
| What are the top-rated compact car brands? | 0 | 0/5 | — |
| Which compact car brands offer the best value? | 110 | 0/5 | — |
| What compact car brands are good for daily commuting? | 0 | 0/5 | — |
| Which compact car brands are easiest to maintain? | 0 | 0/5 | — |
| What are the most recommended compact car brands? | 0 | 0/5 | — |
| Which compact car brands are good for first-time buyers? | 0 | 0/5 | — |
| What compact car brands are best for city driving? | 0 | 0/5 | — |
| Which compact car brands are cheapest to own? | 0 | 0/5 | — |
| What compact car brands are worth considering in 2026? | 0 | 0/5 | — |
| Which compact car brands have the best safety ratings? | 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 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 Compact 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 3:36 AM
Click a prompt to expand its responses. 200 total responses across 67 prompts.