Measures what GPT-5 believes about Buick 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 Buick is firmly in the model's "subcompact suv" 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 subcompact SUVs right now? | 6,600 | 1/5 | 7 |
| Which subcompact SUV models are most popular? | 0 | 0/5 | — |
| What are the top-rated subcompact SUVs? | 140 | 4/5 | 9, 8, 8, 8 |
| What are the best subcompact SUV options for city driving? | 0 | 0/5 | — |
| Which subcompact SUVs are considered the most reliable? | 0 | 0/5 | — |
| What are the best subcompact SUVs for families? | 0 | 0/5 | — |
| What are the best fuel-efficient subcompact SUVs? | 0 | 1/5 | 5 |
| Which subcompact SUVs have the most cargo space? | 0 | 3/5 | 5, 3, 5 |
| What are the best all-around subcompact SUVs? | 0 | 0/5 | — |
| What subcompact SUVs are easiest to park? | 0 | 1/5 | 4 |
| What are the best subcompact SUVs for first-time buyers? | 0 | 0/5 | — |
| What are the best affordable subcompact SUVs? | 170 | 0/5 | — |
| Which subcompact SUVs are the best value? | 0 | 1/5 | 2 |
| What are the best subcompact SUVs for winter driving? | 0 | 1/5 | 5 |
| What are the best subcompact SUVs to buy? | 0 | 0/5 | — |
This report focuses on Subcompact SUVs because that is where Buick 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 AuthorityYour 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 Subcompact SUVs 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 3:40 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.