Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about GMC without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about GMC 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 GMC is firmly in the model's "full-size pickup truck" 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 full-size pickup truck brands? | 0 | 5/5 | 4, 5, 4, 3, 4 |
| Which full-size pickup truck brands are most reliable? | 0 | 5/5 | 4, 4, 4, 3, 6 |
| What are the top full-size pickup truck options? | 0 | 5/5 | 4, 4, 3, 3, 4 |
| What full-size pickup truck brands are worth considering? | 0 | 5/5 | 3, 3, 3, 4, 3 |
| Which full-size pickup trucks are the most popular? | 0 | 5/5 | 4, 4, 4, 4, 4 |
| What are the most recommended full-size pickup trucks? | 0 | 5/5 | 5, 5, 4, 4, 4 |
| What are the best-rated full-size pickup truck brands? | 0 | 5/5 | 5, 5, 5, 4, 5 |
| What full-size pickup trucks are best for towing and hauling? | 0 | 5/5 | 4, 4, 4, 4, 4 |
| What are the best full-size pickup trucks for everyday use? | 0 | 5/5 | 4, 4, 4, 5, 4 |
| Which full-size pickup truck brands have the best reputation? | 0 | 5/5 | 4, 4, 4, 3, 5 |
| What are the best full-size pickup trucks for families? | 0 | 5/5 | 5, 4, 4, 4, 5 |
| Which full-size pickup truck brands are known for durability? | 0 | 4/5 | 3, 8, 5, 4 |
| What are the best full-size pickup trucks for work? | 0 | 4/5 | 4, 7, 4, 4 |
| What full-size pickup truck options do most people buy? | 0 | 5/5 | 5, 4, 4, 4, 4 |
| What are the best full-size pickup trucks overall? | 5,400 | 5/5 | 4, 4, 4, 4, 4 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
You score 59 on recall but only 32 on retrieval (gap of +27.6). 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 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 Full-Size Pickup Trucks 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 3:38 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.