Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Quest without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Quest 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 Quest is firmly in the model's "nutrition bar" 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 nutrition bar brands? | 0 | 5/5 | 4, 3, 4, 6, 3 |
| What are the top nutrition bars to buy? | 10 | 5/5 | 4, 3, 2, 2, 2 |
| What are the most popular nutrition bar brands? | 0 | 5/5 | 3, 4, 3, 4, 4 |
| Which nutrition bars are best overall? | 110 | 5/5 | 5, 4, 3, 2, 5 |
| What are the best nutrition bars for energy? | 0 | 0/5 | — |
| What are the best meal replacement bars? | 1,000 | 3/5 | 9, 4, 6 |
| What nutrition bars do people recommend most? | 0 | 5/5 | 3, 2, 3, 4, 3 |
| What are the best healthy snack bar brands? | 30 | 0/5 | — |
| What are the best high protein nutrition bars? | 30 | 5/5 | 1, 1, 1, 1, 2 |
| What are the best nutrition bars for on-the-go snacks? | 0 | 4/5 | 3, 4, 2, 4 |
| What are the best tasting nutrition bars? | 20 | 5/5 | 3, 4, 2, 2, 2 |
| What are the best nutrition bars for breakfast? | 0 | 3/5 | 6, 8, 6 |
| What are the best nutrition bars for weight loss? | 30 | 5/5 | 1, 1, 1, 1, 1 |
| Which nutrition bar brands are worth trying? | 0 | 5/5 | 4, 2, 7, 2, 3 |
| What are the best nutrition bars at the grocery store? | 0 | 5/5 | 2, 4, 3, 2, 3 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
You score 54 on recall but only 35 on retrieval (gap of +19.0). 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 Granola & Nutrition Bars 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 1:03 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.