Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Late July without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Late July 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 Late July is firmly in the model's "tortilla chip" 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 tortilla chip brands? | 110 | 5/5 | 5, 2, 6, 5, 2 |
| What are the top tortilla chip brands to try? | 10 | 5/5 | 2, 6, 5, 2, 2 |
| What are the most popular tortilla chip options? | 50 | 5/5 | 8, 6, 3, 5, 5 |
| Which tortilla chips are the best overall? | 3,600 | 5/5 | 5, 1, 4, 4, 3 |
| What tortilla chip brands are most recommended? | 0 | 5/5 | 6, 4, 4, 3, 2 |
| What are the highest-rated tortilla chip brands? | 0 | 5/5 | 1, 4, 4, 2, 4 |
| What are the best tortilla chips for dipping? | 110 | 4/5 | 4, 4, 4, 6 |
| What are the best tortilla chips for salsa? | 50 | 3/5 | 4, 5, 4 |
| What are the best tortilla chips for guacamole? | 70 | 3/5 | 2, 6, 3 |
| What are the best tortilla chips for queso? | 0 | 2/5 | 3, 4 |
| What are the best-tasting tortilla chip brands? | 0 | 5/5 | 4, 2, 6, 4, 3 |
| What tortilla chip brands have the best crunch? | 0 | 5/5 | 5, 4, 2, 5, 5 |
| What are the best tortilla chip brands at the grocery store? | 0 | 5/5 | 3, 3, 4, 3, 6 |
| What are the best tortilla chip brands for parties? | 0 | 5/5 | 5, 3, 5, 5, 4 |
| What are the best tortilla chip brands for snacking? | 0 | 5/5 | 4, 6, 3, 4, 1 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
You score 58 on recall but only 28 on retrieval (gap of +30.8). 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 Tortilla Chips 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 1:00 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.