Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Ritual Zero Proof without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Ritual Zero Proof 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 Ritual Zero Proof is firmly in the model's "non-alcoholic alternative" 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 non-alcoholic alternative brands? | 90 | 5/5 | 2, 2, 2, 2, 2 |
| What are the top non-alcoholic cocktail brands? | 20 | 5/5 | 2, 1, 3, 2, 3 |
| Which non-alcoholic beer brands are most popular? | 0 | 0/5 | — |
| What are the most recommended non-alcoholic spirit brands? | 0 | 5/5 | 2, 2, 2, 1, 1 |
| What are the best non-alcoholic beverage brands for adults? | 0 | 5/5 | 1, 3, 1, 6, 2 |
| Which non-alcoholic alternatives taste the most like alcohol? | 110 | 5/5 | 2, 5, 2, 2, 2 |
| What are the best non-alcoholic brands for mocktails? | 110 | 4/5 | 2, 2, 1, 3 |
| What are the best non-alcoholic beer brands to try? | 40 | 0/5 | — |
| What are the best non-alcoholic gin alternatives? | 0 | 5/5 | 3, 3, 2, 3, 2 |
| What are the best non-alcoholic whiskey alternatives? | 0 | 5/5 | 2, 1, 4, 1, 1 |
| What are the best non-alcoholic tequila alternatives? | 0 | 5/5 | 1, 1, 2, 1, 1 |
| What are the best premium non-alcoholic drink brands? | 0 | 5/5 | 9, 3, 3, 2, 3 |
| What are the best non-alcoholic alternatives for parties? | 1,900 | 4/5 | 3, 11, 2, 3 |
| What are the best non-alcoholic alternatives for a bar cart? | 0 | 5/5 | 2, 2, 3, 5, 2 |
| Which non-alcoholic brands are worth buying? | 0 | 5/5 | 3, 12, 15, 9, 12 |
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
You score 44 on recall but only 27 on retrieval (gap of +16.5). 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 Non-Alcoholic Alternatives 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 1:13 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.