Measures what GPT-5 believes about TÖST 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 TÖST 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 | 3/5 | 18, 17, 16 |
| What are the top non-alcoholic cocktail brands? | 20 | 0/5 | — |
| Which non-alcoholic beer brands are most popular? | 0 | 0/5 | — |
| What are the most recommended non-alcoholic spirit brands? | 0 | 0/5 | — |
| What are the best non-alcoholic beverage brands for adults? | 0 | 2/5 | 10, 13 |
| Which non-alcoholic alternatives taste the most like alcohol? | 110 | 4/5 | 9, 10, 11, 7 |
| What are the best non-alcoholic brands for mocktails? | 110 | 0/5 | — |
| What are the best non-alcoholic beer brands to try? | 40 | 0/5 | — |
| What are the best non-alcoholic gin alternatives? | 0 | 0/5 | — |
| What are the best non-alcoholic whiskey alternatives? | 0 | 0/5 | — |
| What are the best non-alcoholic tequila alternatives? | 0 | 0/5 | — |
| What are the best premium non-alcoholic drink brands? | 0 | 5/5 | 14, 7, 16, 15, 12 |
| What are the best non-alcoholic alternatives for parties? | 1,900 | 4/5 | 9, 1, 13, 8 |
| What are the best non-alcoholic alternatives for a bar cart? | 0 | 3/5 | 11, 2, 20 |
| Which non-alcoholic brands are worth buying? | 0 | 1/5 | 11 |
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 AuthorityThe model knows your category but may not name your specific products. Get product-level content into independent reviews, comparison articles, and ranked lists.
+5 to +15 on LBAYou score 27 on recall but only 0 on retrieval (gap of +27.2). 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 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 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 1:16 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.