Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Monkey 47 without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Monkey 47 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 Monkey 47 is firmly in the model's "independent gin label" 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 independent gin labels to try? | 0 | 5/5 | 3, 3, 2, 2, 3 |
| Which are the top independent gin brands right now? | 0 | 3/5 | 2, 3, 3 |
| What are the most popular craft gin labels? | 0 | 5/5 | 2, 4, 2, 1, 2 |
| Can you recommend the best small-batch gin producers? | 0 | 5/5 | 4, 3, 2, 4, 3 |
| What independent gin labels are worth buying? | 0 | 5/5 | 3, 3, 6, 3, 2 |
| What are the best boutique gin brands? | 0 | 5/5 | 2, 3, 1, 1, 1 |
| Which gin labels are best for craft cocktails? | 0 | 2/5 | 10, 6 |
| What are the most recommended artisan gin brands? | 0 | 5/5 | 2, 2, 3, 1, 1 |
| What are the best locally made gin labels? | 0 | 2/5 | 1, 2 |
| Which independent gin labels have the best reviews? | 0 | 5/5 | 2, 3, 3, 2, 3 |
| What are the best premium gin brands from small producers? | 0 | 5/5 | 5, 2, 3, 1, 3 |
| What are the best gin brands for someone who likes craft spirits? | 0 | 5/5 | 1, 2, 1, 2, 3 |
| Can you list the leading independent gin labels? | 0 | 5/5 | 6, 2, 3, 2, 2 |
| What are the most interesting gin brands for cocktail lovers? | 0 | 5/5 | 6, 4, 2, 2, 6 |
| What independent gin brands should I know about? | 10 | 5/5 | 6, 2, 4, 7, 3 |
This report focuses on Independent Gin Labels because that is where Monkey 47 scores highest. The model also evaluates it against the industries below, with their own prompts and competitor sets. Click any industry for its full leaderboard.
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 AuthorityYou score 31 on recall but only 9 on retrieval (gap of +22.5). 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 Independent Gin Labels 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 12:56 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.