Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about New Riff without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about New Riff 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 New Riff is firmly in the model's "artisanal distillery" 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 artisanal distilleries to try? | 0 | 0/5 | — |
| Which artisanal distilleries are most popular right now? | 0 | 0/5 | — |
| What are the top artisanal distillery brands? | 0 | 0/5 | — |
| Can you recommend the best craft distilleries for spirits? | 30 | 2/5 | 3, 6 |
| What are the most recommended small distilleries? | 0 | 3/5 | 3, 5, 6 |
| Which artisanal distilleries make the best whiskey? | 0 | 3/5 | 7, 4, 4 |
| What are the best artisan gin distilleries? | 0 | 0/5 | — |
| What are the best craft rum distilleries? | 0 | 0/5 | — |
| Which local distilleries are worth visiting for handcrafted spirits? | 0 | 0/5 | — |
| What are the best boutique distilleries in the US? | 0 | 3/5 | 8, 7, 11 |
| What are the most award-winning artisanal distilleries? | 0 | 0/5 | — |
| Which craft distilleries have the best tasting rooms? | 0 | 2/5 | 8, 5 |
| What are the best family-owned distilleries for small-batch spirits? | 0 | 0/5 | — |
| Which artisanal distilleries are known for unique spirits? | 0 | 0/5 | — |
| What are the best small-batch distilleries to buy from? | 0 | 3/5 | 3, 7, 2 |
This report focuses on Artisanal Distilleries because that is where New Riff 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 34 on recall but only 17 on retrieval (gap of +17.2). 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 TOMYour LBA is strong. Focus on maintaining authoritative coverage and ensuring new product launches get independent reviews within 12 months of release.
Maintain current LBAOther brands in the Artisanal Distilleries 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 1:04 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.