Measures what GPT-5 believes about The Balvenie 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 The Balvenie is firmly in the model's "cask-aged whiskey brand" 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 cask-aged whiskey brands to try? | 0 | 0/5 | — |
| What are the top cask-aged whiskey brands for collectors? | 0 | 0/5 | — |
| Which cask-aged whiskey brands are most popular right now? | 0 | 1/5 | 5 |
| What are the most recommended cask-aged whiskey brands? | 0 | 1/5 | 5 |
| What are the best premium cask-aged whiskey brands? | 0 | 0/5 | — |
| Which cask-aged whiskey brands have the best limited releases? | 0 | 0/5 | — |
| What are the best cask-aged bourbon brands? | 0 | 0/5 | — |
| What are the best cask-aged rye whiskey brands? | 0 | 0/5 | — |
| What are the best cask-aged single malt whiskey brands? | 0 | 1/5 | 3 |
| What are the best craft cask-aged whiskey brands? | 0 | 0/5 | — |
| Which cask-aged whiskey brands are worth buying? | 0 | 0/5 | — |
| What are the best high-end cask-aged whiskey brands? | 0 | 2/5 | 9, 5 |
| What are the best cask-aged whiskey brands for gifting? | 0 | 0/5 | — |
| Which cask-aged whiskey brands are good for sipping? | 0 | 1/5 | 8 |
| What cask-aged whiskey brands should I look at first? | 0 | 2/5 | 4, 1 |
This report focuses on Cask-Aged Whiskey Brands because that is where The Balvenie 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 AuthorityThe model knows your brand when asked directly (LBA > 0) but never volunteers you in category queries. You are outside the model's go-to list. Co-mention density with established category leaders is the single biggest lever: get listed in "Top 10 X" articles alongside the brands the model currently names.
+10 to +30 on TOM over 12-18 monthsYour 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 Cask-Aged Whiskey Brands 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 1:02 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.