Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Viking Revolution without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Viking Revolution 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 Viking Revolution is firmly in the model's "beard care product" 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 beard care products for softening a coarse beard? | 3,600 | 2/5 | 4, 5 |
| What are the most popular beard care products right now? | 0 | 3/5 | 6, 6, 7 |
| Which beard care products are best for beginners? | 40 | 0/5 | — |
| What are the top-rated beard care product brands? | 10 | 4/5 | 8, 5, 4, 5 |
| What beard care products do people recommend most? | 10 | 4/5 | 2, 3, 8, 2 |
| What are the best beard products for a healthy beard? | 3,600 | 1/5 | 7 |
| Which beard care products are worth trying? | 0 | 0/5 | — |
| What are the best beard grooming kits? | 880 | 3/5 | 1, 4, 3 |
| What beard care products work best for daily use? | 0 | 2/5 | 5, 2 |
| What are the best beard oils and balms? | 0 | 2/5 | 8, 3 |
| What are the best beard care products for men? | 0 | 3/5 | 9, 6, 7 |
| What are the most recommended beard conditioners? | 0 | 3/5 | 4, 6, 2 |
| What are the best beard care options for a short beard? | 0 | 0/5 | — |
| What are the best beard care products for a long beard? | 0 | 0/5 | — |
| What are the best beard care brands for all-around grooming? | 140 | 0/5 | — |
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 30 on recall but only 0 on retrieval (gap of +30.1). 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 Beard Care Products 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 2:48 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.