Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Jack Black without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Jack Black 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 Jack Black 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 | 3/5 | 3, 6, 3 |
| What are the most popular beard care products right now? | 0 | 5/5 | 4, 4, 4, 4, 3 |
| Which beard care products are best for beginners? | 40 | 2/5 | 5, 4 |
| What are the top-rated beard care product brands? | 10 | 3/5 | 4, 4, 6 |
| What beard care products do people recommend most? | 10 | 4/5 | 8, 7, 3, 3 |
| What are the best beard products for a healthy beard? | 3,600 | 4/5 | 4, 4, 2, 1 |
| Which beard care products are worth trying? | 0 | 4/5 | 3, 1, 6, 1 |
| What are the best beard grooming kits? | 880 | 3/5 | 2, 5, 2 |
| What beard care products work best for daily use? | 0 | 2/5 | 6, 3 |
| What are the best beard oils and balms? | 0 | 5/5 | 4, 4, 3, 4, 2 |
| What are the best beard care products for men? | 0 | 3/5 | 3, 4, 2 |
| What are the most recommended beard conditioners? | 0 | 4/5 | 2, 3, 6, 5 |
| What are the best beard care options for a short beard? | 0 | 3/5 | 2, 2, 4 |
| What are the best beard care products for a long beard? | 0 | 2/5 | 4, 4 |
| What are the best beard care brands for all-around grooming? | 140 | 3/5 | 4, 4, 3 |
This report focuses on Beard Care Products because that is where Jack Black 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 28 on recall but only 12 on retrieval (gap of +16.7). 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 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 2:52 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.