Measures what GPT-5 believes about Edge 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 Edge is firmly in the model's "shaving cream" 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 shaving cream brands? | 40 | 0/5 | — |
| Which shaving cream brands are most popular? | 10 | 4/5 | 8, 8, 6, 5 |
| What are the top shaving cream brands? | 10 | 0/5 | — |
| Which shaving cream brands give the best shave? | 0 | 0/5 | — |
| What are the most recommended shaving cream options? | 0 | 0/5 | — |
| What shaving cream brands do people buy most? | 0 | 5/5 | 3, 3, 4, 3, 3 |
| Can you recommend good shaving cream brands? | 0 | 0/5 | — |
| What are the best-rated shaving creams? | 0 | 0/5 | — |
| Which shaving cream brands are worth trying? | 0 | 0/5 | — |
| What are the leading shaving cream brands? | 0 | 1/5 | 9 |
| What shaving cream brands are best for everyday use? | 0 | 0/5 | — |
| Which shaving creams are the most reliable? | 0 | 0/5 | — |
| What are the best shaving cream options for men? | 6,600 | 2/5 | 10, 5 |
| What are the best shaving cream options for sensitive skin? | 2,400 | 0/5 | — |
| What are the most popular shaving creams and gels? | 0 | 5/5 | 7, 7, 7, 8, 8 |
This report focuses on Shaving Creams & Gels because that is where Edge 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 AuthorityYour 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 Shaving Creams & Gels 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 2:53 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.