Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Vanicream without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Vanicream 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 Vanicream is firmly in the model's "facial cleanser" 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 facial cleanser brands for everyday use? | 320 | 5/5 | 6, 4, 4, 4, 4 |
| What are the most popular facial cleanser options right now? | 0 | 3/5 | 4, 4, 4 |
| Which facial cleanser brands are most recommended? | 0 | 5/5 | 4, 5, 4, 4, 5 |
| What are the top-rated facial cleanser brands for daily cleansing? | 0 | 5/5 | 4, 4, 5, 5, 4 |
| What facial cleanser brands do people trust the most? | 0 | 5/5 | 4, 6, 4, 5, 5 |
| What are the best facial cleansers available at drugstores? | 2,900 | 5/5 | 4, 4, 3, 4, 3 |
| What are the best facial cleanser brands for clear skin? | 0 | 4/5 | 4, 3, 4, 6 |
| Which facial cleansers are good for normal skin? | 720 | 5/5 | 3, 5, 4, 4, 4 |
| What are the best facial cleanser brands for sensitive skin? | 6,600 | 5/5 | 3, 3, 3, 3, 4 |
| What facial cleansers are good for oily skin? | 18,100 | 2/5 | 6, 6 |
| What are the best facial cleanser brands for acne-prone skin? | 210 | 4/5 | 6, 5, 6, 5 |
| What are the best gentle facial cleanser brands? | 0 | 5/5 | 4, 3, 3, 4, 4 |
| What are the best foaming facial cleanser brands? | 0 | 5/5 | 3, 7, 3, 4, 3 |
| What are the best gel facial cleanser brands? | 0 | 4/5 | 4, 4, 5, 3 |
| What are the best facial cleanser brands for makeup removal? | 0 | 0/5 | — |
This report focuses on Mass Market Facial Cleansers because that is where Vanicream 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.
Retrieval (57) beats recall (47). Current web knows you, but training data lags. Focus on category-phrase density in authoritative sources so future training cycles pick you up.
+5 to +15 on Authority recallYour 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 Mass Market Facial Cleansers 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 2:19 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.