Measures what GPT-5 believes about Bioderma Nodé 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 Bioderma Nodé is firmly in the model's "anti-dandruff shampoo" 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 anti-dandruff shampoos? | 5,400 | 0/5 | — |
| Which anti-dandruff shampoo brands are most recommended? | 0 | 0/5 | — |
| What are the most popular dandruff shampoo brands? | 0 | 0/5 | — |
| Which medicated shampoos work best for dandruff? | 210 | 0/5 | — |
| What is the most effective shampoo for dandruff and scalp itching? | 90 | 0/5 | — |
| What are the top-rated shampoos for dandruff control? | 110 | 0/5 | — |
| Which shampoos help reduce dandruff fast? | 0 | 0/5 | — |
| What are the best scalp treatments for dandruff? | 390 | 0/5 | — |
| What shampoos do dermatologists recommend for dandruff? | 880 | 0/5 | — |
| Which anti-dandruff shampoos are worth trying? | 0 | 0/5 | — |
| What are the best shampoos for dry scalp and dandruff? | 1,900 | 0/5 | — |
| What are the best shampoos for oily scalp dandruff? | 90 | 0/5 | — |
| What are the best anti-dandruff shampoos for men? | 6,600 | 0/5 | — |
| What are the best anti-dandruff shampoos for women? | 5,400 | 1/5 | 6 |
| What are the best anti-dandruff shampoos for sensitive scalp? | 0 | 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 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 Anti-Dandruff & Scalp Treatments 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 2:38 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.