Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Garnier without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Garnier 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 Garnier is firmly in the model's "mass market 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 mass market shampoos right now? | 0 | 4/5 | 2, 2, 9, 2 |
| What are the top mass market shampoo brands? | 2,400 | 5/5 | 5, 5, 4, 4, 4 |
| Which mass market shampoo brands are most popular? | 880 | 5/5 | 4, 8, 4, 5, 6 |
| What are the most recommended mass market shampoos? | 0 | 5/5 | 2, 3, 3, 5, 10 |
| What are the best affordable shampoos from big brands? | 1,600 | 5/5 | 2, 2, 3, 2, 3 |
| Which supermarket shampoos are worth buying? | 0 | 5/5 | 3, 2, 2, 7, 5 |
| What are the best drugstore shampoos for everyday use? | 14,800 | 3/5 | 3, 5, 7 |
| What are the best mass market shampoos for all hair types? | 140 | 5/5 | 2, 4, 6, 4, 2 |
| Which shampoos are the best value for money? | 0 | 4/5 | 4, 2, 1, 3 |
| What are the best widely available shampoos? | 0 | 2/5 | 11, 3 |
| What shampoo brands do most people buy? | 880 | 5/5 | 5, 6, 6, 5, 5 |
| What are the best shampoos for regular washing? | 260 | 0/5 | — |
| What are the best mainstream shampoo brands? | 0 | 5/5 | 4, 4, 4, 4, 4 |
| What are the best everyday shampoos to try? | 590 | 1/5 | 5 |
| What mass market shampoo brands should I consider? | 0 | 5/5 | 2, 4, 4, 2, 4 |
This report focuses on Mass Market Shampoos because that is where Garnier 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 42 on recall but only 7 on retrieval (gap of +34.9). 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 Mass Market Shampoos 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 2:32 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.