Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Kérastase without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Kérastase 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 Kérastase is firmly in the model's "salon 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 salon shampoo brands right now? | 90 | 5/5 | 1, 1, 1, 1, 1 |
| Which salon shampoos are most recommended by stylists? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the top professional shampoo brands for hair care? | 10 | 5/5 | 1, 1, 1, 1, 1 |
| What salon shampoo options are considered the best overall? | 0 | 5/5 | 1, 1, 1, 1, 3 |
| Which are the most popular salon shampoo brands? | 40 | 2/5 | 10, 2 |
| What are the highest-rated salon shampoos? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What salon shampoo brands do hairstylists usually recommend? | 0 | 3/5 | 1, 2, 1 |
| What are the best professional shampoos for damaged hair? | 0 | 5/5 | 1, 1, 1, 2, 1 |
| What are the best salon shampoos for color-treated hair? | 320 | 5/5 | 3, 3, 5, 1, 3 |
| Which salon shampoos are worth buying? | 0 | 5/5 | 1, 1, 1, 3, 1 |
| What are the best premium shampoo brands sold in salons? | 0 | 5/5 | 1, 1, 1, 1, 1 |
| What are the best salon shampoo brands for home use? | 0 | 5/5 | 1, 3, 2, 1, 1 |
| What are the top salon shampoo choices for healthy hair? | 0 | 5/5 | 1, 1, 2, 1, 1 |
| Which professional shampoos have the best results? | 0 | 5/5 | 1, 2, 1, 1, 1 |
| What salon shampoo brands should I try first? | 0 | 5/5 | 3, 2, 2, 2, 4 |
This report focuses on Professional Salon Shampoos because that is where Kérastase 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.
You score 70 on recall but only 39 on retrieval (gap of +31.0). 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 Professional Salon 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 2:31 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.