Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Charlotte Tilbury without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Charlotte Tilbury 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 Charlotte Tilbury is firmly in the model's "lipstick or lip gloss" 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 lipstick or lip gloss brands right now? | 1,000 | 5/5 | 1, 1, 1, 2, 1 |
| Can you recommend the top lipstick or lip gloss brands for everyday wear? | 390 | 5/5 | 3, 2, 2, 1, 2 |
| What are the most popular lipstick or lip gloss brands people actually buy? | 390 | 5/5 | 11, 11, 9, 10, 5 |
| Which lipstick or lip gloss brands are the most recommended by makeup artists? | 0 | 5/5 | 2, 3, 2, 2, 2 |
| What are the best lipstick or lip gloss brands for a natural look? | 70 | 1/5 | 3 |
| What are the best long-lasting lipstick or lip gloss brands? | 140 | 0/5 | — |
| Which lipstick or lip gloss brands have the best formulas? | 20 | 5/5 | 1, 1, 1, 3, 2 |
| What are the top-rated lipstick or lip gloss brands online? | 140 | 5/5 | 2, 2, 2, 1, 3 |
| What are the best lipstick or lip gloss brands for beginners? | 0 | 1/5 | 5 |
| Which lipstick or lip gloss brands are worth trying? | 0 | 5/5 | 2, 3, 2, 2, 2 |
| What are the best lipstick or lip gloss brands for a bold look? | 0 | 5/5 | 7, 5, 3, 4, 5 |
| What are the best affordable lipstick or lip gloss brands? | 90 | 0/5 | — |
| Which lipstick or lip gloss brands have the best shine? | 210 | 2/5 | 7, 6 |
| What are the best lipstick or lip gloss brands for dry lips? | 390 | 5/5 | 5, 6, 3, 4, 6 |
| What are the most trusted lipstick or lip gloss brands? | 0 | 5/5 | 2, 3, 5, 3, 2 |
This report focuses on Lipsticks & Lip Glosses because that is where Charlotte Tilbury 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 34 on recall but only 14 on retrieval (gap of +20.1). 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 Lipsticks & Lip Glosses 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 2:29 AM
Click a prompt to expand its responses. 202 total responses across 68 prompts.