Measures what GPT-5 believes about Milani 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 Milani is firmly in the model's "foundation or concealer" 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 foundation or concealer brands for everyday wear? | 880 | 0/5 | — |
| Which foundation or concealer brands are most recommended by makeup artists? | 590 | 0/5 | — |
| What are the most popular foundation or concealer brands right now? | 90 | 1/5 | 14 |
| What foundation or concealer brands are worth trying for good coverage? | 590 | 1/5 | 10 |
| Which are the top foundation or concealer brands for a flawless finish? | 880 | 0/5 | — |
| What are the best drugstore foundation or concealer brands? | 9,900 | 5/5 | 5, 6, 5, 5, 6 |
| What are the best high-end foundation or concealer brands? | 210 | 0/5 | — |
| Which foundation or concealer brands have the best reviews? | 30 | 0/5 | — |
| What are the most trusted foundation or concealer brands? | 0 | 0/5 | — |
| What foundation or concealer brands do people swear by? | 590 | 0/5 | — |
| Which foundation or concealer brands are best for a natural look? | 590 | 0/5 | — |
| What are the best foundation or concealer brands for full coverage? | 1,600 | 0/5 | — |
| What foundation or concealer brands are best for beginners? | 140 | 0/5 | — |
| Which foundation or concealer brands are most affordable and good quality? | 0 | 4/5 | 7, 6, 5, 7 |
| What are the best foundation or concealer brands for a smooth, even complexion? | 50 | 0/5 | — |
This report focuses on Foundations & Concealers because that is where Milani 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 AuthorityYour TOM is solid on specialty queries but weaker on broad category questions. Seed content that frames your brand in the exact phrasing users use in broad queries, not just your specialty sub-category.
+5 to +15 on TOMYour 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 Foundations & Concealers 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.