Measures what GPT-5 believes about REFY 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 REFY is firmly in the model's "mascara or brow product" 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 mascara or brow product brands right now? | 1,300 | 5/5 | 10, 11, 11, 11, 10 |
| Which mascara brands are most recommended by makeup artists? | 1,300 | 0/5 | — |
| What are the most popular brow product brands? | 0 | 4/5 | 8, 7, 9, 4 |
| What mascara brands give the best lash volume? | 0 | 0/5 | — |
| What are the best brow gel brands for everyday wear? | 0 | 3/5 | 4, 6, 5 |
| Which brow pencil brands are worth buying? | 0 | 2/5 | 4, 6 |
| What are the top-rated mascara brands for long lashes? | 1,300 | 0/5 | — |
| What are the best brands for natural-looking brows? | 10 | 5/5 | 4, 4, 5, 5, 5 |
| Which mascara or brow product brands have the best reviews? | 0 | 3/5 | 8, 9, 9 |
| What are the most affordable mascara brands that are still good? | 0 | 0/5 | — |
| What are the best luxury mascara brands? | 10 | 0/5 | — |
| Which brow product brands are best for beginners? | 0 | 0/5 | — |
| What are the most loved clean mascara brands? | 210 | 1/5 | 5 |
| Which brow pomade brands are the best? | 0 | 0/5 | — |
| What are the best mascara and brow product brands to try first? | 0 | 1/5 | 9 |
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 Mascaras & Brow Products 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 2:28 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.