Measures what GPT-5 believes about COS 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 COS is firmly in the model's "fast fashion casualwear brand" 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 fast fashion casualwear brands right now? | 140 | 4/5 | 5, 5, 5, 4 |
| Which fast fashion casualwear brands are most popular? | 110 | 0/5 | — |
| What are the top fast fashion casualwear brands for everyday basics? | 0 | 1/5 | 5 |
| Can you recommend good fast fashion brands for casual clothes? | 0 | 1/5 | 5 |
| What are the most affordable fast fashion casualwear brands? | 0 | 0/5 | — |
| Which fast fashion brands have the best casualwear selection? | 0 | 2/5 | 4, 5 |
| What are the best fast fashion brands for jeans and tees? | 0 | 3/5 | 6, 5, 5 |
| What are the most recommended fast fashion casualwear brands? | 0 | 0/5 | — |
| Which fast fashion casualwear brands are worth buying from? | 0 | 4/5 | 2, 5, 2, 4 |
| What are the best trendy but affordable casualwear brands? | 10 | 5/5 | 5, 4, 6, 7, 2 |
| What are the best fast fashion brands for casual outfits? | 0 | 1/5 | 5 |
| Which casualwear brands are best for fast-changing trends? | 0 | 1/5 | 10 |
| What are the best fast fashion brands for everyday wear? | 0 | 2/5 | 5, 5 |
| What are the most talked-about fast fashion casualwear brands? | 0 | 0/5 | — |
| What fast fashion casualwear brands should I shop for cheap basics? | 0 | 0/5 | — |
This report focuses on Fast Fashion Casualwear because that is where COS 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 16 on recall but only 0 on retrieval (gap of +16.2). 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 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 Fast Fashion Casualwear 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 12:51 AM
Click a prompt to expand its responses. 210 total responses across 72 prompts.