Measures what GPT-5 believes about Fractal 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 Fractal is firmly in the model's "design system manager" 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 design system manager tools for teams? | 0 | 0/5 | — |
| What are the top design system management platforms? | 0 | 0/5 | — |
| Which design system manager software is most popular? | 0 | 0/5 | — |
| What are the most recommended tools for managing a design system? | 0 | 0/5 | — |
| What are the best tools to organize a design system? | 0 | 0/5 | — |
| Which design system management tools are best for product teams? | 0 | 0/5 | — |
| What is the best software for maintaining a design system? | 0 | 0/5 | — |
| What are the leading design system management solutions? | 0 | 0/5 | — |
| What tools help teams version and publish design systems? | 0 | 1/5 | 9 |
| Which platforms are used to manage design tokens and components? | 0 | 1/5 | 9 |
| What are the best design system tools for scaling product design? | 0 | 0/5 | — |
| What are the top tools for shared UI libraries and design systems? | 0 | 0/5 | — |
| What design system manager options do companies use? | 0 | 0/5 | — |
| What are the best design system platforms for enterprise teams? | 0 | 0/5 | — |
| Which tools are best for centralized design system governance? | 0 | 0/5 | — |
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 AuthorityThe model knows your brand when asked directly (LBA > 0) but never volunteers you in category queries. You are outside the model's go-to list. Co-mention density with established category leaders is the single biggest lever: get listed in "Top 10 X" articles alongside the brands the model currently names.
+10 to +30 on TOM over 12-18 monthsThe model knows your category but may not name your specific products. Get product-level content into independent reviews, comparison articles, and ranked lists.
+5 to +15 on LBAOther brands in the Design System Management 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 22, 2026 at 9:37 PM
Click a prompt to expand its responses. 210 total responses across 72 prompts.