Geometric mean of LBA, Authority and TOM. Penalises any single weak metric.
What the model believes about Penpot without web search.
Frequency × prominence across organic category prompts.
Measures what GPT-5 believes about Penpot 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 Penpot is firmly in the model's "interface design tool" 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 interface design tools for web and mobile apps? | 0 | 5/5 | 5, 4, 5, 4, 5 |
| What are the top interface design tools for teams? | 0 | 5/5 | 7, 5, 6, 7, 6 |
| Which interface design tool is most popular for product design? | 0 | 0/5 | — |
| What are the most recommended interface design tools right now? | 0 | 5/5 | 5, 5, 4, 4, 5 |
| What interface design tools do designers use the most? | 0 | 4/5 | 7, 8, 7, 5 |
| What are the best UI design tools for beginners? | 50 | 1/5 | 4 |
| Which interface design tools are best for prototyping? | 40 | 2/5 | 6, 7 |
| What are the best interface design tools for collaborative design? | 320 | 4/5 | 5, 2, 3, 5 |
| What are the best interface design tools for startups? | 10 | 4/5 | 9, 5, 4, 5 |
| What are the best interface design tools for mobile app design? | 70 | 5/5 | 6, 6, 7, 6, 7 |
| What are the top UI/UX design tools for product teams? | 0 | 1/5 | 10 |
| What are the best cloud-based interface design tools? | 0 | 5/5 | 4, 4, 3, 3, 3 |
| What are the best desktop interface design tools? | 10 | 5/5 | 6, 5, 8, 6, 6 |
| What are the most used interface design tools for wireframing? | 301,000 | 1/5 | 6 |
| What are the best interface design tools for creating app mockups? | 50 | 4/5 | 7, 7, 7, 7 |
This report focuses on Interface Design Tools because that is where Penpot 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.
Retrieval (52) beats recall (37). Current web knows you, but training data lags. Focus on category-phrase density in authoritative sources so future training cycles pick you up.
+5 to +15 on Authority recallYour 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 Interface Design Tools 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 9:35 PM
Click a prompt to expand its responses. 200 total responses across 67 prompts.