Measures what GPT-5 believes about Pencil Project 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 Pencil Project is firmly in the model's "wireframing 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 wireframing tools for product design teams? | 320 | 0/5 | — |
| What are the top wireframing tools for UI design? | 70 | 0/5 | — |
| Which wireframing tools are most popular right now? | 70 | 0/5 | — |
| What are the most recommended wireframing tools for beginners? | 0 | 0/5 | — |
| What is the best wireframing tool for quick mockups? | 320 | 0/5 | — |
| Which wireframing tools are best for app design? | 0 | 0/5 | — |
| What wireframing tools do designers use most often? | 0 | 0/5 | — |
| What are the best low-fidelity wireframing tools? | 0 | 0/5 | — |
| Which wireframing tools are easiest to use? | 50 | 0/5 | — |
| What are the best wireframing tools for startups? | 0 | 0/5 | — |
| What are the best wireframing tools for UX teams? | 0 | 0/5 | — |
| What are the most affordable wireframing tools? | 0 | 1/5 | 6 |
| Which wireframing tools are best for prototyping structure? | 40 | 0/5 | — |
| What are the best online wireframing tools? | 170 | 0/5 | — |
| What are the best wireframing tools for rapid ideation? | 0 | 0/5 | — |
This report focuses on Wireframing Tools because that is where Pencil Project 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 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 Wireframing 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 9:46 PM
Click a prompt to expand its responses. 202 total responses across 68 prompts.