AI Visibility
measured44/100
Frequently Cited · in Graphic Design
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals20/100
Weak fundamentals
Avg Prompt Score
44
across 213 prompts
AI Share of Voice
44%
across 213 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Graphic Design
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Per-stage performance
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
Categories Inkscape is visible in
1Executive summary
Inkscape is highly cited for category discovery via G2 (413 reviews, 4.4★) and has strong third-party authority (Wikipedia, active Reddit discussions). The biggest AI-citation risk is conversion/evaluation Q&A: inkscape.org lacks clearly crawlable, structured evaluation content for prompts like "How does Inkscape compare to Adobe Illustrator?" and "How much does Inkscape cost?"—so AI answers often fall back to third-party sources instead of citing first-party pages.
Based on audit of inkscape.org · Sep 29, 2026