AI Visibility
measured18/100
Emerging · in Image Generation
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals29/100
Weak fundamentals
Avg Prompt Score
17
across 215 prompts
AI Share of Voice
16%
across 199 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Image Generation
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 Envision is visible in
2Executive summary
canvasgfx.com (Canvas GFX / Canvas Envision) is a B2B SaaS brand with some AI-citable third-party review presence (G2 shows 12 reviews at 4.6/5), but it is unlikely to be strongly cited for evaluation/comparison queries because first-party comparison and pricing crawlability signals are weak. Highest-ROI fix: publish/ensure crawlable first-party evaluation content (especially brand-led “vs/alternatives” pages and a publicly readable pricing page) so AI engines can cite canvasgfx.com directly for shortlist and conversion prompts.
Based on audit of canvasgfx.com · Oct 9, 2026