AI Visibility
measured64/100
Frequently Cited · in Prototyping
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals46/100
Some gaps
Avg Prompt Score
53
across 386 prompts
AI Share of Voice
53%
across 386 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Prototyping
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 ProtoPie is visible in
2Executive summary
ProtoPie is already a credible AI-citation candidate for evaluation-stage queries because it has an active G2 presence (24 reviews, 4.4/5) and a Gartner Peer Insights product page. The single highest-ROI fix is to add/strengthen first-party, crawlable evaluation surfaces (especially SoftwareApplication/FAQPage structured data and brand-led comparison pages) so AI engines can cite ProtoPie directly for “vs/alternatives/pricing” queries rather than relying on third parties.
Based on audit of protopie.io · Oct 7, 2026