AI Visibility
measured28/100
Emerging · in E-commerce Platforms
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals3/100
Weak fundamentals
Avg Prompt Score
13
across 175 prompts
AI Share of Voice
13%
across 175 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in E-commerce Platforms
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 Shift4Shop is visible in
1Executive summary
Shift4Shop is likely to be cited by AI engines for evaluation-stage queries because it has first-party comparison content (e.g., Shopify alternatives and multiple “vs” pages) and publicly crawlable pricing with visible plan tiers. The single highest-ROI fix is to strengthen structured-data + evaluation-page targeting (SoftwareApplication/FAQPage) so AI engines can reliably extract “what it is / who it’s for / pricing / integrations” answers from shift4shop.com rather than falling back to third-party reviews.
Based on audit of shift4shop.com · Jun 9, 2026