AI Visibility
measured33/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals59/100
Some gaps
Avg Prompt Score
9
across 302 prompts
AI Share of Voice
9%
across 302 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Vertical SaaS
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 Stackline is visible in
2Executive summary
Stackline is strongly positioned for AI citation on evaluation-stage queries because it has 245 G2 reviews at 4.4★ and first-party brand pages describing its retail intelligence platform. The biggest risk is conversion-stage and evaluation-stage “how much does it cost / worth it / enterprise fit” queries: the site has a public pricing page, but there is no evidence (from crawlable signals) of SoftwareApplication/FAQPage structured data or first-party “[Stackline] vs Triple Whale / Similarweb” pages that AI can reliably cite for side-by-side evaluation.
Based on audit of stackline.com · Sep 29, 2026