AI Visibility
measured18/100
Emerging · in Subscription Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals2/100
Weak fundamentals
Avg Prompt Score
11
across 451 prompts
AI Share of Voice
11%
across 451 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Subscription Management
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 Stackshare is visible in
1Executive summary
Stackshare.io is a B2B tech-stack intelligence platform, but it is unlikely to be strongly cited for evaluation-style prompts like “stackshare.io vs X” or “best tech stack intelligence tools” because first-party evaluation surfaces (pricing clarity + brand-led comparison pages) are weak/unclear in crawlable form. The single highest-ROI fix is to ensure crawlable, SSR-first evaluation content (pricing + brand-led “StackShare vs competitor” pages) and add/verify SoftwareApplication/FAQPage structured data so AI engines can reliably extract and cite it.
Based on audit of stackshare.io · May 6, 2026