AI Visibility
measured16/100
Emerging · in Collaboration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
3
across 670 prompts
AI Share of Voice
1%
across 653 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Collaboration
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 Zinc is visible in
3Executive summary
Zincwork.com is a B2B background/reference checking SaaS with strong AI citation signals from G2 (183 reviews, 4.7/5) and Gartner Peer Insights (profile exists). The biggest AI citation risk is conversion-stage evaluation queries that require crawlable, first-party pricing and structured product metadata (SoftwareApplication/Offer), because public pricing appears to be “Pay As You Grow” and/or only visible inside the product flow rather than as a clearly crawlable public pricing table.
Based on audit of zincwork.com · Aug 30, 2026