AI Visibility
measured18/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals45/100
Some gaps
Avg Prompt Score
8
across 159 prompts
AI Share of Voice
8%
across 159 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 FindNiche is visible in
2Executive summary
FindNiche is a B2B dropshipping/product-research SaaS, but its AI citation readiness is held back by weak first-party evaluation surfaces (no clearly indexed first-party SoftwareApplication/FAQPage structured data found) and limited enterprise-review/analyst signals. The single highest-ROI fix is to add/verify crawlable SoftwareApplication + FAQPage schema on core product/pricing pages and create brand-led evaluation pages that directly answer “FindNiche vs alternatives” and “FindNiche pricing” queries.
Based on audit of findniche.com · Aug 31, 2026