AI Visibility
measured34/100
Emerging · in AI Applications
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals28/100
Weak fundamentals
Avg Prompt Score
100
across 568 prompts
AI Share of Voice
100%
across 568 prompts
Critical Issues
7
critical + high
How AI Visibility breaks down
in AI Applications
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 Needle is visible in
1Executive summary
Needle is a B2B SaaS brand, but needle-ai.com is not currently positioned to win AI citations for the ecommerce marketing automation prompts you listed (e.g., “best marketing automation software for DTC brands” and “best marketing automation software for Shopify and WooCommerce”). The single highest-ROI fix is to align first-party content and structured evaluation assets (SoftwareApplication/FAQ/pricing) to the exact ecommerce marketing automation category and query strings—right now the site content appears focused on revenue agents rather than ecommerce marketing automation.
Based on audit of needle-ai.com · Sep 19, 2026