AI Visibility
measured18/100
Emerging · in Nonprofit Software
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
9
across 153 prompts
AI Share of Voice
9%
across 153 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Nonprofit Software
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.
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.
CauseVox is a B2B nonprofit fundraising/donor management SaaS with strong AI-citation inputs from G2 (39 reviews, 4.3/5). The biggest risk for AI shortlists is evaluation-stage citation from first-party comparison content and structured data (SoftwareApplication/FAQPage/ratings), plus missing/uncrawlable AI discovery files (robots.txt/llms.txt) from this audit environment.
Based on audit of causevox.com · Oct 4, 2026