AI Visibility
measured18/100
Emerging · in Contract Lifecycle Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals43/100
Some gaps
Avg Prompt Score
5
across 255 prompts
AI Share of Voice
5%
across 255 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Contract Lifecycle 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 Donna is visible in
2Executive summary
Donna (askdonna.com) is a B2B field-sales AI assistant with strong G2 visibility (4.6/5 on G2, 18 reviews), which supports evaluation-stage citations. The biggest AI-citation risk is conversion-stage crawlability and structured evaluation signals: the site has a pricing page but no evidence of SoftwareApplication/FAQPage schema or crawl-directive files (robots.txt/llms.txt) being accessible to AI crawlers, and there are no first-party comparison pages found for “Donna vs competitor” evaluation queries.
Based on audit of askdonna.com · Sep 1, 2026