AI Visibility
measured16/100
Emerging · in CRM
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
28
across 244 prompts
AI Share of Voice
28%
across 244 prompts
Critical Issues
4
critical + high
Shortlist Rate
1/206
Category Discovery Prompts
How AI Visibility breaks down
in CRM
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.
Your visibility gap
Workbooks surfaces in 1/206 CRM discovery prompts. Claim this profile to see which 205 prompts you're missing and how to win them.
Workbooks.com is a B2B CRM SaaS with strong AI-citation foundations via G2 (575 reviews on G2) and public, tiered pricing (calculator page shows per-user/per-month starting prices). The biggest risk for AI engines is evaluation-stage citation for “vs/alternatives” queries when they prefer first-party, crawlable comparison pages and structured product metadata—your site has comparison pages, but structured-data/technical signals (SoftwareApplication/FAQPage/llms.txt/robots.txt) could not be verified from live search results.
Based on audit of workbooks.com · Oct 7, 2026