AI Visibility
measured68/100
Frequently Cited · in Web CMS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals50/100
Some gaps
Avg Prompt Score
98
across 437 prompts
AI Share of Voice
100%
across 421 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Web CMS
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.
Executive summary
drupal.org is not a B2B SaaS vendor site (it’s an open-source CMS project/community hub), so it’s less likely to be cited for “best [software]” purchase-evaluation prompts that depend on vendor pricing, SoftwareApplication schema, and first-party comparisons. The highest-ROI fix for AI citation is to strengthen crawlable, brand-clarifying structured content for evaluation-style queries (e.g., “Drupal vs WordPress” and “Drupal pricing/cost”) and ensure key pages are SSR-crawlable with consistent entity signals.
Based on audit of drupal.org · May 6, 2026