AI Visibility
measured44/100
Frequently Cited · in DevOps Automation
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals37/100
Weak fundamentals
Avg Prompt Score
90
across 138 prompts
AI Share of Voice
94%
across 121 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in DevOps Automation
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 Puppet is visible in
1Executive summary
puppet.com is a B2B infrastructure automation/configuration management SaaS brand and already has strong AI-citation inputs from G2 (43 reviews, 4.2/5) and first-party pricing plus multiple customer case studies with concrete ROI metrics. The biggest risk for AI shortlists is evaluation-stage “Puppet vs competitor” citation: while G2 has compare pages, puppet.com’s own comparison/structured evaluation surfaces appear limited (and structured-data signals like SoftwareApplication/FAQPage weren’t found in live search). Highest-ROI fix: add/expand first-party, crawlable evaluation pages (FAQPage + SoftwareApplication + “Puppet vs X” style pages that lead with Puppet) so AI engines can cite puppet.com directly for comparison and pricing intent queries.
Based on audit of puppet.com · Aug 30, 2026