AI Visibility
measured44/100
Frequently Cited · in Endpoint Protection
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals34/100
Weak fundamentals
Avg Prompt Score
100
across 363 prompts
AI Share of Voice
100%
across 363 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Endpoint Protection
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.
carbon.ai is a B2B SaaS with some AI-citation potential via G2, but it is currently weak for evaluation-stage queries like “carbon.ai vs competitor” and conversion-stage queries like “carbon.ai pricing” because first-party comparison/pricing crawlability signals are unclear or missing. The single highest-ROI fix is to publish/ensure crawlable first-party evaluation content (especially “carbon.ai vs [top competitor]” pages and a server-rendered pricing page) so AI engines can cite carbon.ai directly for shortlist formation.
Based on audit of carbon.ai · Oct 7, 2026