AI Visibility
measured8/100
Invisible · in Security
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals34/100
Weak fundamentals
Avg Prompt Score
100
across 12 prompts
AI Share of Voice
100%
across 12 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in Security
Composite = 60% coverage + 40% engine breadth, 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.
AI citation readiness for Codebashing is weak primarily because it has extremely low G2 review volume (2 reviews, 4.3/5) and no clearly crawlable first-party pricing/comparison surfaces. The single highest-ROI fix is to publish SSR-crawlable evaluation content (pricing + “Codebashing vs X” pages) and ensure SoftwareApplication/FAQPage structured data so models can cite it for evaluation and conversion queries.
Based on audit of codebashing.com · May 20, 2026