AI Visibility
measured47/100
Frequently Cited · in CI/CD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals16/100
Weak fundamentals
Avg Prompt Score
37
across 384 prompts
AI Share of Voice
37%
across 384 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in CI/CD
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 Spinnaker is visible in
2Executive summary
Spinnaker is likely to be cited by AI engines for CI/CD and continuous delivery evaluation queries because it has a strong G2 presence (21 reviews on its G2 product page) and substantial first-party documentation plus success stories. The biggest citation risk is conversion-stage and evaluation-stage “pricing/compare” intent: the site appears to be open-source (no clear tiered pricing), and there are no clearly indexed first-party “[Spinnaker] vs [Competitor]” pages found in live search, which reduces AI’s ability to cite it for shortlist comparisons.
Based on audit of spinnaker.io · Sep 29, 2026