AI Visibility
measured73/100
Frequently Cited · in CI/CD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals66/100
Solid fundamentals
Avg Prompt Score
23
across 2170 prompts
AI Share of Voice
23%
across 2170 prompts
Critical Issues
3
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.
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.
GitLab is highly likely to be cited by AI engines for DevOps platform evaluation queries because it has strong third-party review authority (889 G2 reviews at 4.5★ per your pre-verified context) and first-party, crawlable comparison content like “GitLab vs GitHub.” The single highest-ROI fix is to strengthen structured-data coverage for evaluation queries (FAQPage + SoftwareApplication/Offer) across the most important pages (pricing + comparison + key “worth it/enterprise” pages) so AI systems can reliably extract and cite pricing and decision criteria.
Based on audit of gitlab.com · Jun 13, 2026