AI Visibility
measured45/100
Frequently Cited · in CI/CD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
7
across 2027 prompts
AI Share of Voice
7%
across 2027 prompts
Critical Issues
5
critical + high
Shortlist Position
1/80
Not Visible · Api Management Discovery
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 JFrog is visible in
9Your visibility gap
JFrog surfaces in 1/80 Api Management discovery prompts. Claim this profile to see which 79 prompts you're missing and how to win them.
Executive summary
JFrog has strong B2B citation signals for evaluation queries via G2 (167 reviews, 4.2/5, Grid® leader) and Gartner Magic Quadrant inclusion, but it is at risk for AI citation on API-management security/monitoring lifecycle questions. The single highest-ROI fix is to publish and SSR-index first-party, evaluation-ready content that directly answers the missing gap queries (especially “how to secure APIs effectively” and “how to monitor API performance”) with structured Q&A and schema.
Based on audit of jfrog.com · Sep 21, 2026