AI Visibility
measured25/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals44/100
Some gaps
Avg Prompt Score
3
across 398 prompts
AI Share of Voice
3%
across 398 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Developer Tools
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.
CocoaPods is highly likely to be cited for dependency-management “best for iOS/Swift” discovery queries due to strong third-party authority (e.g., Wikipedia) and broad community discussion, but it is weak for evaluation/conversion-style AI answers because the site does not surface first-party, crawlable comparison and pricing content for the exact buyer prompts you listed. Highest-ROI fix: publish/SSR-index first-party pages that directly answer “How does CocoaPods compare to Swift Package Manager?” and “How much does CocoaPods cost?” with structured Q&A blocks and crawlable pricing details.
Based on audit of cocoapods.org · Oct 4, 2026