AI Visibility
measured42/100
Frequently Cited · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals79/100
Solid fundamentals
Avg Prompt Score
93
across 88 prompts
AI Share of Voice
100%
across 72 prompts
Critical Issues
3
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.
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.
Executive summary
Black Duck is highly likely to be cited by AI engines for evaluation-stage queries because it has strong third-party review/analyst signals (e.g., G2 seller page and Gartner Magic Quadrant positioning). The single highest-ROI fix is to add first-party, brand-led evaluation content for comparison/pricing queries (public, crawlable pricing tiers + indexed “[Black Duck] vs [Competitor]” pages) so AI can cite blackduck.com instead of only G2/analyst pages.
Based on audit of blackduck.com · Sep 1, 2026