AI Visibility
measured73/100
Frequently Cited · in Feature Flags
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals66/100
Solid fundamentals
Avg Prompt Score
52
across 837 prompts
AI Share of Voice
52%
across 837 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Feature Flags
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 Launchdarkly is visible in
2Executive summary
LaunchDarkly is highly likely to be cited by AI engines for evaluation-stage queries because it has strong third-party review authority (G2 shows 690+ reviews) and first-party evaluation content (a dedicated /compare/ hub). The single highest-ROI fix is to strengthen AI-crawlable structured data (SoftwareApplication/FAQPage) and ensure pricing + comparison content are fully schema-rich and consistently indexable for evaluation prompts like "LaunchDarkly vs X" and "LaunchDarkly pricing".
Based on audit of launchdarkly.com · Apr 24, 2026