AI Visibility
measured36/100
Emerging · in Feature Flags
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals5/100
Weak fundamentals
Avg Prompt Score
24
across 156 prompts
AI Share of Voice
24%
across 156 prompts
Critical Issues
5
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.
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.
DevCycle is a B2B feature-flag SaaS with meaningful AI-citation inputs: it has 36 G2 reviews at 4.5/5 and appears in Gartner Peer Insights with 3 reviews (avg 4.3). The biggest risk to AI citation is evaluation-stage coverage—especially first-party “[Brand] vs [Competitor]” and structured comparison/FAQ content—so models may rely on third-party review sites instead of citing DevCycle directly.
Based on audit of devcycle.com · Jun 9, 2026