AI Visibility
measured18/100
Emerging · in Agent Frameworks
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals46/100
Some gaps
Avg Prompt Score
100
across 15 prompts
AI Share of Voice
100%
across 15 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Agent Frameworks
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.
CrewAI is already a credible B2B citation target for evaluation-stage queries because it has a G2 profile with 22 reviews at 4.2★. The biggest AI-citation risk is conversion/evaluation crawlability on crewai.io itself (homepage is blocked with 403), so the highest-ROI fix is to ensure crewai.io pages (pricing + comparison + FAQ) are SSR-crawlable and schema-enabled for AI crawlers.
Based on audit of crewai.io · Sep 20, 2026