AI Visibility
measured20/100
Emerging · in AI Infrastructure
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals38/100
Weak fundamentals
Avg Prompt Score
100
across 12 prompts
AI Share of Voice
100%
across 12 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in AI Infrastructure
Composite = 60% coverage + 40% engine breadth, 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.
Voyage AI is a B2B embedding + reranking API for RAG, but AI citation readiness is blocked by the lack of first-party evaluation surfaces for high-intent queries like "How does Voyage AI compare to OpenAI?" and "How does Voyage AI compare to Cohere?". The single highest-ROI fix is to publish and index brand-led comparison pages (Voyage AI vs OpenAI/Cohere/Jina AI/Google (Gemini)/BGE (BAAI)) plus evaluation-style FAQ blocks that directly answer those exact prompts.
Based on audit of voyageai.com · Aug 22, 2026