AI Visibility
measured18/100
Emerging · in AI Infrastructure
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals42/100
Some gaps
Avg Prompt Score
8
across 171 prompts
AI Share of Voice
8%
across 171 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in AI Infrastructure
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 Stardog is visible in
2Executive summary
Stardog is likely to be cited by AI engines for evaluation-stage queries because it has a G2 presence (17 reviews, 4.2/5) and a Gartner Peer Insights page. The biggest citation blocker is conversion-stage crawlability: the pricing page requires a call for enterprise pricing (no public tiers), which reduces AI’s ability to answer “how much does it cost?” and “which plan should I buy?” queries from first-party sources.
Based on audit of stardog.com · Sep 30, 2026