AI Visibility
measured18/100
Emerging · in AI Search
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
100
across 16 prompts
AI Share of Voice
100%
across 16 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in AI Search
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.
Starmind is a B2B knowledge/experts discovery SaaS with strong third-party credibility signals (G2: 14 reviews, 4.8★) and publicly documented pricing (e.g., Knowledge Engine $4,000/month; Expert Finder $0.60/active user/month; Knowledge Suite $1.80/active user/month). The biggest AI-citation risk is evaluation-stage coverage: there are no clearly crawlable first-party “[Starmind] vs Bloomfire/Guru/Confluence/Stack Overflow Internal” pages found, so AI engines likely rely on G2 Compare/alternatives instead of citing Starmind’s own comparison content.
Based on audit of starmind.ai · Oct 7, 2026