AI Visibility
measured16/100
Emerging · in Marketing
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
69
across 21 prompts
AI Share of Voice
100%
across 3 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Marketing
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.
Executive summary
Mindstamp is already strongly citeable for evaluation-stage queries via third-party review platforms (e.g., G2 shows 23 reviews) and has public, tiered pricing. The biggest AI citation risk is conversion-stage and evaluation-stage “brand vs competitor” coverage on mindstamp.io itself—first-party comparison and structured evaluation pages are not clearly discoverable from the domain, so AI engines may rely on third parties instead of citing Mindstamp’s own decision content.
Based on audit of mindstamp.io · Aug 29, 2026