AI Visibility
measured19/100
Emerging · in AI Agent Builders
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals4/100
Weak fundamentals
Avg Prompt Score
8
across 419 prompts
AI Share of Voice
8%
across 419 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in AI Agent Builders
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.
Mindstudio.ai has meaningful B2B citation anchors via G2 (26 reviews, 4.9 rating) and strong ecosystem proof through Zapier integrations, so it can show up in evaluation-stage answers. The biggest risk is conversion-stage and evaluation-stage self-citation: pricing appears to be non-standard (token-based / unclear tiers) and there are no clearly indexable first-party comparison pages found, which limits “alternatives to MindStudio” and “MindStudio pricing” query coverage.
Based on audit of mindstudio.ai · May 21, 2026