AI Visibility
measured26/100
Emerging · in Video Generation
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals59/100
Some gaps
Avg Prompt Score
3
across 580 prompts
AI Share of Voice
3%
across 580 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Video Generation
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.
gotolstoy.com is a B2B SaaS (Tolstoy) with strong evaluation-stage assets: first-party comparison hub (/compare) and publicly crawlable pricing with explicit tiers. The biggest AI-citation risk is structured-data eligibility: no detectable SoftwareApplication/FAQPage/aggregateRating markup surfaced in live search, which can reduce eligibility for Google AI Overviews and other LLM rich-answer extraction.
Based on audit of gotolstoy.com · Oct 5, 2026