AI Visibility
measured35/100
Emerging · in Compliance Automation
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals9/100
Weak fundamentals
Avg Prompt Score
28
across 343 prompts
AI Share of Voice
28%
across 343 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Compliance Automation
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 Scrut Automation is visible in
2Executive summary
Scrut is highly likely to be cited by AI engines for evaluation-stage queries because it has strong third-party review authority (e.g., G2 shows 1,299+ reviews with ~4.9/5) and active comparison content on its own domain. The single highest-ROI fix is to make pricing and evaluation assets more directly crawlable (public, tiered pricing + SoftwareApplication/FAQPage structured data), because pricing transparency and schema/crawlability are common blockers for conversion-stage citations.
Based on audit of scrut.io · May 7, 2026