AI Visibility
measured18/100
Emerging · in Document Generation
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals52/100
Some gaps
Avg Prompt Score
5
across 281 prompts
AI Share of Voice
5%
across 281 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Document 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.
designrr.io is likely to be cited by AI engines for evaluation-stage queries because it has an active G2 presence (24 reviews) and strong Capterra review volume (197 reviews, 4.5 rating). The biggest citation risk is conversion-stage and evaluation comparisons where AI needs crawlable first-party pricing/comparison + structured data; the pricing page could not be fully verified as crawlable/SSR in this audit, and there’s no evidence of SoftwareApplication/FAQPage schema from search.
Based on audit of designrr.io · Sep 29, 2026