AI Visibility
measured16/100
Emerging · in Marketing
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals54/100
Some gaps
Avg Prompt Score
4
across 297 prompts
AI Share of Voice
4%
across 297 prompts
Critical Issues
5
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.
Categories Alloy.ai is visible in
2Executive summary
Alloy.ai is strongly positioned for AI citation on evaluation-stage queries because it has a high-signal G2 presence (24 reviews, 4.6★) and first-party competitor framing via content like its Crisp alternatives page. The biggest citation risk is conversion-stage and structured evaluation: Alloy.ai does not appear to publish publicly crawlable, tiered pricing, and there is no evidence (from live checks) of SoftwareApplication/FAQPage/aggregateRating structured data that AI engines can reliably extract.
Based on audit of alloy.ai · Oct 18, 2026