AI Visibility
measured18/100
Emerging · in Customer Data Platform
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals5/100
Weak fundamentals
Avg Prompt Score
16
across 327 prompts
AI Share of Voice
16%
across 327 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Customer Data Platform
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 Snowplow is visible in
2Executive summary
Snowplow is a B2B data infrastructure SaaS with strong AI-citation inputs from G2 (31 reviews, 4.6/5) and Gartner Peer Insights (Snowplow Insights, 2 ratings, 4.0). The biggest risk to AI evaluation-stage citations is that Snowplow’s first-party pricing is not clearly tier-priced (quote/contact-based), which weakens “Snowplow pricing” and conversion-intent prompts.
Based on audit of snowplow.io · Oct 8, 2026