AI Visibility
measured18/100
Emerging · in AI Applications
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals56/100
Some gaps
Avg Prompt Score
1
across 404 prompts
AI Share of Voice
1%
across 404 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in AI Applications
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 Sift is visible in
1Executive summary
Sift.com is a B2B fraud prevention platform with strong AI-citation signals from G2 (600+ reviews) and first-party evaluation content like “Sift vs [competitor]” pages. The biggest AI citation risk is conversion-stage crawlability: Sift’s pricing appears to be contact/quote-based (and the /pricing page returned 404 in this audit), which limits AI engines’ ability to cite pricing for “Sift pricing” queries.
Based on audit of sift.com · Oct 9, 2026