AI Visibility
measured40/100
Frequently Cited · in Product Experience
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals10/100
Weak fundamentals
Avg Prompt Score
19
across 156 prompts
AI Share of Voice
19%
across 156 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Product Experience
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 UserGuiding is visible in
1Executive summary
UserGuiding is a B2B product adoption/onboarding SaaS that already has strong AI citation inputs from G2 (763 reviews) and a public, crawlable pricing page with MAU-based tiers. The biggest remaining blocker for AI evaluation/conversion queries is missing/unclear first-party structured evaluation surfaces (notably SoftwareApplication/FAQPage schema evidence) and limited evidence of first-party comparison pages indexed for key “vs/alternatives” intents.
Based on audit of userguiding.com · Jun 12, 2026