AI Visibility
measured16/100
Emerging · in Feedback Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
8
across 168 prompts
AI Share of Voice
8%
across 168 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Feedback Management
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 Feedbear is visible in
1Executive summary
Feedbear is a B2B SaaS product with strong AI-citation inputs from G2 (22 reviews, 4.8/5) and a publicly crawlable pricing page with explicit tiers. The biggest risk for AI evaluation queries is missing/unclear first-party structured evaluation surfaces (e.g., SoftwareApplication/FAQPage/AggregateRating evidence) and limited secondary review depth (TrustRadius shows only 1 review).
Based on audit of feedbear.com · Oct 6, 2026