AI Visibility
measured25/100
Emerging · in Feedback Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals5/100
Weak fundamentals
Avg Prompt Score
15
across 341 prompts
AI Share of Voice
15%
across 341 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Feedback Management
Composite = 60% coverage + 40% engine breadth, 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 SentiSum is visible in
2Executive summary
SentiSum is a B2B VoC/feedback analytics SaaS and is already cited for evaluation-style queries via its G2 presence (4.8/5 on 14 reviews). The biggest AI-citation risk is evaluation-stage “vs/alternatives” and “pricing” queries when AI can’t reliably extract structured product/app details (SoftwareApplication/FAQPage) and when first-party comparison pages aren’t clearly indexed; highest-ROI fix is to add/verify SoftwareApplication + FAQPage structured data across product/pricing pages and ensure first-party comparison pages are crawlable and indexed.
Based on audit of sentisum.com · May 6, 2026