AI Visibility
measured23/100
Emerging · in Feedback Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
4
across 371 prompts
AI Share of Voice
4%
across 371 prompts
Critical Issues
3
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.
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.
SmileBack is already strongly cited for evaluation-stage queries via third-party review platforms (e.g., G2 shows 35 reviews with a 4.8/5 rating). The biggest AI citation risk is conversion-stage and evaluation-stage “brand-owned” surfaces: the site has public pricing tiers, but there’s no evidence (from live search) of first-party comparison pages or SoftwareApplication/FAQPage structured data that AI engines can reliably extract for “vs/alternatives/pricing” answers.
Based on audit of smileback.com · Sep 29, 2026