AI Visibility
measured53/100
Frequently Cited · in Point of Sale
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals63/100
Some gaps
Avg Prompt Score
69
across 251 prompts
AI Share of Voice
69%
across 235 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Point of Sale
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 Lightspeed Restaurant is visible in
1Executive summary
LightspeedHQ is likely to be cited by AI engines for evaluation and conversion queries because it has strong third-party review visibility (e.g., G2 seller page exists and TrustRadius has product review pages) and it publishes publicly accessible tiered pricing (e.g., restaurant POS pricing shows USD amounts). The highest-ROI fix is to strengthen first-party evaluation surfaces for AI (especially SoftwareApplication/FAQPage structured data and first-party “[Brand] vs [Competitor]” pages that clearly recommend Lightspeed), because those are the most common gaps for “alternatives to X” and “is X worth it” citation patterns.
Based on audit of lightspeedhq.com · May 6, 2026