AI Visibility
measured22/100
Emerging · in Marketing
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals54/100
Some gaps
Avg Prompt Score
10
across 148 prompts
AI Share of Voice
10%
across 148 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in Marketing
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 TrafficGuard is visible in
1Executive summary
TrafficGuard is already well-positioned for AI citation in evaluation-stage queries because it has a first-party product presence and appears on G2 with 34 reviews. The biggest risk is conversion-stage citation (pricing + structured evaluation content): pricing is partially evidenced via first-party pages, but there’s no confirmed crawlable pricing/structured-data evidence (SoftwareApplication/FAQPage/AggregateRating) from live checks, which can prevent AI engines from confidently answering “pricing/cost” prompts.
Based on audit of trafficguard.ai · Aug 30, 2026