AI Visibility
measured28/100
Emerging · in Commerce
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals39/100
Weak fundamentals
Avg Prompt Score
57
across 212 prompts
AI Share of Voice
58%
across 196 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Commerce
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.
thinktribe.com (thinkTRIBE) is a B2B digital CX + load/performance monitoring provider and already has AI-citable review presence on G2 (11 reviews, 4.6/5). The biggest AI citation risk is evaluation-stage queries that require first-party comparison/pricing evidence—your site appears to rely on “REQUEST DEMO” rather than publicly crawlable pricing, and no first-party “[Brand] vs [Competitor]” pages were found.
Based on audit of thinktribe.com · Aug 30, 2026