AI Visibility
measured29/100
Emerging · in AI SDRs
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
71
across 22 prompts
AI Share of Voice
100%
across 6 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in AI SDRs
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.
Coldreach.ai is already well-positioned for AI citation in evaluation and conversion prompts because it has public, specific pricing ($899/month+) and strong first-party FAQ content plus active G2 presence. The biggest risk is discovery/evaluation shortlist inclusion for “best AI SDR / outbound research” style queries—your highest-ROI fix is to add/strengthen first-party, brand-led comparison/evaluation pages (and ensure they’re crawlable/SSR) so AI engines can cite Coldreach directly for “alternatives” and “vs” queries.
Based on audit of coldreach.ai · Aug 29, 2026