AI Visibility
measured18/100
Emerging · in AI SDRs
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals54/100
Some gaps
Avg Prompt Score
8
across 167 prompts
AI Share of Voice
8%
across 167 prompts
Critical Issues
3
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.
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 Warmforge is visible in
1Executive summary
Warmforge is already well-positioned for AI citation in evaluation-stage queries because it has a G2 presence with 19 reviews and a strong rating, plus active Reddit discussion and first-party competitor comparison content. The biggest risk is conversion-stage citation: pricing/technical crawlability signals could not be verified via direct access to key crawl targets (robots.txt/llms.txt/sitemap/pricing), so AI engines may not reliably extract pricing and structured evaluation answers.
Based on audit of warmforge.ai · Oct 5, 2026