AI Visibility
measured16/100
Emerging · in HR
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals41/100
Some gaps
Avg Prompt Score
4
across 306 prompts
AI Share of Voice
4%
across 306 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in HR
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 Guider is visible in
2Executive summary
Guider is a B2B mentoring software brand with a strong primary citation anchor on G2 (29 reviews, 5★). The biggest AI-citation risk is conversion-stage evaluation: guider-ai.com appears to lack crawlable first-party comparison and structured evaluation content (e.g., SoftwareApplication/FAQPage), so AI engines likely rely on third-party review sites instead of citing Guider directly for “best mentoring software” and “Guider vs Together Mentorship/Mentorloop Mentoring Software” style queries.
Based on audit of guider-ai.com · Sep 30, 2026