AI Visibility
measured18/100
Emerging · in Document Collaboration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
3
across 401 prompts
AI Share of Voice
3%
across 401 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Document Collaboration
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 Unifize is visible in
3Executive summary
Unifize is a B2B QMS/eQMS platform with strong AI-citation foundations: it has 30 G2 reviews (4.7★) and first-party competitor comparison content (e.g., Unifize vs Qualio, Unifize vs Greenlight Guru). The highest-ROI fix is to ensure first-party comparison coverage specifically for “How does Unifize compare to MasterControl Quality Management System?” and “How does Unifize compare to Ideagen Quality Management?” (and to add SoftwareApplication/FAQPage structured data), so AI engines can cite Unifize for evaluation-stage comparison queries.
Based on audit of unifize.com · Oct 6, 2026