AI Visibility
measured40/100
Frequently Cited · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals44/100
Some gaps
Avg Prompt Score
10
across 560 prompts
AI Share of Voice
10%
across 560 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Vertical SaaS
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 Dotmatics is visible in
2Executive summary
Dotmatics is a B2B scientific R&D software platform with some AI-citation inputs (e.g., G2 presence and first-party comparison content like an ELN comparison page). The biggest risk for AI engines is evaluation-stage citation for pricing and structured product metadata: pricing appears not publicly crawlable (demo/contact-gated), and no SoftwareApplication/FAQPage/aggregateRating signals were found in live checks.
Based on audit of dotmatics.com · Sep 1, 2026