AI Visibility
measured18/100
Emerging · in Cloud Infrastructure
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals35/100
Weak fundamentals
Avg Prompt Score
9
across 319 prompts
AI Share of Voice
9%
across 319 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Cloud Infrastructure
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 Edge Analytics is visible in
2Executive summary
Industrial-analytics.io is a B2B industrial optimization software brand (OPTIFICIENT™) but has weak AI-citation infrastructure for evaluation/conversion queries: there are only 14 G2 reviews and no evidence of first-party comparison pages or crawlable pricing. The single highest-ROI fix is to publish SSR-crawlable pricing + first-party “[Brand] vs [Competitor]” evaluation pages (and ensure SoftwareApplication/FAQPage schema) so AI engines can cite the brand for shortlist and pricing prompts.
Based on audit of industrial-analytics.io · Sep 1, 2026