AI Visibility
measured33/100
Emerging · in Document Collaboration
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals22/100
Weak fundamentals
Avg Prompt Score
77
across 50 prompts
AI Share of Voice
77%
across 50 prompts
Critical Issues
5
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 ECOSprez is visible in
1Executive summary
AI citation likelihood for ecosprez.com is currently low because the brand has essentially no crawlable first-party evaluation surfaces (pricing/comparison/case studies not found) and appears to have no meaningful G2 review volume (G2 shows “Ecos” by Ecosprez with 0 ratings). The single highest-ROI fix is to publish crawlable, SSR-first evaluation content (pricing + “Ecos vs competitor” pages that clearly recommend Ecos) so AI engines can cite ecosprez.com for evaluation-stage queries.
Based on audit of ecosprez.com · Oct 4, 2026