AI Visibility
measured18/100
Emerging · in Software Marketplace
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals32/100
Weak fundamentals
Avg Prompt Score
0
across 439 prompts
AI Share of Voice
0%
across 439 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Software Marketplace
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 Insight is visible in
1Executive summary
insight.com is a B2B enterprise IT solutions/services brand (not a typical SaaS product), so AI citation is more likely to come from third-party review/analyst surfaces than from first-party “software evaluation” pages. The highest-ROI fix is to create/ensure crawlable, first-party evaluation content (especially SoftwareApplication/FAQPage-style structured pages) that matches AI query patterns like “Insight pricing” and “Insight vs competitor” rather than relying on account-gated procurement pages.
Based on audit of insight.com · Oct 7, 2026