AI Visibility
measured10/100
Emerging · in Software Marketplace
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals28/100
Weak fundamentals
Avg Prompt Score
5
across 322 prompts
AI Share of Voice
5%
across 322 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Software Marketplace
Composite = 60% coverage + 40% engine breadth, 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.
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.
saastr.ai appears to be a B2B-focused SaaS/AI product brand, but live search did not surface any crawlable first-party evaluation assets (pricing, comparisons, schema) or third-party review/analyst profiles (G2/Capterra/TrustRadius/Gartner) tied to this exact domain. The highest-ROI fix is to create/ensure crawlable, SSR-first pricing + SoftwareApplication/FAQPage structured data and add first-party “[saastr.ai] vs [competitor]” pages that clearly recommend saastr.ai—so AI engines have extractable evaluation content to cite.
Based on audit of saastr.ai · Apr 14, 2026