AI Visibility
measured18/100
Emerging · in Software Marketplace
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals57/100
Some gaps
Avg Prompt Score
4
across 311 prompts
AI Share of Voice
4%
across 311 prompts
Critical Issues
6
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.
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.
CandorIQ is a B2B workforce planning & compensation SaaS with strong AI-citation inputs from G2 (21 reviews surfaced in search results) and a publicly crawlable pricing page. The biggest risk for AI evaluation queries is missing/unclear first-party comparison pages and likely missing B2B-specific structured data (SoftwareApplication/FAQPage/ratings), which prevents reliable “vs/alternatives/pricing” citations from candoriq.com itself.
Based on audit of candoriq.com · Jun 11, 2026