AI Visibility
measured47/100
Frequently Cited · in SaaS Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals5/100
Weak fundamentals
Avg Prompt Score
10
across 318 prompts
AI Share of Voice
10%
across 318 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in SaaS Management
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.
Cledara is a B2B SaaS spend management platform with strong primary review authority on G2 (248 reviews, 4.6★) and first-party competitor comparison content (e.g., Torii vs Cledara, Zluri vs Cledara). The biggest AI-citation risk is missing/undetectable structured data (SoftwareApplication/FAQPage/AggregateRating) and lack of evidence for llms.txt/robots.txt AI-crawl allowances, which can prevent AI engines from confidently citing evaluation and pricing answers.
Based on audit of cledara.com · May 10, 2026