AI Visibility
measured16/100
Emerging · in FP&A
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
6
across 178 prompts
AI Share of Voice
6%
across 178 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in FP&A
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.
Onplan.co is likely not being cited by AI engines for the highest-intent evaluation queries because its first-party site content appears to be project-controls/blog oriented rather than a crawlable budgeting & forecasting SaaS product surface. The single highest-ROI fix is to publish/ensure crawlable first-party evaluation assets (SoftwareApplication/FAQPage + brand-led “[On Plan] vs Vena” and “[On Plan] vs Planful” pages) and a crawlable pricing page that AI can read.
Based on audit of onplan.co · Oct 6, 2026