AI Visibility
measured18/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals56/100
Some gaps
Avg Prompt Score
6
across 286 prompts
AI Share of Voice
6%
across 286 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Vertical SaaS
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.
PreciseFP is a B2B financial-advisor data-gathering platform with strong AI-citation inputs from G2 (4.3/5 across 73 reviews; 46 reviews shown on the product review page) and publicly crawlable pricing ($89/month Standard). The biggest AI citation risk is evaluation-stage coverage: there are no clearly indexable first-party “[PreciseFP] vs [Competitor]” pages found, and structured-data signals like SoftwareApplication/FAQPage/aggregateRating were not discoverable via search.
Based on audit of precisefp.com · Oct 7, 2026