AI Visibility
measured16/100
Emerging · in Resource Planning
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
2
across 165 prompts
AI Share of Voice
2%
across 165 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Resource Planning
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.
Per-stage performance
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.
Categories Float is visible in
1Executive summary
Float is a strong B2B resource management SaaS with 2,160 G2 reviews (4.3★) and public, tiered pricing ($7/$12 per scheduled person/month for Starter/Pro) that AI can likely cite. The biggest AI-citation risk is evaluation-stage comparison coverage: Float appears to publish category-style “best tools” lists, but first-party “[Float] vs Kantata/Teamwork.com/Resource Guru/ClickUp/monday Work Management” pages are not clearly discoverable from live search, which can suppress citation for the exact comparison prompts.
Based on audit of float.com · Oct 4, 2026