AI Visibility
measured18/100
Emerging · in Prototyping
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
13
across 173 prompts
AI Share of Voice
13%
across 173 prompts
Critical Issues
6
critical + high
Shortlist Position
1/80
Not Visible · Prototyping Discovery
How AI Visibility breaks down
in Prototyping
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.
Your visibility gap
Fluid UI surfaces in 1/80 Prototyping discovery prompts. Claim this profile to see which 79 prompts you're missing and how to win them.
Fluid UI has strong baseline AI citation for brand-aware trust queries via G2 (22 reviews, 4.1★), and it publishes clear pricing tiers and product value props. The biggest blocker for evaluation-stage AI citations is missing first-party comparison content (e.g., no indexed Fluid UI pages for “How does Fluid UI compare to InVision/Figma/Marvel/Proto.io”), plus likely missing/undiscoverable B2B structured data (SoftwareApplication/FAQPage) and crawlability signals (robots.txt/llms.txt not accessible via this tool).
Based on audit of fluidui.com · Oct 2, 2026