AI Visibility
measured32/100
Emerging · in Marketing Analytics
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals—
Not audited yet
Avg Prompt Score
8
across 175 prompts
AI Share of Voice
8%
across 172 prompts
Shortlist Position
16/58
Niche · Marketing Analytics Discovery
How AI Visibility breaks down
in Marketing Analytics
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
Windsor.ai surfaces in 16/58 Marketing Analytics discovery prompts. Claim this profile to see which 42 prompts you're missing and how to win them.
Windsor.ai surfaces in 16 of 58 Marketing Analytics discovery prompts across AI engines. This data is pre-computed from category prompt runs — run a full audit to generate detailed recommendations.
Based on audit of windsor.ai · Oct 13, 2026