AI Visibility
measured17/100
Emerging · in FP&A
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals—
Not audited yet
Avg Prompt Score
1
across 304 prompts
AI Share of Voice
1%
across 304 prompts
Shortlist Position
0/67
Not Visible · Design Discovery
How AI Visibility breaks down
in FP&A
Composite = 60% coverage + 40% engine breadth, 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
Macabacus surfaces in 0/67 Design discovery prompts. Claim this profile to see which 67 prompts you're missing and how to win them.
Macabacus surfaces in 0 of 67 Design 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 macabacus.com · Aug 28, 2026