AI Visibility
measured45/100
Frequently Cited · in Content Marketing
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals5/100
Weak fundamentals
Avg Prompt Score
32
across 395 prompts
AI Share of Voice
32%
across 395 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Content Marketing
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.
Substack is likely to be cited by AI engines for general “what is Substack / how to use Substack” and creator monetization queries, but it is at high risk of being *uncited* for B2B-style evaluation queries (e.g., “Substack pricing” and “Substack vs competitor”) because first-party evaluation/comparison surfaces and B2B software structured data are not clearly discoverable. Highest-ROI fix: publish/ensure crawlable, SSR evaluation content (FAQ + comparison + pricing) on substack.com that AI engines can quote directly, and add Organization/Product structured data to improve direct-answer eligibility.
Based on audit of substack.com · May 8, 2026