AI Visibility
measured51/100
Frequently Cited · in Knowledge Base
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals62/100
Some gaps
Avg Prompt Score
26
across 930 prompts
AI Share of Voice
25%
across 908 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Knowledge Base
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.
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 Readme is visible in
3Executive summary
ReadMe is highly likely to be cited for evaluation-stage prompts like “What is the best API documentation management software?” because it has a strong G2 presence (44 reviews, 4.5★) and publicly crawlable pricing tiers. The single highest-ROI fix is to add/ensure first-party, brand-led comparison pages for “How does ReadMe compare to Stoplight?” and “How does ReadMe compare to Document360?” (currently not discoverable via site search), because that query pattern is where AI engines most often need a directly citable evaluation surface.
Based on audit of readme.com · Apr 2, 2026