AI Visibility
measured18/100
Emerging · in AI Coding
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals50/100
Some gaps
Avg Prompt Score
92
across 13 prompts
AI Share of Voice
92%
across 13 prompts
Critical Issues
7
critical + high
How AI Visibility breaks down
in AI Coding
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.
AICoder is likely to be cited for evaluation-stage queries because it has first-party, crawlable comparison content (e.g., multiple /vs/ pages) and publicly accessible pricing/plan pages. The biggest citation risk is missing/uncorroborated B2B review/analyst authority signals (no verifiable G2/Capterra/TrustRadius/Gartner Peer Insights presence found in live search), which weakens “best X” and “alternatives” shortlist inclusion.
Based on audit of aicoder.com · Oct 16, 2026