AI Visibility
measured34/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals53/100
Some gaps
Avg Prompt Score
100
across 27 prompts
AI Share of Voice
100%
across 27 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Developer Tools
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.
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 CodeScene is visible in
2Executive summary
codescene.io is a B2B SaaS (code analysis/technical debt management) with strong AI-citation inputs from G2 (4.6/5 from 39 reviews) and a solid Capterra presence. The biggest risk to appearing in AI evaluation shortlists is missing/unclear first-party evaluation surfaces on codescene.io itself (notably pricing/comparison/structured-data signals), which forces AI to rely on third-party review sites.
Based on audit of codescene.io · Oct 2, 2026