AI Visibility
measured34/100
Emerging · in AI Coding
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
100
across 25 prompts
AI Share of Voice
100%
across 25 prompts
Critical Issues
5
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.
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 CodiumAI is visible in
1Executive summary
Codium.ai (now rebranded to Qodo) is already strongly positioned for AI citation in evaluation-stage queries because it has a sizable G2 presence (122 reviews) and a Gartner Peer Insights product page. The biggest risk is conversion-stage and evaluation-stage first-party citation: codium.ai redirects to qodo.ai, and there’s no evidence (from live crawl/search) of codium.ai hosting crawlable first-party comparison pages or SoftwareApplication/structured-data surfaces that AI engines can reliably cite for “vs/alternatives/pricing” questions.
Based on audit of codium.ai · Sep 19, 2026