AI Visibility
measured18/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals46/100
Some gaps
Avg Prompt Score
100
across 13 prompts
AI Share of Voice
100%
across 13 prompts
Critical Issues
4
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.
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.
codescan.io (CodeScan by AutoRABIT) is a B2B Salesforce static code analysis product with meaningful G2 visibility (34 reviews, 4.6 rating), so AI engines can cite it for evaluation-stage “what is/does it do” queries. The biggest AI-citation risk is conversion-stage queries (pricing + getting started) because no crawlable first-party pricing page content was found, and there are no clearly indexed first-party comparison pages on codescan.io.
Based on audit of codescan.io · Oct 9, 2026