AI Visibility
measured33/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals54/100
Some gaps
Avg Prompt Score
6
across 329 prompts
AI Share of Voice
6%
across 329 prompts
Critical Issues
5
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 Codat is visible in
2Executive summary
Codat is a B2B SaaS with strong AI-citation inputs from G2 (4.6/5 from 28 reviews) and meaningful ecosystem presence via Zapier (including an MCP listing). The biggest risk to appearing in evaluation-stage AI answers is missing/uncrawlable first-party pricing and comparison surfaces (pricing appears to be “contact/custom quote” on third-party pages, and first-party “vs/alternatives” pages were not evidenced in live search).
Based on audit of codat.io · Sep 1, 2026