AI Visibility
measured25/100
Emerging · in AI Applications
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals41/100
Some gaps
Avg Prompt Score
6
across 451 prompts
AI Share of Voice
4%
across 435 prompts
Critical Issues
7
critical + high
How AI Visibility breaks down
in AI Applications
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 Idiomatic is visible in
4Executive summary
idiomatic.com is a B2B SaaS (Voice of Customer / customer feedback analytics) with some AI-citation foundation via G2 (4.6/5 from 12 reviews) and Capterra (4.7 from 18 reviews). The biggest AI citation risk is conversion-stage crawlability on the brand’s own domain: idiomatic.com redirects to Siena.cx, so first-party evaluation assets (pricing, comparisons, structured data) on idiomatic.com are likely not reliably citable for “Idiomatic pricing” and “Idiomatic vs competitor” queries.
Based on audit of idiomatic.com · Aug 30, 2026