AI Visibility
measured33/100
Emerging · in Voice AI
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals60/100
Some gaps
Avg Prompt Score
5
across 306 prompts
AI Share of Voice
5%
across 306 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Voice AI
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 Voiceform is visible in
2Executive summary
Voiceform is a B2B survey software/SaaS brand with strong primary review visibility on G2 (48 reviews, 4.7★) and public, tiered pricing that AI can read. The biggest AI-citation risk is missing/unclear structured evaluation surfaces (e.g., SoftwareApplication/FAQPage schema) and potential crawlability gaps for AI-specific discoverability files (llms.txt/robots.txt), which can limit inclusion in “best survey software” and “worth it” answer blocks.
Based on audit of voiceform.com · Oct 5, 2026