AI Visibility
measured18/100
Emerging · in Product Experience
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
15
across 348 prompts
AI Share of Voice
15%
across 348 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Product Experience
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 Walnut is visible in
2Executive summary
Walnut.io has strong AI-citation inputs for evaluation and trust queries—most notably 151 G2 reviews at a 4.5/5 rating—so it’s likely to appear in “best interactive demo platform” and “Walnut reviews” answers. The biggest risk is conversion-stage citation: pricing is publicly crawlable and tiered, but the site appears to be sales-led (book/demo + lead form), which can reduce AI confidence for “Walnut pricing” and “how much does Walnut cost” prompts unless structured pricing/offer schema is consistently present.
Based on audit of walnut.io · Aug 30, 2026