AI Visibility
measured62/100
Frequently Cited · in Prototyping
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals38/100
Weak fundamentals
Avg Prompt Score
57
across 517 prompts
AI Share of Voice
59%
across 497 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in Prototyping
Composite = 60% coverage + 40% engine breadth, 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 InVision is visible in
2Executive summary
InVision is a B2B prototyping/design collaboration software brand with strong third-party review authority on G2 (682 reviews, 4.4★), so it can be cited for category shortlists. However, first-party AI evaluation surfaces are likely weak for invisionapp.com—especially for the high-intent comparison and pricing query patterns (e.g., "How does InVision compare to Figma?" and "How much does InVision cost?")—because live search did not find invisionapp.com-hosted comparison/pricing/structured-data signals.
Based on audit of invisionapp.com · Apr 2, 2026