AI Visibility
measured54/100
Frequently Cited · in Feedback Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals63/100
Some gaps
Avg Prompt Score
64
across 734 prompts
AI Share of Voice
65%
across 715 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Feedback Management
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.
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.
Productboard is highly likely to be cited for “best product management software” and “best … for product roadmapping and prioritization” because it has strong G2 presence (253 reviews, 4.3★) and first-party evaluation content like “Productboard vs UserVoice.” The single highest-ROI fix is to improve crawlable, tiered pricing visibility (current /pricing page appears to route to contact) and to add/verify B2B structured data (SoftwareApplication + FAQPage) so AI engines can confidently answer “How much does Productboard cost?” and comparison/evaluation prompts.
Based on audit of productboard.com · Apr 2, 2026