AI Visibility
measured28/100
Emerging · in Project Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals38/100
Weak fundamentals
Avg Prompt Score
92
across 127 prompts
AI Share of Voice
100%
across 111 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Project 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.
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 Pivotal is visible in
1Executive summary
pivotal.io is a B2B software brand, but AI citation readiness is weak because first-party evaluation assets (especially pricing and comparison pages on pivotal.io) are not clearly crawlable/available in search results. The single highest-ROI fix is to publish/ensure a crawlable, server-rendered pricing page and first-party evaluation pages (e.g., “pivotal.io vs Jira/Asana” style) so AI engines can cite pivotal.io for evaluation and conversion queries.
Based on audit of pivotal.io · Aug 29, 2026