AI Visibility
measured65/100
Frequently Cited · in Privacy & Data Governance
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals30/100
Weak fundamentals
Avg Prompt Score
82
across 682 prompts
AI Share of Voice
82%
across 682 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Privacy & Data Governance
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 Collibra is visible in
2Executive summary
Collibra is a strong B2B candidate for AI citations because it has a sizable G2 presence (102 reviews, 4.2/5) and visible analyst/enterprise recognition (e.g., IDC MarketScape Leader messaging on its site). The biggest AI-citation risk is evaluation-stage “Collibra vs competitor” and “Collibra pricing” queries: the domain does not show clear first-party comparison pages or publicly crawlable pricing tiers in the live checks, so AI engines likely fall back to third-party sources.
Based on audit of collibra.com · Sep 12, 2026