AI Visibility
measured30/100
Emerging · in CI/CD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals10/100
Weak fundamentals
Avg Prompt Score
31
across 188 prompts
AI Share of Voice
31%
across 188 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in CI/CD
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 Harbor is visible in
1Executive summary
Harbor (goharbor.io) is a B2B-oriented open-source container registry project that is already well-recognized in developer/infra communities, but it is unlikely to be strongly cited for “buying” style evaluation queries because it lacks the typical SaaS citation surfaces (notably first-party pricing tiers and structured B2B evaluation schema). The single highest-ROI fix is to add crawlable, evaluation-targeted structured content (SoftwareApplication/FAQPage) and first-party comparison/pricing pages that AI engines can quote for “alternatives” and “pricing” patterns.
Based on audit of goharbor.io · Oct 2, 2026