AI Visibility
measured19/100
Emerging · in CI/CD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals5/100
Weak fundamentals
Avg Prompt Score
5
across 362 prompts
AI Share of Voice
5%
across 362 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in CI/CD
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 Harness Platform is visible in
3Executive summary
Harness is highly likely to be cited by AI engines for evaluation-stage queries because it has strong third-party review/analyst presence (G2 and Gartner Peer Insights found) and a publicly accessible pricing page. The highest-ROI fix is to strengthen crawlable evaluation content for comparison/pricing intent (e.g., SoftwareApplication/FAQPage coverage and first-party “Harness vs competitor” pages) so AI can cite Harness directly for shortlist formation rather than relying on third-party sources.
Based on audit of harness.io · May 7, 2026