AI Visibility
measured66/100
Frequently Cited · in LLMOps Platforms
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals38/100
Weak fundamentals
Avg Prompt Score
100
across 375 prompts
AI Share of Voice
100%
across 375 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in LLMOps Platforms
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 Humanloop is visible in
1Executive summary
Humanloop is a B2B LLM evaluation/observability platform, but AI citation readiness is constrained by weak/absent review-platform signals (G2 shows “not enough reviews”) and lack of first-party evaluation-stage comparison surfaces. The single highest-ROI fix is to create/restore crawlable, brand-led evaluation content for high-intent queries (especially “Humanloop vs X” and “Humanloop pricing”) with robust structured data so AI engines can cite it during shortlist formation.
Based on audit of humanloop.com · Oct 5, 2026