AI Visibility
measured26/100
Emerging · in AI Observability
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals50/100
Some gaps
Avg Prompt Score
6
across 325 prompts
AI Share of Voice
6%
across 325 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in AI Observability
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 Cleanlab is visible in
3Executive summary
cleanlab.ai is a B2B AI reliability/data-quality platform with a visible G2 presence (e.g., G2 shows a Cleanlab product page with a 4.2/5 rating from 13 reviews). The biggest AI-citation risk is evaluation-stage “comparison” and “pricing” queries where models need crawlable first-party comparison/pricing content; your highest-ROI fix is to publish/ensure indexable first-party evaluation pages (especially “[Cleanlab] vs [competitor]” and a crawlable pricing page with explicit tiers) so AI engines can cite you directly rather than only third-party reviews.
Based on audit of cleanlab.ai · Sep 21, 2026