AI Visibility
measured25/100
Emerging · in Risk, Compliance & GRC
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals47/100
Some gaps
Avg Prompt Score
2
across 617 prompts
AI Share of Voice
2%
across 617 prompts
Critical Issues
5
critical + high
Shortlist Position
0/66
Not Visible · Operations It Discovery
How AI Visibility breaks down
in Risk, Compliance & GRC
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 Kneat Gx is visible in
2Your visibility gap
Kneat Gx surfaces in 0/66 Operations It discovery prompts. Claim this profile to see which 66 prompts you're missing and how to win them.
Executive summary
Kneat is a B2B SaaS brand with strong G2 review volume (98 reviews, 4.5/5) and active first-party comparison content (e.g., Kneat vs Valgenesis). The biggest AI-citation risk is category mismatch: Kneat is unlikely to be cited for broad “Operations IT” queries (enterprise/remote/startup/manufacturing IT operations) because its on-site positioning is heavily life-sciences validation/compliance rather than general IT operations tooling.
Based on audit of kneat.com · Sep 1, 2026