AI Visibility
measured54/100
Frequently Cited
measured from this brand's audit prompts
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
62
across 16 prompts
Critical Issues
6
critical + high
How AI Visibility breaks down
in its category
Composite = 50% coverage + 30% engine breadth + 20% position, measured across this brand's own audit prompts (it isn't in a tracked category rollup yet). 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.
Executive summary
Kantata is a B2B PSA (professional services automation) vendor with strong third-party review visibility (e.g., 1,512 G2 reviews and Leader positioning) and credible analyst/market recognition (IDC MarketScape mention on-site). The biggest AI-citation risk is conversion-stage evaluation queries that require crawlable, first-party pricing and structured evaluation content—Kantata’s pricing page is a request-form (no public tiers), which prevents AI engines from confidently answering “how much does Kantata cost?”
Based on audit of kantata.com · Sep 29, 2026