AI Visibility
measured16/100
Emerging · in Browser Automation
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals58/100
Some gaps
Avg Prompt Score
100
across 14 prompts
AI Share of Voice
100%
across 14 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Browser Automation
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 Kobiton is visible in
1Executive summary
Kobiton is a B2B mobile device testing SaaS with strong AI-citation inputs from G2 (39 reviews, 4.3/5) and Gartner Peer Insights (24 ratings, 4.2). The biggest AI citation risk is evaluation-stage “vs/alternatives” and conversion-stage “pricing” queries where first-party comparison surfaces and crawlability signals (robots.txt/llms.txt/sitemaps) are not verifiable from this audit run.
Based on audit of kobiton.com · Sep 30, 2026