AI Visibility
measured18/100
Emerging · in Revenue Operations
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals1/100
Weak fundamentals
Avg Prompt Score
11
across 162 prompts
AI Share of Voice
11%
across 162 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Revenue Operations
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 Qobra is visible in
1Executive summary
Qobra is highly likely to be cited by AI engines for evaluation-stage queries because it has strong third-party review authority (1,071 G2 reviews at 4.8/5) and substantial first-party comparison content (e.g., Qobra vs QuotaPath). The single highest-ROI fix is to ensure crawlable, schema-rich conversion surfaces (especially a publicly crawlable pricing page and SoftwareApplication/FAQPage markup) so AI can cite pricing and integration details directly from qobra.co rather than relying on third parties.
Based on audit of qobra.co · Oct 4, 2026