AI Visibility
measured18/100
Emerging · in Education & LMS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals59/100
Some gaps
Avg Prompt Score
8
across 161 prompts
AI Share of Voice
8%
across 161 prompts
Critical Issues
2
critical + high
How AI Visibility breaks down
in Education & LMS
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 Whizlabs is visible in
1Executive summary
Whizlabs is likely to be cited by AI engines for evaluation-stage queries because it has strong third-party review authority (e.g., G2 shows 705 reviews with a 4.8/5 rating) and publicly visible pricing tiers. The single highest-ROI fix is to add/verify B2B SoftwareApplication + AggregateRating/FAQPage structured data on key product/pricing pages so AI systems can reliably extract “what it is / pricing / integrations” without relying only on third parties.
Based on audit of whizlabs.com · Oct 9, 2026