AI Visibility
measured18/100
Emerging · in Education & LMS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals49/100
Some gaps
Avg Prompt Score
8
across 161 prompts
AI Share of Voice
8%
across 161 prompts
Critical Issues
6
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 BenchPrep is visible in
1Executive summary
BenchPrep is a B2B learning platform with meaningful AI-citation signals from G2 (19 reviews, 3.9/5) and active LinkedIn presence (6,628 followers). The biggest AI citation risk is conversion-stage evaluation queries like “BenchPrep pricing” and “BenchPrep vs [competitor]” where AI needs crawlable pricing tiers and first-party comparison content; your pricing is publicly accessible but appears quote-based (no tiered prices).
Based on audit of benchprep.com · Oct 2, 2026