AI Visibility
measured44/100
Frequently Cited · in UI/UX Design
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals52/100
Some gaps
Avg Prompt Score
100
across 276 prompts
AI Share of Voice
100%
across 276 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in UI/UX Design
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 Lookback is visible in
1Executive summary
Lookback is a B2B UX/user research SaaS with strong primary review authority on G2 (21 reviews, 4.3★), and it publishes crawlable pricing with specific tiers and FAQ content. The biggest AI-citation risk is evaluation-stage comparison coverage: there are no clearly indexable first-party pages on lookback.io that directly answer “How does Lookback compare to UserTesting?” / “How does Lookback compare to Maze?”—so AI engines likely rely on third-party comparison pages instead of citing Lookback for shortlist formation.
Based on audit of lookback.io · Oct 9, 2026