AI Visibility
measured18/100
Emerging · in Agent Frameworks
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals48/100
Some gaps
Avg Prompt Score
6
across 304 prompts
AI Share of Voice
6%
across 304 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Agent Frameworks
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 At Last is visible in
2Executive summary
At Last is a B2B returns-management SaaS, but AI citation readiness is constrained by weak third-party review depth on G2 (only 2 reviews; G2 explicitly says there aren’t enough reviews for buying insight). The single highest-ROI fix is to create/expand first-party evaluation content (especially brand-led comparison pages and crawlable evaluation FAQs) so AI engines can cite At Last directly for “alternatives to” and “returns management software” shortlist queries.
Based on audit of atlast.co · Oct 2, 2026