AI Visibility
measured35/100
Emerging · in Forms & Surveys
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals62/100
Some gaps
Avg Prompt Score
95
across 61 prompts
AI Share of Voice
100%
across 53 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Forms & Surveys
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.
Executive summary
Prolific is strongly positioned for AI citation on evaluation-stage comparison queries because it has a high-signal G2 presence (268 reviews, 4.6★) and first-party comparison-style content (e.g., Prolific vs MTurk data-quality pages). The single highest-ROI fix is to ensure prolific.co (not only prolific.com) has crawlable, first-party evaluation/conversion surfaces for the exact competitor comparison prompts (especially CloudResearch Connect and Amazon Mechanical Turk) plus structured data for pricing/evaluation FAQs.
Based on audit of prolific.co · Aug 29, 2026