AI Visibility
measured75/100
Frequently Cited · in Browser Automation
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals3/100
Weak fundamentals
Avg Prompt Score
22
across 682 prompts
AI Share of Voice
22%
across 682 prompts
Critical Issues
5
critical + high
Shortlist Position
2/80
Not Visible · Ci Cd Discovery
How AI Visibility breaks down
in Browser Automation
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 Playwright is visible in
3Your visibility gap
Playwright surfaces in 2/80 Ci Cd discovery prompts. Claim this profile to see which 78 prompts you're missing and how to win them.
Executive summary
Playwright.dev is already cited for some CI/CD framing (e.g., “CI/CD for e-commerce platforms” and “CI/CD for legal tech startups”), but it is missing from high-intent discovery queries like “best CI/CD software for startups” and “how to automate software deployment with CI/CD.” The single highest-ROI fix is to publish crawlable, evaluation-style “CI/CD for [industry/use case]” pages that explicitly answer how Playwright fits into CI/CD pipelines (including automation/deployment workflows), so AI engines can cite first-party content for those gap queries.
Based on audit of playwright.dev · Jun 9, 2026