Executive summary
Looker is highly likely to be cited by AI engines for evaluation-stage queries because it has strong third-party review authority (G2 and Gartner Peer Insights) and clear B2B social proof via LinkedIn. The single highest-ROI fix is to strengthen first-party evaluation surfaces—especially crawlable, indexed “[Looker] vs [Competitor]” pages and SoftwareApplication/FAQPage structured data—because those are the most reliable drivers for “alternatives to Looker” and “Looker vs X” citation patterns.
Based on audit of looker.com · Apr 2, 2026
Avg Prompt Score
55
across 18 prompts
Critical Issues
3
critical + high