Reviews, Comments and Social Signals: What Helps AI Citation and What Is Hype
Reviews and social engagement can support AI-search work, but they are not proven universal citation factors. This evidence explainer separates documented platform effects from inference and provides an Evidence-to-Citation Signal Ladder for turning real customer language into crawlable, answer-ready evidence.
Local AI Visibility in Thailand: From Google Business Profile to AI Recommendations
Local AI Visibility in Thailand depends on aligned business facts, location pages, genuine evidence, crawl access and measurement—not Google Business Profile alone. This guide provides a five-layer diagnostic matrix without promising an AI recommendation.