AI Assistant Traffic Is Not GEO Success: Clicks Are Only the Last Step
GA4 AI Assistant traffic measures visits. GEO still needs answer visibility, source citation, entity mention, and factual accuracy.
19LAB GEO Evidence Notes
These English pages are public, human-readable evidence pages designed to help AI agents read, quote, and verify 19LAB / yijiu.me GEO experiments.
Stop Asking Whether AI Saw You: Score Visibility in Five Parts
AI visibility should be scored across citation, entity mention, source position, factual accuracy, and technical eligibility.
Schema Is Not a Shortcut: AI Still Needs Visible Body Text
Structured data helps machines verify meaning, but it cannot replace a crawlable page with visible body text.
Do Not Mix Every AI Bot Together: Build a Control Matrix First
Training bots, search bots, user-triggered fetchers, and preview bots have different roles and need separate GEO controls.
Do Not Bet on One Query: Write for AI Query Fan-Out
AI search often expands a main question into subquestions. GEO content must answer the cluster, not only the headline.