AI General
All things AI: AI visibility, AEO, crawler observation and field measurements.
25 articles
GSC Isn't Broken — Your Customers Moved: Five New Ledgers for the AI-Era Marketing Report
Customers no longer browse the search results page; they ask AI directly. GSC cannot see inside the kitchen — five ledge…
#AI能見度#AEO#行銷儀表板
The Invisible Readers: 12 AI Crawlers Revealed
If AI has never read your website, it will never recommend you—not because you rank poorly, but because you simply do no…
#數據專欄#AI 爬蟲#AI能見度
A Census of Taiwan's Dental Clinic Websites: AI Won't Risk Citing 9 Out of 10 Claims
AI won't risk using 9 out of ten claims—of Taiwan's 7,002 dental clinics, 543 have a website, and a sentence-by-sentence…
#AEO#AI能見度#牙醫#台灣#實測數據
The Second Lesson from Four Months and 30-Plus Million Crawler Requests: AI Trust Is Built One Step at a Time
A full four-month record from the first day of measurement to the first true citation: AI trust is built one step at a t…
#數據專欄#AI能見度
The First Lesson from 30 Million AI Crawler Requests: Language Decides Your Fate
A 22x English-to-Chinese referral gap — human referrals: EN 74.7% / JA 22.0% / ZH 3.3%. A supply-side measurement at the…
#數據專欄#AI能見度