Author
Founder & Final Review
Founder of IDAEO. Oversees the knowledge base's methodology, data systems, and quality gates; author of unattributed articles and final reviewer of everything published.
Official fact source (IDA): bio.idaeo.ai/en/tk-lin
39 articles
X Algorithm Evidence Compendium
58 verified X algorithm claims: 33 behavior weights, 20 filters, and 54 visibility rules, with code lines and scripts.
#推薦演算法#原始碼分析#可見度過濾#特徵權重#開源驗證
100% Defensible Under the Policies: 8 AI Practices the Platforms Expressly Allow (With a Five-Axis Self-Check)
Eight AI practices the platforms expressly allow, each backed by the official sentence — plus a five-axis self-check and…
#AI 垃圾#AEO#AI能見度#平台政策#內容策略
The IDAEO Starter Handbook: Make Sure You Can't Be Ruled Out First, Then Worry About Being Cited by AI
The first piece to read in the series. The order cannot be reversed: make sure you can't be ruled out, then talk about b…
#AEO#AI能見度#AI 引用#AI 垃圾#平台政策#內容策略
Alert! The New AI Slop Is Just Old SEO Rules — the Real Culprit Behind Your Traffic Drop
16 old SEO tactics matched line by line against Google's current policies: which are dead, which are high-risk, and how …
#AI 垃圾#SEO#AEO#AI能見度#平台政策
Site Not Cited by ChatGPT? Our Seven-Step Troubleshooting Log from a Near-Misdiagnosis
If your site is not being cited by ChatGPT, do not blame the algorithm just yet. Our own instrument showed OAI-SearchBot…
#AI 引用#AEO#數據專欄
Whatever Language You Ask AI In, That Is the Language It Cites — We Ran the Test
Using Perplexity sonar and Gemini grounding, we asked AI the same set of questions in different languages and logged the…
#AI 引用#數據專欄#AI能見度
What Do AI Crawlers Check First? In a Day and a Half: robots.txt 16 Times, sitemap 3 Times, llms.txt 0
We treated our website as an instrument and logged every fetch of its machine files. Crawlers rush for robots.txt, occas…
#llms.txt#AEO#AI 爬蟲
AI Crawlers Came 608 Times, Referrals Are Still 0: The New Ledger's First Reading
We fitted our site with a new measuring instrument. Since switch-on, AI crawlers have come to haul goods 608 times; huma…
#AI 行銷#數據專欄#AI能見度
Just 10 Blog Posts and Still Cited by Perplexity: Anatomy of a 30-Day Citation Board
Whom does AI cite? We dissect 30 days of probe logs: tradingeconomics.com 27, youtube.com 26, prtimes.jp 26, cna.com.tw …
#AI 引用#AEO#數據專欄
426 Visits in One Day, Then Silence: How Meta's AI Crawler Reads in Batches
On the first day of km.idaeo.ai's self-built observation instrument, Meta's meta-externalagent visited 426 times, then s…
#AI 爬蟲#數據專欄#AI能見度
Your Traffic Disappeared — Did the Platforms Flag You as AI Slop?
Major platforms ban behaviors, not tools (knowledge platforms such as Wikipedia set their own explicit limits). 12 conte…
#AI 垃圾#AEO#AI能見度#內容策略#平台政策
AI Isn't Ignoring You — It Has Ranked You: The Five Tiers of Citation Sources
AI picks sources the way reporters pick tips: some go straight to the bin, some get quoted with hedges, some get pulled …
#AI 引用#AEO#內容信任#可驗證性#引用成本#AI 搜尋
How We Keep This Ledger: Methodology and Limits of the AI Crawler Series
How the numbers are counted, how identities were verified, which figures carry known limits — the methodology behind the…
#方法論#AI 爬蟲#資料透明#可驗證性#IDAEO
AI Crawler Volume Is Buzz, Not Revenue: 30 Million Hauls, 476 Human Clicks
The heaviest hauler is not the one who brings customers. One shop's ledger shows who deserves your hospitality in the AI…
#AI 行銷#AI 爬蟲#AEO#AI 引用#內容策略#llms.txt
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