Author
TK Lin
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.
20 articles

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
Your Traffic Disappeared — Did the Platforms Flag You as AI Slop?
Major platforms ban behaviours, not tools (knowledge platforms such as Wikipedia set their own explicit limits). 12 cont…
#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#IDAEOAI 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The AI power crunch pushes Taiwan and Japan toward nuclear at the same time, through opposite procedures. Taipower earmarks NT$300 billion to back 26GW of investment as a nuclear referendum heads for a July filing, while Japan's 7th Strategic Energy Plan, adopted by cabinet decision, deletes "reduce nuclear dependence" and sets nuclear at 20%
The same surge in AI and data-center power use has pushed Taiwan and Japan to the turning point of "re-embracing nuclear…
#ankFormosa Chemicals & Fibre (FCFC, TWSE:1326) Q2 2026 self-tallied consolidated results: revenue of NT$87,154.28 million rose 6.6% QoQ yet pre-tax profit of NT$7.02 billion fell NT$280 million — the structure is operating income down NT$1.2 billion (company's account: crude and petrochemical feedstock prices fell after the US and Iran reached a peace agreement in June and reopened the Strait of Hormuz, some peers cut prices, customers held back and restocked only on essential demand, and scheduled maintenance of large units cut volumes) plus non-operating net income up NT$920 million recovering most of it; after-tax profit attributable to the parent NT$6,092.50 million, EPS NT$1.04, down NT$0.03 from Q1; H1 pre-tax profit NT$14.31 billion, up NT$21.8 billion versus H1 2025, EPS NT$2.11, up NT$3.35 per share; June revenue of NT$27,666.32 million rose 1.0% MoM but volume-up/price-down (volume effect +NT$3.03 billion, price effect −NT$2.75 billion), the opposite direction of Q2's volume-down/price-up (company self-tallied, unaudited)
Formosa Chemicals & Fibre Corporation (FCFC, 台化, TWSE:1326) announced its Q2 2026 self-tallied consolidated results (TWS…
#ankActer, Novatech and Rayzher post June 2026 self-compiled revenue rising in tandem: Acter NT$4.77 billion (47.7億元) and Rayzher NT$285 million (2.85億元) both same-period historical highs, Novatech NT$1.993 billion (19.93億元) up 84.02% month-over-month and 120.45% year-over-year at an all-time high — Acter Q2 NT$13.38 billion (133.8億元) and Novatech Q2 NT$3.787 billion (37.87億元) both single-quarter all-time highs, Rayzher Q2 NT$771 million (7.71億元) up 42.89% quarter-over-quarter; H1 year-over-year, Acter NT$24.98 billion (249.8億元) up 28%, Novatech NT$6.128 billion (61.28億元) up 46.17%, Rayzher NT$1.310 billion (13.10億元) up 11.32%; Rayzher's gas main-system engineering project in Japan began on-site work in June and started contributing revenue (company self-compiled figures; growth attributions per company statements)
Per a CNA (Central News Agency) report dated July 9, 2026 (reporter — 張建中, Hsinchu), cleanroom mechanical-electrical int…
#ankThe Wealth-Concentration Face of Taiwan's Capital-Market Super-Cycle — 21 Domestic Banks' High-Net-Worth AUM Hits NT$2.6633 Trillion at End-May, +1,090 Clients in One Month, Deposit Allocation Down to 42.5%; SinoPac Plans an ~NT$20bn Rights Issue to Strengthen Its Securities Arm, Against the Crack of Foreign Investors' Second-Largest-Ever NT$143.1bn Single-Day Net Sell
Taiwan's Financial Supervisory Commission (FSC) reports that as of end-May 2026, the 21 domestic banks running high-net-…
#ank