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and recommend your website
TK Lin tested for 220 days and wrote it up as “IDAEO: Marketing in the Age of AI.” Every method is public, because we truly want to help others succeed.
- days of testing
- 220
- AI visits
- 105.5M
- figures
- 36
- references
- 97
Latest articles

Understanding Your AI Passport: From Your Passport to the IDAEO Customer Journey
Start with the passport in your hand, understand each item, then place it back on the IDAEO S1–S10 journey, compare it w…

AEO Is Not SEO: Answer Engine Optimization — Definition, Principles, and Practice
SEO gets people to find your link; AEO gets AI to answer with the version you can stand behind. This article covers the …

Personal IDA Methodology: How to Build an Official Fact Source for a Person That AI Will Cite
As more and more people ask AI directly "who is this person," you want it to cite the version you answer for. This artic…
Join the IDAEO Learning Village
Free AI score for your website · Weekly classes by TK Lin · Members review each other’s reports
Platform news

Understanding Your AI Passport: From Your Passport to the IDAEO Customer Journey
Start with the passport in your hand, understand each item, then place it back on the IDAEO S1–S10 journey, compare it w…
#AI 護照#AEO
IDAEO, the Platform I Vibe-Coded Alone, Signs Its Taiwan Master Agency Deal
IDAEO signs its Taiwan master agency — the full story of a platform one person built with Vibe Coding.
#IDAEO#台灣
Collected articles
Collected from “AI General”; their URLs stay the same. 20 articles

AEO Is Not SEO: Answer Engine Optimization — Definition, Principles, and Practice
SEO gets people to find your link; AEO gets AI to answer with the version you can stand behind. This article covers the …
#AEO#答案引擎最佳化
Personal IDA Methodology: How to Build an Official Fact Source for a Person That AI Will Cite
As more and more people ask AI directly "who is this person," you want it to cite the version you answer for. This artic…
#個人 IDA#事實來源治理
Why a New Site Was Heavily Cited by AI Search Within Two Weeks — A Real crawl→index→cite Breakdown
All six crawlers arrived within days of launch, impressions went 4→265 in two weeks, and the site ranked first for sourc…
#AEO#AI 引用
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
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
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
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
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
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 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
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
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
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 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
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
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
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
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
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
Files for machines
人類
- textbook.html本書成品,與第一版修訂成品逐位元相同
- atlas.html總圖表成品,與第一版修訂總圖表只差連回本書的檔名
- idaeo-textbook.zh-Hant.md本書全文文字版
- atlas.zh-Hant.md總圖表文字版
- README.md
- figures/fig-0-1.svg36 張圖
- figures/fig-0-2.svg36 張圖
- figures/fig-1-1.svg36 張圖
- figures/fig-1-2.svg36 張圖
- figures/fig-1-3.svg36 張圖
- figures/fig-1-4.svg36 張圖
- figures/fig-2-1.svg36 張圖
- figures/fig-2-2.svg36 張圖
- figures/fig-2-3.svg36 張圖
- figures/fig-2-4.svg36 張圖
- figures/fig-2-5.svg36 張圖
- figures/fig-3-1.svg36 張圖
- figures/fig-3-2.svg36 張圖
- figures/fig-3-3.svg36 張圖
- figures/fig-3-4.svg36 張圖
- figures/fig-3-5.svg36 張圖
- figures/fig-3-6.svg36 張圖
- figures/fig-3-7.svg36 張圖
- figures/fig-3-8.svg36 張圖
- figures/fig-3-9.svg36 張圖
- figures/fig-3-10.svg36 張圖
- figures/fig-4-1.svg36 張圖
- figures/fig-5-1.svg36 張圖
- figures/fig-5-2.svg36 張圖
- figures/fig-6-1.svg36 張圖
- figures/fig-6-2.svg36 張圖
- figures/fig-6-3.svg36 張圖
- figures/fig-6-4.svg36 張圖
- figures/fig-6-5.svg36 張圖
- figures/fig-6-6.svg36 張圖
- figures/fig-7-1.svg36 張圖
- figures/fig-7-2.svg36 張圖
- figures/fig-7-3.svg36 張圖
- figures/fig-8-1.svg36 張圖
- figures/fig-8-2.svg36 張圖
- figures/fig-8-3.svg36 張圖
搜尋引擎爬蟲
- sitemap-idaeo.xml網址清單
- jsonld-textbook.jsonschema.org 結構化資料
- jsonld-atlas.jsonschema.org 結構化資料
- textbook.html本書成品,與第一版修訂成品逐位元相同
- atlas.html總圖表成品,與第一版修訂總圖表只差連回本書的檔名
AI 爬蟲
- llms-idaeo.txt入口說明
- idaeo-textbook.zh-Hant.md本書全文文字版
- atlas.zh-Hant.md總圖表文字版
- glossary.keyed.json名詞表、文獻表(有欄位名與編號)
- refs.indexed.json名詞表、文獻表(有欄位名與編號)
- glossary.json名詞表、文獻表(來源原樣)
- refs.json名詞表、文獻表(來源原樣)
AI Agent
- manifest.json檔案清單與雜湊(SHA256SUMS.txt 與 SHA256SUMS 內容相同,給有副檔名的網址用)
- schema.md每個 JSON 的欄位意思與編號規則
- facts.json各章主張與原因
- figures.json圖的清單、圖內文字、關聯、對應主張
- figures.relations.json圖的清單、圖內文字、關聯、對應主張
- glossary.keyed.json名詞表、文獻表(有欄位名與編號)
- refs.indexed.json名詞表、文獻表(有欄位名與編號)
- figures/fig-0-1.svg36 張圖
- figures/fig-0-2.svg36 張圖
- figures/fig-1-1.svg36 張圖
- figures/fig-1-2.svg36 張圖
- figures/fig-1-3.svg36 張圖
- figures/fig-1-4.svg36 張圖
- figures/fig-2-1.svg36 張圖
- figures/fig-2-2.svg36 張圖
- figures/fig-2-3.svg36 張圖
- figures/fig-2-4.svg36 張圖
- figures/fig-2-5.svg36 張圖
- figures/fig-3-1.svg36 張圖
- figures/fig-3-2.svg36 張圖
- figures/fig-3-3.svg36 張圖
- figures/fig-3-4.svg36 張圖
- figures/fig-3-5.svg36 張圖
- figures/fig-3-6.svg36 張圖
- figures/fig-3-7.svg36 張圖
- figures/fig-3-8.svg36 張圖
- figures/fig-3-9.svg36 張圖
- figures/fig-3-10.svg36 張圖
- figures/fig-4-1.svg36 張圖
- figures/fig-5-1.svg36 張圖
- figures/fig-5-2.svg36 張圖
- figures/fig-6-1.svg36 張圖
- figures/fig-6-2.svg36 張圖
- figures/fig-6-3.svg36 張圖
- figures/fig-6-4.svg36 張圖
- figures/fig-6-5.svg36 張圖
- figures/fig-6-6.svg36 張圖
- figures/fig-7-1.svg36 張圖
- figures/fig-7-2.svg36 張圖
- figures/fig-7-3.svg36 張圖
- figures/fig-8-1.svg36 張圖
- figures/fig-8-2.svg36 張圖
- figures/fig-8-3.svg36 張圖
機械爬蟲
- sitemap-idaeo.xml網址清單
- manifest.json檔案清單與雜湊(SHA256SUMS.txt 與 SHA256SUMS 內容相同,給有副檔名的網址用)
- SHA256SUMS.txt檔案清單與雜湊(SHA256SUMS.txt 與 SHA256SUMS 內容相同,給有副檔名的網址用)
- SHA256SUMS檔案清單與雜湊(SHA256SUMS.txt 與 SHA256SUMS 內容相同,給有副檔名的網址用)
Version history
Changelog: what changed in each version
- 1st edition, 8th revision2026-10-20 · current · Restructuring (decided after three rounds of editorial board discussion): Chapter 0 is shorter; the Seven Laws figure is now Figure 8-3, and the theory explanation and seven-step table moved to Chapter 8; Chapter 3 keeps the comparison table, Google, Microsoft, and the citation-measurement figure, adds a short OpenAI box, and moves the other platforms to an end-of-chapter "Platform Files" section; GEO now means visibility in generative answers; the three service tiers carry outcome subtitles; added "This Book's Usage vs. Market Usage" and a practice chapter, "Ten Things a Business Can Do This Week." Data unchanged; no new numbers.The BookAtlaschecksums
- 1st edition, 7th revision2026-10-20 · Editorial board review: five AI editors reviewed the whole book so that no claim goes beyond its evidence (e.g. "changes during the field-test period" instead of "growth brought by IDAEO"; no counts of participating sites; measurement scope stated where a number first appears). Added a reading guide, a three-part wrap-up for every chapter, and closing sections "How This Book Grows" and "About the Author." English punctuation and dates now follow English style. Data unchanged; no new numbers.The BookAtlaschecksums
- 1st edition, 6th revision2026-10-20 · Published as a book: retitled "IDAEO: Marketing in the Age of AI," with the subtitle ID → IDA → AEO; the term IDAEO now gives its full English name (Identity-Driven Answer Engine Optimization; IDA = Identity Data Authority); released under CC BY 4.0, with a cover and PDF. Fixed punctuation in the Japanese Figure 2-5; figure text in the three translations is now readable by AI. Data unchanged.The BookAtlaschecksums
- 1st edition, 5th revision2026-10-19 · New Figure 2-5, "4 Ways AI Mentions You + the Final Gate," mapped to S1–S10; 5 new FAQs in Chapters 1, 2, 4 and 8. Data unchanged.The BookAtlaschecksums
- First Edition, fourth revision2026-10-15 · Renamed IDAEO: Principles of AI-Era Marketing, Simplified Chinese and Japanese now use their own typefaces with all 35 figures refined in each language, blueprint Google indexed pages corrected to 282,000, the 5,102 AI Agent visits counted separately and not included in any totalThe BookAtlaschecksums
- First Edition, third revision2026-10-15 · Figure 1-4 replaced by the IDAEO Traffic Atlas, Applebot and four others reclassified as search engine crawlers (totals unchanged), click any figure to view it full screenThe BookAtlaschecksums
- First Edition, second revision2026-10-14 · Claim Basis Table appendix (57 claims), cross-links with the author's TK Lin IDA, figure layout fixesThe BookAtlaschecksums
- First Edition, revised2026-10-13 · 35 figures (new Figures 1-4 and 3-10), two FAQs, corrections to figures and wording, mobile layout for the AtlasThe BookAtlaschecksums
- Atlas 1.1 (phone layout)2026-10-13 · Atlas only: phone layout and links back to the textbook. Content identical to the 1st edition.Atlaschecksums
- 1st edition2026-10-11 · First frozen release. Traditional Chinese went live on Oct 13; Simplified Chinese, English and Japanese were added the same day.The BookAtlaschecksums



