AI General
All things AI: AI visibility, AEO, crawler observation and field measurements.
25 articles
H3 HappyDay: type one sentence, AI makes the video. Free until Nov 6.
Type one sentence, and AI makes you a short video with sound. It's free right now. Make as many as you like. Only until …
#AppleToken#GPUtw.ai#H3#AI影片#HappyDay
SEO, AEO, GEO, LLMO — Which One Do You Need? The IDAEO Symptom-Diagnosis and Acceptance Framework
Being read by AI at scale is not the same as being recalled when someone asks. Use a symptom table to decide your next m…
#AI行銷#AEO#GEO#LLMO#SEO#IDAEO#AI能見度
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#SEO#實體消歧#llms.txt
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#AI 引用#schema.org#可查證
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#crawl-index-cite#實體消歧#anchors
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
X Cold-Start Playbook
Under 1000 followers, X lifts one original post to rank 16 per request. Keep one flagship live; mutual replies pay most.
#推薦演算法#冷啟動#創作者手冊#社群營運#帳號成長
The Price of Your Actions
X prices actions: link-copy shares earn 20 points, reports cost −234 points; negative signals cost 8.5 times more.
#推薦演算法#社群演算法#互動權重#社群營運#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
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
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
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
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
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
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
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
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