Founder, Canlah AI. Marketing for the agentic era. AI search / GEO experiments, evidence and lessons from the field.
Joined February 2023
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Of the URLs Google AI Mode cited, 40.6% sat in Google's top ten for the same question. For ChatGPT: 7.2%.
Same 60 Singapore buyer questions, 526 citations logged.
So if ChatGPT isn't reading Google's top ten, what is it reading? 🧵
Buyers ask ChatGPT who to pick. It names a few companies and cites a few sites.
Analytics can't show that moment.
We're building a Chrome extension that shows who each answer names, and why. Every result opens to the AI's own words.
Get an early-access code + install from the
今天 1024 程序员节。送营销人一份不用写代码的「编程」：把团队里做得最好的那个人怎么干活，写成一份 AI 照着干的文件。这就是 Skill。
《AI 数字营销实战》第 19 章专讲这件事，拆 4 条 🧵
① 一个 SKILL.md 写清：用途、用户要提供什么、步骤、输出格式、硬规则、人在哪一步把关。同一个 ZIP，Claude 和 ChatGPT 两边都能装。
没想清楚的流程别急着写成 Skill，它只会让错误跑得更快、更稳。
Today we released a 1,100+ page marketing textbook, free. It's in Chinese, for founders who sell to the US and Europe but think in Chinese.
21 chapters. 63 exercises with practice data and answer keys. 160+ worked examples that are real ChatGPT, Codex and Claude runs.
One stance runs through all of it: AI researches and drafts, you direct.
No promise of headcount savings or rankings. Every number labelled by source type, with 100 key outside figures collected in Appendix D.
If your team works in Chinese, or your clients do, it's yours:
canlah.ai/ai-marketing-book/…
我们把一本 1,100 多页的中文营销书免费放出来了：《AI 数字营销实战》。
21 章，63 道练习，160 多份例题是 ChatGPT、Codex、Claude 真跑的输出。每个数字标了性质，核不到原文的不写。
不卖课，不承诺排名。建议先收藏，按章慢慢看 🧵
Of 47 reachable cross-border DTC brand sites we audited, brands with product, review and Q&A structured data all in place: 0.
Brands already carrying a Google UCP checkout manifest: 25.
The pipe is connected. The shelf is empty. 🧵
3/ How we kept ourselves honest: we traced 60 candidate claims to their primary sources before writing. 20 passed unchanged, 18 needed a corrected number, 15 were downgraded, and 7 were deleted because the source never said it.
4/ Marketing in the Agent Era: 72 pages, full text open on the web, no gate. The 18-page Field Handbook pulls one claim per page.
canlah.ai/whitepaper/?utm_so…
