CTO at Beansmile · Product and engineering practitioner
Thirteen years across commerce, cross-border systems, and AI products. Now focused on enterprise GEO consulting services.
BeanInsight is built and live. I am using the GEO section and notes to look back at how it grew from a question into a working product.
The product is built and live. Each improvement is bound to a project, a monitored question, an AI platform, and a verification criterion; the notes document the journey.
From B2B sites and cross-border commerce to AI and GEO, these projects shaped how I work today.
2013 — now · 30+ projects · 13 years · 21+ clients · 5+ countries
Google · 美赞臣 · 滴露 · 杜蕾斯 · 大众 · 三只松鼠 · 东京中央拍卖所 · 环球 · 唯普汽车
GEO notes cover how the product is built, how evidence is found, and how results change the next action.
How a browser extension can use an operator's existing login to assist publishing while verifying the account, state, public URL, and uncertain outcomes.
How a GEO article moves from a user question and brand evidence through briefing, review, publishing, and retesting into an ongoing workflow.
How a GEO knowledge base turns brand files into traceable evidence while protecting retrieval, disclosure, and verification boundaries.