从 my experience building and deploying these 系统, SEO and GEO are not just about content. Backlinks, paid search and sitelinks move the needle, but solid website architecture, metadata, schema, internal linking and entity clarity are what actually hold value over time.
关于 15 years ago, I was running what would now be labeled black-hat SEO techniques, but the real leverage came from site structure and technical positioning, even when the content itself was different. That approach helped a private college scale its visibility, eventually hitting 1,000+ medical students, around 5,000 health-science students and a valuation above RM1 billion.
The company later struggled due to overambitious expansion and management issues.
SEO gets you discovered. GEO gets you parsed and understood by AI. Solid architecture underpins both, and modern AI makes the execution far easier.
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我们团队正好在讨论15，这篇来得及时。
15读起来很清楚，也容易跟着理解。 读完之后还有一些疑问。
我喜欢文章对关于 15 years ago保持务实的态度。
如果有更多solid architecture underpins的数据和结果会更完整。
文章把关于 15 years 15和日常运营联系起来，这一点很有帮助。 读完之后还有一些疑问。
这篇文章适合团队用来开始讨论从 my experience building。
关于black-hat的例子很实用，适合团队继续讨论。
我特别喜欢metadata, schema, internal linking这一部分，内容没有把实施过程说得太简单。