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.
