The Evolution Begins When we left off in Part 1, Google had established dominance through PageRank’s link-based authority system. But by the late 2000s, it became clear that even the most sophisticated link analysis couldn’t address the fundamental challenge we’d been tackling: understanding what users actually meant, not just what Read more
Introduction: A Pioneer’s Perspective In 1998, when I founded Engenium with a mission to deliver the right information to the right person at the right time, the search landscape was primitive by today’s standards. Our work with Latent Semantic Indexing (LSI) and vector-based information retrieval was revolutionary, we moved beyond Read more
Why We Do What We Do As search engines evolve at breakneck speed—with Google AI Mode appearing in 16% of searches, AI-powered platforms like Perplexity gaining massive user adoption, and ChatGPT transforming how people discover information—one thing has become crystal clear: traditional SEO approaches are no longer sufficient for eCommerce Read more
If you spend any time scrolling through LinkedIn these days, you’ll encounter a constant stream of posts about SEO and its ever-expanding alphabet soup of acronyms: GEO, AISO, AEO, and countless others. As someone who’s worked in search and information retrieval for over three decades and as Chief Strategy Officer Read more