For decades, the internet has been navigated through the lens of keyword-based search, a system that matches strings of text to a vast index of web pages. While revolutionary for its time, this model is rapidly being superseded by a more intelligent and intuitive paradigm. This evolution marks the rise of the Next Generation Search Engine industry, a sector defined by a fundamental shift...