Introduction: The Rise of Voice in the Search Era As digital assistants become household staples—whether it’s Google Assistant, Siri, or Alexa—the way people search is changing fast. Instead of typing “best pizza near me,” users are asking, “Where can I get the best pizza nearby right now?” This shift from short-tail to long-tail, co