Alphabet will invest up to $190 billion in AI and cloud infrastructure through 2026. CEO Sundar Pichai reports that users frequently return to search after using AI Overviews. Spending will rise again in 2027. This massive capital expenditure confirms Google is prioritizing hardware scale to maintain its search dominance against emerging competitors.