Why I Always Believed Google Would Win the AI Race

I’ve always believed Google (Alphabet) would ultimately win the AI race — not because they’d have the flashiest model every week, but because of deep structural advantages that matter in a capital-intensive, multi-year war.

The market is now reflecting exactly that. Here’s the full thesis that has held up extremely well.

The Core Thesis (written more than a year ago)

1. They own their own compute (TPUs + custom silicon)
2. They don’t need to raise money — massive cash flow + ad revenue moat
3. They already have a huge enterprise business
4. No painful revenue-share drag with partners
5. Raw model quality matters less than integration, distribution, and scale

This was never a “best model on the leaderboard wins” game. It’s a game of attrition, economics, and distribution.