Thesis
Alphabet is still one of the best-positioned AI-era compounders because it owns both mass consumer distribution and the compute stack behind monetization, so even if AI compresses some software value, Alphabet can recapture it through higher-intent ads, cloud AI, security, and transaction layers; the debate is returns on capacity, not relevance.
Last Economy Alignment
Alphabet benefits as cognition gets cheaper because it controls default discovery surfaces, advertiser demand, and hyperscale AI infrastructure. The main cap on the score is that agents and regulators can weaken classic Search toll booths.