Alphabet’s non-linear upside is not “more queries,” but more monetizable outcomes per query. If it converts more commercial intent into in-product completions (booking/buy/call/claim) with strong verification and low fraud, it can defend ad yield while adding incremental transaction-style revenue. Cloud can compound as enterprises buy AI infrastructure + security, and custom silicon efficiency can help offset the industry-wide compute bottleneck. The
multiple is supported if the market sees (1) stable Search/YouTube
unit economics through the UI shift and (2) Cloud as a durable second profit pool rather than a capacity-constrained treadmill.