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Commercial considerations will shape AI search evolution as platforms figure out monetization beyond subscriptions. We're already seeing early experiments with citations including affiliate tracking, sponsored placements in AI responses, and premium content partnerships. The specific implementations will evolve, but the trajectory toward commercial integration seems certain.