AI increases the cost of weak assumptions, I changes the speed. An agent can generate dozens of recommendations, communications, summaries, and next steps in the time it once took to prepare one. That is useful when the underlying context is strong. When the context is stale, narrow, or overly dependent on internal records, automation can scale the wrong conclusion with impressive efficiency. This is not an argument against AI. It is an argument for preparing the intelligence environment that allows AI to contribute at a strategic level.