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AI cost is not only model pricing. It grows through oversized inputs, long outputs, retries, and agents that keep expanding scope. Teams need stop rules and outcome review, not only a request to use less.
Enterprise AI search or knowledge tools do not save money just because they consolidate things. Compare current costs, rollout costs, cancellable items, and measurable outcomes before buying.