Enterprises that once rewarded employees for maximizing AI usage are now discovering how quickly token costs can spiral. As finance leaders tighten budgets, AI pilots are being judged on workflow‑level outcomes, model routing discipline, and whether they actually improve delivery, code quality, and ERP operations—not just how many tokens they consume.
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