Rising infrastructure costs are forcing firms to quantify the actual impact of deployed AI tools. Practitioners are now shifting from shipping features to estimating daily productivity gains. This transition reveals a gap in standardized metrics for enterprise AI adoption. Most organizations currently lack a concrete framework to justify these expenses.