Rising infrastructure costs are forcing enterprise leaders to quantify the actual impact of deployed AI tools. Practitioners currently lack a standardized framework for measuring daily productivity gains against operational spend. This gap creates tension between shipping features and proving ROI. Most organizations rely on anecdotal evidence rather than concrete metrics.