Rising infrastructure costs are forcing firms to quantify the actual productivity gains of deployed AI tools. Practitioners on Lobste.rs report a gap between shipping features and measuring tangible business impact. Most organizations lack a standardized framework for this analysis. This struggle highlights the disconnect between rapid technical adoption and sustainable corporate accounting.