Rising infrastructure costs are forcing firms to quantify the actual impact of deployed AI tools. Practitioners on Lobste.rs report a gap between shipping features and proving efficiency gains. Most organizations lack standardized metrics for daily productivity. This struggle highlights the disconnect between rapid tool adoption and concrete business value measurement.