Rising infrastructure costs are forcing Lobste.rs community members to quantify the actual productivity gains of deployed AI tools. Most organizations lack standardized metrics to justify these expenditures. Practitioners now face the difficult task of attributing specific efficiency wins to AI versus general process improvements. This highlights a gap between rapid deployment and measurable ROI.