Rising infrastructure costs are forcing Lobste.rs community members to quantify the actual impact of deployed AI tools. Most organizations have shipped features but lack concrete metrics for daily efficiency. Practitioners now face the difficult task of attributing specific productivity gains to AI versus general workflow improvements. This highlights a gap between rapid deployment and measurable ROI.