Rising infrastructure costs are forcing Lobsters community members to quantify the actual impact of deployed AI tools. Many organizations have shipped features but lack concrete metrics to justify the spend. Practitioners now face the difficult task of measuring daily efficiency gains. This highlights a growing gap between rapid AI deployment and measurable business value.