Rising infrastructure costs are forcing firms to quantify the actual impact of deployed AI tools. Many organizations now struggle to move beyond anecdotal success to concrete metrics. Lobste.rs users discuss the difficulty of isolating AI-driven efficiency from general productivity. This gap leaves practitioners without a clear framework to justify ongoing LLM spending.