The open source AI revolution has democratized access to sophisticated language models. However, analysis of 47 enterprise deployments reveals organizations underestimate true costs by 340-580%. This article dissects hidden cost categories including infrastructure ($50K-500K initial), personnel ($380K annually minimum), and operational overhead (2.3x initial cost over three years). Break-even occurs only at 50+ million tokens daily.