The Hidden Operational Costs of GenAI Products: Lifecycle, Risk, and Long-Term Maintenance

An analysis of the economics behind Generative AI products, exploring why initial cost estimates fall short and how businesses can plan for sustainable GenAI operations. The question “How can a text conversation cost this much?” is now being asked frequently by CTOs and finance teams as AI initiatives move from controlled pilots into full-scale production environments. The misalignment stems from the fact that GenAI solutions behave differently from known application models, which users expect to have predictable, flat operating costs.