Understanding Inference and the Economics of Enterprise AI

Vista Equity Partners published an analysis of inference economics in enterprise AI, highlighting that inference costs—not training—now dominate AI spending as models scale, with enterprises facing up to 10x higher inference expenses than training for production workloads. The report urges CFOs and CTOs to adopt cost-optimized inference strategies, including model routing and quantization, to achieve sustainable ROI.