AI production failures — provide MLOps pipelines, observability, and governance targets a $36.0B = 600,000 enterprises x $60K ACV total addressable market with medium saturation and a year-over-year growth rate of 25-35% CAGR driven by cloud adoption and enterprise AI spend.

Key trends driving demand: Enterprise AI adoption -- more teams moving from experimentation to production increases demand for robust MLOps.; Regulatory scrutiny -- explainability, audit trails, and model risk management force standardized governance tooling.; Shift to managed services -- companies prefer managed control planes to avoid building internal infra.; Composable ML stack -- enterprises pick best-of-breed components driving demand for integration-first platforms..