Central governed observability for local-first AI in regulated teams

Central governed observability for local-first AI in regulated teams targets a $6.0B = 30,000 regulated enterprises globally x $200K ACV total addressable market with low saturation and a year-over-year growth rate of 25% annual growth in model governance and MLOps spend.

Key trends driving demand: Multi-vendor model adoption -- organizations are using hosted APIs plus local models which fragments telemetry and increases demand for cross-vendor visibility.; Local-first inference growth -- more sensitive workloads run on-prem or edge, creating the need for centralized governance of distributed runtimes.; Regulatory scrutiny rising -- regulators and auditors require auditable trails and explainability for models used in regulated decisions..