Market Opportunity
Secure, cost-controlled enterprise AI features for workflows targets a $40.0B = 500k target enterprises x $80k ACV. Target enterprises are firms adopting AI features with team-level AI budgets and security/compliance requirements. total addressable market with low saturation and a year-over-year growth rate of 35-50% annual growth in enterprise AI governance and MLOps spending as LLM integration accelerates.
Key trends driving demand: LLM adoption -- rapid integration of language models into business apps creates new security and cost control needs; Shift to private hosting and multi-cloud -- enterprises want model isolation and control, increasing demand for routing and policy layers; Regulatory scrutiny -- data protection and auditability mandates force teams to adopt governance tooling before deployment.
Key competitors include OpenAI Enterprise, Microsoft Azure OpenAI Service, Immuta, Databricks (Unity Catalog + ML infra), Anthropic / Claude for Enterprise.