Market Opportunity
Ship enterprise AI features with security, cost and compliance controls targets a $7.5B = 300,000 eligible enterprises (50+ employees) x $25,000 ACV total addressable market with medium saturation and a year-over-year growth rate of 30-40% - driven by LLM adoption and compliance spending.
Key trends driving demand: Centralized AI governance -- companies want single-pane policy enforcement across models and vendors, reducing audit complexity.; Hybrid hosting adoption -- enterprises prefer options to run models in private clouds or proxies to avoid data leakage and reduce API spend.; Model observability demand -- need for drift, bias and usage monitoring as models power revenue-impacting features..
Key competitors include Arize AI, Fiddler Labs, Truera, Cloud vendor native tooling (AWS Bedrock / SageMaker, Azure OpenAI + Purview), Internal tooling / spreadsheets / ad hoc scripts.