Market Opportunity
Secure sandboxing and tool control plane for local LLM agent workflows targets a $6.0B = 80,000 mid-large enterprises x $75k ACV, enterprise security/control plane for AI infra total addressable market with low saturation and a year-over-year growth rate of 40%+ adoption growth for enterprise AI infra and tooling.
Key trends driving demand: On-prem and hybrid LLM adoption -- quantized models and efficient inference make local deployments affordable, increasing need for secure runtime controls.; Explosion of agentic workflows -- frameworks like LangChain and agent products push more systems to call external tools, raising attack surface and policy needs.; Enterprise security-first procurement -- buyers require audit trails, IAM integration and data residency, favoring control planes over ad hoc scripts..
Key competitors include LangChain / LangSmith (ecosystem), OpenAI Enterprise / function calling, Weaviate, In-house container sandbox + IAM (workaround).