Safe sandboxed infra cloning to let AI agents run and generate IaC

Safe sandboxed infra cloning to let AI agents run and generate IaC targets a $7.2B = 180,000 mid+size engineering orgs × $40K ACV (platform tooling and infra automation spend) total addressable market with medium saturation and a year-over-year growth rate of 12% YoY — cloud infrastructure automation and platform engineering tools growth (industry estimates and cloud spend trends).

Key trends driving demand: Platform engineering centralization is consolidating tooling — this creates demand for platform-grade automation that can be safely delegated.; AI-assisted development and code generation are improving accuracy for infra code, enabling higher-trust automation workflows.; Shift-left testing and ephemeral environments are becoming standard, making sandbox clones an expected capability for mature teams.; Cloud-native complexity (Kubernetes, multi-cloud networking) increases manual toil, raising the value of tools that reduce human error..