Safely run AI agents on production infra by sandboxing and generating IaC

Safely run AI agents on production infra by sandboxing and generating IaC targets a $10.8B = 1.2M engineering teams × $9K ACV total addressable market with medium saturation and a year-over-year growth rate of 12% CAGR (cloud infrastructure automation & devops tooling market growth, multiple industry analyses).

Key trends driving demand: Shift-left and GitOps adoption is increasing — teams want to test infrastructure changes earlier and automate promotion to production, creating demand for faithful sandboxing.; AI models now produce higher-quality code and diffs — this enables AI-assisted change generation and validation workflows that were previously error-prone.; Cloud providers and K8s tooling now make ephemeral, policy-constrained clones affordable — lowering the economic barrier to sandboxing production-like environments.; Security and compliance requirements are tightening — organizations need audit trails and guarded automation which favors products that include governance and lineage..