Mechanical enforcement for AI coding agents - making agents reliable in dev workflows

Mechanical enforcement for AI coding agents - making agents reliable in dev workflows targets a $6.0B = 500k engineering orgs x $12k ACV, target is orgs with engineering teams who will adopt agent enforcement in 3 years total addressable market with low saturation and a year-over-year growth rate of 30% annual growth in AI developer tooling and DevOps automation adoption.

Key trends driving demand: AI agent adoption -- more teams run autonomous agents for routine coding tasks, increasing need for governance; Shift-left security -- security and compliance checks are being moved earlier into pipelines, enabling enforcement integration; Observability in dev workflows -- teams expect telemetry and traceability for automated changes, creating demand for enforcement telemetry.