Detect and block AI scope‑creep in code editors before changes occur

Detect and block AI scope‑creep in code editors before changes occur targets a $4.8B = 2M software development teams × $2,400 ACV (developer guardrails & tooling across orgs) total addressable market with medium saturation and a year-over-year growth rate of 20% YoY — based on developer-tools and DevSecOps growth combined with rapid LLM adoption in IDEs (industry reports and Stack Overflow trends).

Key trends driving demand: Rapid adoption of AI coding assistants — more developers use LLMs inside IDEs, which increases need for in-editor guardrails and policy controls.; Enterprise focus on software supply-chain security — organizations are investing in tools that provide audit trails and enforceable policies, creating willingness to pay for prevention.; Shift-left security and developer-first tooling — teams prefer security that integrates into the IDE and workflow rather than slow, post-commit scanners.; Demand for explainability and actionable feedback — teams want tools that explain why a change was blocked so developers can iterate without losing speed..