Shift-left OWASP audits per file using an AI code command

Shift-left OWASP audits per file using an AI code command targets a $6.0B = 2.0M software teams x $3K ACV. Assumes global addressable teams (startups to enterprises) who would pay for a developer-first security audit assistant at mid-tier pricing. total addressable market with medium saturation and a year-over-year growth rate of 12-18% annual growth in developer security tooling and SAST/SCA combined, driven by shift-left adoption and cloud-native development..

Key trends driving demand: Shift-left security -- Developers and orgs move security earlier in the lifecycle, creating demand for in-editor and pre-commit checks.; LLMs in IDEs -- Tools like Claude Code used by developers enable contextual per-file analysis and natural language remediation guidance.; Supply-chain and SDLC regulations -- Increased regulatory scrutiny and buyer emphasis on secure development lifecycle practices drive procurement.; Developer productivity demand -- Teams prefer actionable, low-noise findings tied to code changes rather than large noisy scans..