Prevent sloppy "vibe coding" by enforcing Socratic planning before AI writes code

Prevent sloppy "vibe coding" by enforcing Socratic planning before AI writes code targets a $4.8B = 1.6M engineering teams × $3,000 ACV (developer tooling + DevSecOps guardrail spend per team) total addressable market with medium saturation and a year-over-year growth rate of 18% YoY (IDC and Stack Overflow estimates for developer tools and AI-assisted dev tooling growth).

Key trends driving demand: LLM-driven development — developers are adopting AI assistants rapidly, creating demand for workflow-level guardrails before generation.; Privacy and local execution — companies prefer local or on-prem enforcement for sensitive code, creating opportunity for local-first tools.; Shift-left security and architecture — teams want to bake security and design discipline into development earlier, increasing willingness to pay for pre-generation checks.; Open-source adoption for dev tooling — open-source reference implementations accelerate trust and community contribution while enabling commercial extensions..