Prevent sloppy AI-driven coding by enforcing a Socratic planning and validation layer

Prevent sloppy AI-driven coding by enforcing a Socratic planning and validation layer targets a $5.6B = 4M development teams × $1.4K ACV (annual tooling & security spend per team) total addressable market with medium saturation and a year-over-year growth rate of 20% YoY — developer tools and application security demand driven by LLM adoption and reported in industry analyses of dev tooling and application security markets.

Key trends driving demand: LLM adoption in development workflows is accelerating — this creates demand for governance and validation layers to maintain code quality.; Shift to local and on-prem tooling for security-sensitive workloads — this opens opportunity for local-first middleware that does not send raw prompts offsite.; Composability and prompt orchestration frameworks are maturing — these lower development costs for building integrated validation and planning flows.; Open-source-first developer tools see faster adoption across SMBs — a permissive open core with paid enterprise features can rapidly build market share..