Code Audit & Optimization Planner

A tool that uses powerful AI models to analyze your codebase and create execution plans optimized for cheaper models. Developers pay per audit to get a detailed roadmap for refactoring, improving performance, or reducing technical debt without expensive model calls.

AI coding tools are proliferating fast, but the cost of running large frontier models against big codebases is a real pain point that's getting louder as teams scale their AI usage — the "use a cheap model for execution, expensive model for planning" pattern is genuinely emerging in how developers are thinking about AI workflows. No clear incumbent owns this specific niche, though tools like CodeClimate handle static analysis and technical debt tracking without the AI planning layer. The per-audit pricing maps reasonably to the revenue band — a few hundred dollars per audit with modest volume gets you there, and developers are already accustomed to paying for one-time code review services. The biggest risk is that this becomes a feature inside a larger IDE extension or gets absorbed by GitHub Copilot or Cursor rather than sustaining as a standalone product, leaving the ceiling very low for anyone who doesn't move fast to build switching costs.