Developer Debugging & Vulnerability Scanner (Dev In A Box)

A tool that uses simulations to automatically find bugs and security vulnerabilities in code with high accuracy, helping developers root-cause issues and identify tech debt. Works like an automated code audit. Target: dev teams and security-conscious companies.

Static analysis and AI-assisted code review are genuinely crowded right now, with GitHub Advanced Security, Snyk, and Semgrep all competing hard for the same security-conscious dev team budget — so the differentiation has to come from the simulation angle, which is either a real technical moat or marketing language for something familiar. The $5k–$20k MRR range is plausible for a self-serve or light-touch sales motion if the tool surfaces actionable root causes rather than noisy vulnerability lists, since teams will pay for reduced triage time, not just detection. Unit economics depend heavily on whether this runs on-prem or cloud, because security buyers at companies large enough to care about tech debt systematically often have strict data residency requirements that kill SaaS-only products before the sales call ends. The single most likely failure mode is accuracy: if the simulation approach produces false positives at the rate of existing SAST tools, there's no reason to switch, and developer trust, once lost to alert fatigue, is nearly impossible to rebuild.