Prevent LLM mangled configs with a deterministic CLI file editor

Prevent LLM mangled configs with a deterministic CLI file editor targets a $4.5B = 1.5M engineering orgs x $3K ACV. Assumes the buyer is small and mid size companies with active engineering teams and willingness to pay for dev tools at annual team pricing. total addressable market with medium saturation and a year-over-year growth rate of 20-30% CAGR for developer tools and automation categories, with AI enabled dev tooling growing faster.

Key trends driving demand: GitOps and IaC adoption -- more config as code increases the frequency and business impact of config edits, creating demand for safe editing tooling; LLM developer tooling adoption -- teams are experimenting with model driven code and config changes, increasing need for deterministic wrappers; Shift left automation -- increased CI checks and automated PR workflows raise the value of tools that produce auditable, testable patches; Security and compliance focus -- organizations require auditable change history for configs, making human readable diffs insufficient.