Prevent LLM induced config breakage with a deterministic CLI and MCP editor

Prevent LLM induced config breakage with a deterministic CLI and MCP editor targets a $4.0B = 2,000,000 dev organizations x $2,000 ACV. Rationale: target orgs with active dev or DevOps teams globally who would pay a small team tier for tooling that reduces config breakage and rework. total addressable market with medium saturation and a year-over-year growth rate of 10-18% estimated growth in developer tooling and DevOps tool procurement as orgs adopt more automation and IaC.

Key trends driving demand: LLM adoption in dev workflows -- more developers using LLMs to generate patches increases frequency of machine authored edits and the risk of incorrect changes.; Rise of infrastructure as code -- more frequent, structured config changes raise the cost of mistakes and increase demand for safe, deterministic editing tools.; Shift to automation-first CI/CD -- teams prefer automated gates and deterministic apply steps to reduce manual review bottlenecks.; Standardization on git workflows -- integrations that produce safe, reviewable patches fit naturally into existing PR driven pipelines and get adopted faster..