Open-source models run inside your cloud account on AWS, GCP, or Azure. Prompts, completions, and code never leave your Cloud.
Closed APIs send every prompt, every file, every secret to data centers you don't own and to jurisdictions you may not be allowed to ship to.
Every model, primary and fallback, runs inside your VPC. Air-gappable end to end. Nothing phones home. You decide what crosses the boundary; the default is nothing.
Kimchi Enterprise adds identity, audit, and compliance controls on top of a VPC-native architecture. Your data stays inside your perimeter, and you have the proof points to back it up.
Every coding agent in your org routes through the Kimchi Proxy. Budgets, PII filtering, usage metrics, and an approved skills registry are enforced before requests hit a model and surfaced in the Kimchi web app.
Per-developer, per-team, per-model, per-tag in real time. Forecast spend before scaling. Stop discovering the invoice on the 1st.
Use a powerful model for reasoning, route execution to cheaper self-hosted open-source models. Hybrid mode keeps the best of both worlds, and the routing decision is automatic.
Architecture decisions, complex debugging, long-context analysis, routed to Claude / GPT-5 when the team allows external calls.
Code generation, refactors, tests, and embeddings run entirely on your GPUs at a fraction of the cost. Default for sensitive tasks.
kimchi setup auto-detects Claude Code, Cursor, Continue, VS Code, Windsurf and migrates the endpoints automatically. OpenAI-compatible API. No code changes required. Start on Kimchi serverless, graduate to self-hosted whenever compliance or cost demands it.
MCP-based integrations, context window management, persistent memory across sessions, spec-driven development workflows. A full-stack coding platform that never leaves your perimeter.