Enterprise AI coding and inference. Inside your perimeter
Run frontier AI coding and inference inside your own infrastructure with the model routing, governance, and cost controls enterprises require.
Trusted by 2100+ companies globally
Key features
Run self-hosted LLMs at a fraction of the cost
Data sovereignty
Your cloud. Your data. Your rules.
Open-source models run inside your cloud account – AWS, GCP, or Azure. Prompts, completions, and code never leave your Cloud.
Governance & guardrails
No rogue merges. No leaked secrets. No runaway spend.
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.
Cost visibility
See exactly who, what, and where your AI spend is going.
Per-developer, per-team, per-model, per-tag – in real time. Forecast spend before scaling. Stop discovering the invoice on the 1st.
Hybrid model routing
Stop paying architect rates for every task.
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.
Zero-friction migration
One command. From your existing AI tools.
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.
- Auto-detects every coding tool already installed
- Same SDK, same workflow – only the base URL changes
- Migrate MCP servers, skills, and config in one prompt
- Graduate to self-hosted with a single config flag
Kimchi Harness · Enterprise
Out-of-the-box connectors for the tools your engineers already use.
MCP-based integrations, context window management, persistent memory across sessions, spec-driven development workflows. A full-stack coding platform that never leaves your perimeter.
GitHub Enterprise
PRs, diffs, comments, status checks. Read-only or scoped writes.
GitLab
Full MR + pipeline integration. Self-managed instances supported.
Jira
Read tickets, link commits, create issues from PR findings.
Confluence
Spec docs, runbooks, ADRs — accessible during planning phases.
Slack
Notifications, DMs, channel triggers. Per-team routing rules.
Linear
Integrate with Terraform for infrastructure-as-Code-driven cluster onboarding.
Postgress / MySQL
Scoped queries against your DB for
RAG and analysis.
S3 / GCS / Azure
Document and artifact storage. Signed URLs handled internally.
Okta · SAML / OIDC
SSO and RBAC tied to your IdP. Group-based agent policies.
Vault / Secrets Mgr
Credential isolation. Agents never see raw secrets.
Datadog · Splunk
Log every prompt, completion, tool call to your SIEM.
Custom MCP
Any HTTP endpoint becomes a typed tool. @tool decorator.
Learn more
Additional resources
Docs
Getting started with LLM optimization solutions for AIOps
Learn how to optimize LLM performance and efficiency with Cast AI’s automated solutions.
Blog
LLM Cost Optimization: How to Run Generative AI Apps Cost-Efficiently
Discover how you can optimize LLM cost without sacrificing performance.
Docs
See the full list of our supported LLM providers
Explore the AI models and cloud platforms compatible with CAST AI’s LLM optimization solutions.
FAQ
Your questions, answered
Yes, once you cross ~$3-5k/month in inference spend. We model your break-even in the first call – most enterprises with 50+ developers are well past it. Below that, Kimchi Serverless is cheaper.
For execution-class tasks (code generation, refactors, tests, embeddings), open-source models match or exceed Sonnet on real workloads. For planning and complex reasoning, hybrid routing keeps closed models in the loop when you allow it.
SOC 2 Type II today. GDPR and DORA by design. HIPAA-ready architecture (BAA on request). FedRAMP Moderate in progress. Customer-specific audits supported.
Kimchi runs as a Kubernetes operator inside your cluster – autoscale, hibernation, monitoring are managed. Your team manages identity, network, and the underlying nodes. Most customers spend <1 SRE-day/month on ops.
Full air-gap is supported – every model, including fallbacks, runs inside your perimeter. No outbound calls, no telemetry, no model updates without your action. Deployable from a single signed bundle.
One config flag — change base_url fom api.kimchi.dev to kimchi.your-corp.io. . Same API, same SDK, same code. Most teams flip the switch in under an hour.
Can’t find what you’re looking for?
4.8/5 50+ reviews