Data sovereignty, built in - not bolted on.
Kimchi gives you three ways to run models - and complete transparency about where your data goes in each one. You choose your sovereignty level per workload, instead of an all-or-nothing decision.
Pick a sovereignty level for every workload.
Data never leaves the Kimchi platform
Hosted by us, on our own GPUs.
- ›Runs on Kimchi-owned GPUs in France, Israel & the US
- ›Pretrained open-weight models only
- ›Nothing stored, no prompt ever reused
- ›No third-party or model-provider infrastructure
Data never leaves your environment
Maximum control, zero trust required.
- ›Same models, deployed in your own Kubernetes cluster
- ›Zero dependency on Kimchi infrastructure
- ›You control the exact physical processing location
- ›No trust extended to any third party - including us
Your key, your explicit data flow
The one mode where data leaves - by your choice.
- ›Connect OpenAI, Anthropic, Mistral & others
- ›Traffic goes directly to that provider, under their terms
- ›Kimchi doesn't intercept, store or alter it
- ›Surfaced clearly - never any ambiguity about the mode
Model origin isn't data destination.
Several of the strongest open-weight coding models come from Chinese labs - DeepSeek, Zhipu/GLM, Moonshot/Kimi, MiniMax. Open-weight means the weights are published and run entirely independently of their origin. On Serverless & Self-Hosted the model runs on our GPUs or yours - never the lab's. There is no network path from your data to DeepSeek, Zhipu, Moonshot or MiniMax. And we never train: no prompt, code snippet or output is ever used to tune any model.
once
& code
No training, ever. Kimchi is infrastructure, not a model trainer - pretrained models only.
Enterprise-grade by architecture - enforced structurally, not by a policy promise.
No data stored, no prompt reuse on Kimchi-operated infrastructure (Serverless & Self-Hosted).
Full auditability. You choose the mode, so the data flow is never ambiguous.
Sovereignty means control over where your data lives.
Need country-specific processing guarantees? Self-Hosted gives you that directly. Talk to us about the right mode for your workloads.