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.
Three Modes - You Choose
Pick a sovereignty level for every workload.
Data never leaves the Kimchi platform
Hosted by us, on GPUs Kimchi operates.
- Runs on GPU capacity Kimchi manages 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
- Runs in your VPC on AWS, GCP, Azure, or on-prem. One config flag to switch from Serverless.
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
Where the Models Come From
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.
Across All Three Modes
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 infrastructure Kimchi operates (Serverless & Self-Hosted).
Full auditability. You choose the mode, so the data flow is never ambiguous.