Model servers
Launch a hosted model server on a GPU from the console, then chat with it directly from the Playground.
A model server runs a model of your choosing on a GPU instance the console manages for you — launch it once, then talk to it right from the console, the same way you would any other Playground model.
Launch a server
Pick model + offer
Launch
console provisions the GPU
Watch progress
logs while it loads
Chat
from the Playground
- 1Choose a modelPick the model to serve — an open-weights model, or one of your own fine-tunes.
- 2Choose a GPU offerPick an offer from the catalog to run the server on, sized for the model you chose.
- 3Launch and watch it loadThe console shows live launch progress and logs while the model loads onto the GPU.
- 4Chat with itOnce the server reports ready, open it in the Playground and start chatting — no separate integration step needed.
Manage running servers
A Model Servers list shows every server you have running, its status, and its logs. Delete a server when you're done with it to stop billing for the GPU underneath it.
Tip
A model server behaves like any other model in the Playground once it's up — pick it from the model selector and chat, same as a NevTan-hosted model. See Inference for NevTan-hosted models.
Note
Deciding between this and NevTan-hosted models? See GPU instance, model server, fine-tuning, or hosted inference?. Trying a fine-tuned checkpoint here is also how fine-tuning results get put to use.