What is a local model?

Definition

A local model is downloaded or deployed into a user-controlled environment such as a personal computer, workstation, private server, or local cluster. A compatible runtime loads the model and performs inference without requiring every prompt to reach a remote provider.

Local control can improve privacy, offline availability, customization, and cost predictability, but it transfers operational work to the user. Hardware capacity, model licensing, security updates, storage, and performance tuning become local responsibilities.

ELI5

A local model is an AI model stored and run on hardware controlled by the user or organization. Prompts do not need to be sent to a hosted model provider for every response.

For example, a company can run a document model on a private server so sensitive files stay inside its environment. The company then becomes responsible for hardware, security updates, model licenses, storage, and performance.

Acronyms and aliases

locally hosted model variant

Frequently asked questions

Is a local model always open source?

No. Model files may be downloadable while training code, data, architecture details, or license rights remain restricted.

What determines whether a model can run locally?

Model size, quantization, available memory, processor support, context length, and the required speed and workload all matter.

Videos explaining local model