Guidance vs Xinference
A side-by-side comparison of two self-hosted self-hosted ai options — licensing, setup difficulty, resource needs, and what each one replaces.
Not the right match-up?
Guidance
Constrained generation language for controlling LLMs
VS
Xinference
Distributed inference framework for LLMs and embeddings
| Feature | Guidance | Xinference |
|---|---|---|
| Category | Self-Hosted AI | Self-Hosted AI |
| License | MIT | Apache-2.0 |
| Language | Jupyter Notebook | Python |
| Setup difficulty | Medium | Medium |
| Min. RAM | 8,192 MB | 8,192 MB |
| Deployment | source | docker, kubernetes, source |
| GitHub stars | ★ 21,706 | ★ 9,483 |
| First released | 2023 | 2023 |
| Replaces | OpenAI API | OpenAI API, Hugging Face Inference Endpoints |
Why pick each one
Choose Guidance if…
- Released under the MIT license
- Mature project with 21.7k GitHub stars
- Written in Jupyter Notebook
Choose Xinference if…
- Released under the Apache-2.0 license
- First-class Docker support for quick deployment
- Kubernetes-ready with Helm charts available
- Mature project with 9.5k GitHub stars
Frequently asked questions
Is Guidance or Xinference better?
Neither is universally better. Guidance has the larger community; both share a medium setup difficulty, so the decision comes down to features and licensing.
Are Guidance and Xinference free and open-source?
Yes. Guidance is licensed under MIT and Xinference under Apache-2.0. Both can be self-hosted at no software cost.
Can I run Guidance and Xinference with Docker?
Guidance: check the project docs for container support. Xinference: yes.