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.
| Feature | Guidance | Xinference |
|---|---|---|
| Deploy effort | Read-the-docs project | Under-an-hour setup |
| Health score | 84 · Excellent | 93 · Excellent |
| 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 | ★ 21,776 | ★ 9,592 |
| First released | 2023 | 2023 |
| Replaces | OpenAI API | OpenAI API, Hugging Face Inference Endpoints |
What are Guidance and Xinference?
Guidance
Guidance is a programming paradigm from Microsoft for steering language model output with interleaved generation, control flow, and constraints. It can run against locally hosted models to produce reliable structured results.
- Interleaved generation control
- Token healing
- Regex and grammar constraints
- Works with local models
Xinference
Xorbits Inference (Xinference) is a framework for serving language, embedding, image, audio, and rerank models with a single command. It exposes OpenAI-compatible APIs and supports distributed deployment across multiple machines.
- Serve LLMs, embeddings and images
- OpenAI-compatible API
- Distributed cluster support
- Built-in model registry
Guidance vs Xinference: key differences
Guidance is written in Jupyter Notebook, while Xinference is built with Python. Licensing differs — MIT for Guidance versus Apache-2.0 for Xinference. Guidance has the considerably larger community, at 21,776 GitHub stars versus 9,592. Xinference lists first-class Docker deployment; Guidance does not.
Why pick each one
Choose Guidance if…
- Precise output control
- Constrained structured generation
- Works with local models
Watch out for
- Paradigm takes learning
- API models limit features
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 9.6k 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.