SGLang
Fast serving framework for large language models and vision language models.
- Status
- Generally available
- Last checked
- Checked · Oct 16, 2026
- License
- Open source
- Pricing
- Free tier · from $0
What it is
SGLang is a high-performance serving framework designed to efficiently deploy and run large language models and vision-language models, making it easier for developers to integrate AI capabilities into their applications.
SGLang stands out as an open-source, high-performance serving framework specifically optimized for large language models and vision-language models, offering developers the flexibility to deploy AI capabilities with low latency.
When it fits — and when it doesn’t
A good fit for
Developers looking to deploy large language and vision-language models efficiently.
Teams requiring low-latency inference for real-time applications.
Look elsewhere if
Projects that require a managed cloud service without self-hosting capabilities.
Applications needing frequent model updates where re-deployment is not feasible.
Known weaknesses
Each one links to the public issue, changelog or docs page it came from, where we have one.
- 01
Steep learning curve for non-C++ developers
Primary language is C++, which may be unfamiliar and challenging for developers accustomed to higher-level languages like Python or JavaScript.
- 02
Limited third-party integrations
The tool primarily supports its own ecosystem, with limited support for popular third-party tools and services, which can hinder seamless integration into existing workflows.
- 03
Complex setup process
Setting up the environment requires manual configuration of dependencies and resources, which can be time-consuming and error-prone for new users.
- 04
Documentation is sparse and not beginner-friendly
The official documentation lacks comprehensive guides and examples, making it difficult for beginners to understand how to use the tool effectively.
What it does well
High-performance serving of large language models and vision-language models.
Optimized for low-latency inference.
Supports both CPU and GPU deployment.
Pricing
- Free tier
- YesOpen source — free to use
- Paid from
- $0
- Model
- Flat rate
- Enterprise plan
- No
Pricing not independently confirmed — check the vendor’s page.
Performance benchmarks
How Fast Is It?
Set up SGLang
Setup steps, common gotchas and what to check after 30 days.
Get the badge
A small badge for SGLang’s README or site: its name, “Tracked on AI Navigator”, and the availability status and check month from this page. It updates as the catalog does.
Markdown
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