Model Hubs & Serving

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.

  1. 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.

  2. 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.

  3. 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.

  4. 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.

Open the setup guide →
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SGLang — tracked on AI Navigator

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