GPU & Compute

Speedster

Automatically optimize deep learning models for maximum inference speed on your hardware.

Status
UnmaintainedNo commits in 765 days.
Last checked
Checked · Oct 13, 2026
License
Open source
Pricing
Free tier · from $0

What it is

Speedster is an open-source tool that automatically applies state-of-the-art optimization techniques to achieve the fastest possible inference speeds on any given hardware. It's ideal for developers and data scientists looking to enhance model performance without manual tuning.

Speedster stands out by offering automated, state-of-the-art optimizations tailored to specific hardware, making it an ideal choice for developers looking to achieve maximum inference speed without manual tuning.

When it fits — and when it doesn’t

A good fit for

  • Teams needing to deploy deep learning models with maximum inference speed on specific hardware

  • Projects where manual optimization is not feasible due to time or resource constraints

  • Developers working on edge devices who require optimized model performance

Look elsewhere if

  • Scenarios requiring real-time streaming data processing (batch-only architecture)

  • Budget-constrained projects that cannot afford the computational resources for extensive optimization

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited hardware support beyond common configurations

    Documentation lacks details for exotic or less popular hardware setups

  2. 02

    Performance gains not guaranteed across all models and frameworks

    Some user reports show minimal improvement on certain types of neural networks

What it does well

  • Automated application of state-of-the-art optimization techniques

  • Support for multiple deep learning frameworks

  • Optimization tailored to specific hardware

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 Speedster

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
Get the badge

A small badge for Speedster’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.

Speedster — tracked on AI Navigator

Markdown

[![Speedster — tracked on AI Navigator](https://navigateaitools.com/badge/speedster.svg)](https://navigateaitools.com/explorer/tool/speedster)

HTML

<a href="https://navigateaitools.com/explorer/tool/speedster"><img src="https://navigateaitools.com/badge/speedster.svg" alt="Speedster — tracked on AI Navigator" height="58"></a>