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Develop and Optimize AI
for any Edge Device

On-premise and Cloud Solutions for Edge AI Developers

Trusted by industry leaders and research partners

Develop Edge AI for any use case and any device

Compatible with leading frameworks and hardware platforms

Supported frameworks

from embedl import *
Deployed in cloud Deployed on premise

Supported hardware platforms

Discover our
benchmark results

A selection of our optimization results across different model and hardware targets.

Our features for developing
efficient on-device AI

Tools that fits any team size and skill level

CLOUD

Embedl Hub

Web platform for optimizing and benchmarking on remote edge devices.

pip install embedl-hub
Get started

Quantization

Quantize your model for lower latency and memory usage.

Compilation

Compile model for execution on AI accelerators on your target devices.

Benchmark performance

Benchmark latency and memory usage on real devices in the cloud.

Experiment tracking

Analyze and visualize your experiments on the web.

Remote Premium Devices

Quantize your model for lower latency and memory usage.

Layer-wise PSNR

Compute and visualize PSNR for each layer output in the entire neural network.

On-device benchmarks

Explore performance metrics of popular deep learning models.

Community access

Be part of our Edge AI community and talk directly to our engineers.

ON-PREM

Embedl SDK

Deploy faster, lighter deep learning models without losing accuracy.

pip install embedl-sdk
Get started

Adaptive Quantization

Automatically adjust [model] precision layer by layer to reduce size and latency while preserving accuracy.

Latency-Constrained NAS

Automatically design and fine-tune architectures to meet strict latency targets with improved accuracy.

Hardware-Aware optimization

Tune precision and structure to match your target hardware for maximum performance and efficiency.

Transparent, Source-Available Toolkit

Work with a transparent, source-available SDK that gives you full flexibility and long-term control.

Visual Performance Insights

Inspect your models, track metrics, and compare optimization results directly inside the SDK.

Full On-Premise Control

Keep your models, data, and IP secure by running all optimizations within your own infrastructure.

Onboarding Workshops

Learn practical techniques for quantization, pruning, and hardware-aware optimization to get the most out of the SDK from day one.

Expert Support

Collaborate directly with our optimization experts to achieve best-in-class performance across hardware targets.

Target domains for scalable Edge AI deployments

Enabling embedded intelligence for any use case

SDK
Car
AUTOMOTIVE
SDK
Drone
DEFENSE
HUB
SDK
Robot
ROBOTICS
HUB
SDK
Robot
INDUSTRIAL AUTOMATION
HUB
IoT
INTERNET OF THINGS
HUB
Computer and a mobile phone
PC AND MOBILE

Awards

1-Oct-26-2025-07-52-27-8571-PM

Outstanding innovation honored by the Swedish Royal Academy.

NyT 33 List

One of Sweden's 33 most promising tech startups.

HiPeac

Excellence in high-performance and embedded computing.

TECHARENA

Top 100 Startups in the Tech Arena Startup & Scaleup competition.

I4MS

European leader driving industrial digital transformation

CBS Insights

Global ranking of the top 100 most promising private AI startups worldwide.

Compiled notes from the team

Stay updated on Embedl’s latest insights and industry events.

Get started with Embedl

Start developing and optimizing your edge AI models.