Best edge ai solutions tools in 2025

TensorFlow Lite

Lightweight framework for efficient AI model deployment on edge devices.

Syntiant

Advanced edge AI technology for smarter devices.

Apple Core ML

Machine learning framework that enhances app capabilities.

NVIDIA TensorRT

Optimizes AI model inference for real-time applications.

Tensorflow.js

JavaScript library for building machine learning models in web applications.

Exllama

Memory-efficient model for AI applications with quantized weights.

Banana

Efficient GPU resource management for AI model deployment.

Helicone

Monitor and debug large language model applications in real-time.

COG

Streamlined deployment of machine learning models across environments.