Edge AI Hardware Development Services
Edge AI hardware development and on-device intelligence for low-latency, production-ready devices.
Edge AI Hardware & On-Device Intelligence
ZedIoT specializes in edge AI hardware and on-device intelligence, enabling real-time inference, optimized data processing, and reliable automation directly on devices. We integrate AI-capable MCUs, NPUs, and edge accelerators to deliver low-latency, low-power AI hardware for production-ready IoT systems.
End-to-End Edge AI Hardware Development
We deliver end-to-end edge AI hardware development for on-device intelligence, covering hardware architecture, embedded AI software, model optimization, and production-ready system integration.
Edge AI Hardware Architecture & Chip Selection
We design edge AI hardware architectures based on performance, power, and cost requirements, with ESP32-series MCUs commonly used for device control, connectivity, and lightweight on-device intelligence.
Embedded Software & On-Device AI Optimization
We develop embedded software and optimize on-device AI performance for edge deployment, including ESP32 firmware development using ESP-IDF to reduce latency, memory usage, and power consumption.
Edge AI Model Optimization & On-Device Acceleration
We optimize and adapt AI models for edge hardware through quantization, compression, and hardware-aware acceleration, ensuring models run efficiently on-device.
Device Connectivity, Security & OTA Integration
We integrate secure device connectivity, OTA update mechanisms, and edge-to-cloud communication to support long-term operation and maintainability of edge AI hardware.
Edge AI Hardware Use Cases
Edge AI Hardware Applications Across Industries
Industrial Edge AI
AIoT platform featuring industrial-grade hardware, enterprise software, it offers top-tier performance, security, and functional safety.
Robotics and Edge AI
Power the next generation of edge devices with the most advanced AI computer designed for energy-efficient autonomous systems.
Enterprise Edge AI
Unlock the full potential of edge computing with high-performance computing, remote management, and cutting-edge technologies.
Generative Edge AI
A tailored gateway development. Explore tutorials on text generation, multimodal models, and image creation.
Contact Us – Build Advanced Edge AI Hardware Today
Dedicated Edge AI Hardware Engineering Support.
1V1 Service
Direct Engineer-to-Engineer Talk
Rapid Response
Fast Technical Response & Iteration
Business Analysis
Hardware-Centric Requirement Analysis
Agile Progress
Agile Hardware & Firmware Dev Process