Embedded Systems and AI/ML Services

Service Overview

NexSilicon Labs delivers comprehensive embedded systems and AI/ML engineering solutions that bridge hardware and software to create intelligent, connected products.

Our expertise spans firmware development, real-time operating systems, device drivers, AI/ML algorithm optimization, and edge computing implementations across automotive, IoT, industrial, and consumer applications.

We specialize in developing resource-efficient embedded solutions that integrate advanced AI/ML capabilities for edge inference, enabling smart decision-making without cloud dependency. From microcontroller-based systems to complex multi-core SoC platforms, our teams deliver optimized embedded software, hardware-software co-design, and AI acceleration that maximize performance while minimizing power consumption.

Key Capabilities

Embedded Software Development

Firmware design including bare-metal programming, RTOS implementation (FreeRTOS, Zephyr), bootloader development, and driver creation for ARM Cortex, RISC-V, and custom architectures.

Linux & Android BSP Development

Custom kernel development, device tree configuration, U-Boot customization, Android HAL implementation, and system optimization for embedded platforms.

AI/ML Model Optimization

Model quantization, pruning, and optimization for edge deployment using TensorFlow Lite, PyTorch Mobile, ONNX Runtime. Integration with NPUs, TPUs, and DSPs for efficient inference.

Edge AI & TinyML

Ultra-low-power AI solutions for microcontrollers enabling on-device inference for computer vision, audio processing, and sensor fusion.

Hardware-Software Co-Design

Integrated approach optimizing hardware selection with software architecture for optimal performance, power efficiency, and cost-effectiveness.

Real-Time & Safety-Critical Systems

Deterministic real-time systems meeting ISO 26262 (automotive), IEC 61508 (industrial), and DO-178C (avionics) standards.

Benefits of Embedded Systems and AI/ML Services

Future-Ready Embedded Systems

Proven flows and experienced teams compressing development schedules for faster product launches

Intelligent Edge Processing

Deploy AI directly on devices enabling real-time decisions, reduced latency, enhanced privacy, and cloud-independent operation.

Optimized Performance

Hardware-software co-design maximizes performance while minimizing power, memory footprint, and system cost.​

Faster Time-to-Market

Experienced teams, reusable components, and proven methodologies accelerate development and reduce integration risks.

Scalable Solutions

Modular architectures enable easy feature additions, OTA updates, and seamless platform migration.

Industry Expertise

Comprehensive knowledge across automotive, industrial IoT, medical, consumer electronics, and telecommunications.

Access world-class Embedded Systems and AI/ML capabilities, and proven methodologies that deliver first-time-right silicon.