These days, smart hardware is more than just connected; it can sense, make decisions, and adjust. AI integration raises the bar for compute, power, and system architecture while opening up new product categories for edge devices and companion apps. CoBuild Labs assists teams in delivering AI-enabled products that function beyond demos — across firmware, electronics, and manufacturing.
Select an appropriate location for inference
Dedicated NPU, edge MCU, and cloud all trade latency, privacy, and BOM costs in different ways. On-device models sized by firmware engineering with flash and RAM budgets set during PCB design are frequently required for battery-powered wearables. Our PCB checklist aids in matching silicon selection to model specifications. Read our IoT firmware guide for power-state planning.
Pipeline of data from sensors to models
Before inference, calibrated drivers, synchronized sampling, and preprocessing are required for microphones, cameras, IMUs, and environmental sensors. Combine software development and edge firmware for OTA model updates, cloud training pipelines, and labeling workflows. Enclosure windows from mechanical engineering affect sensor quality — validate with prototyping.
Reality of mechanics and heat
Mic ports, camera windows, and accelerator heat all have an impact on industrial design. Mechanical engineering must protect sensors without sacrificing signal quality. Before tooling, validate layouts using prototyping, particularly for products aiming for certification. Our certification guide covers RF and safety timelines.
Security, certification, and privacy
Radios and storage are still subject to regulatory review, but on-device processing can ease GDPR and data-residency issues. Along with the deadlines in our certification guide, schedule encryption, secure boot, and firmware security with firmware engineering. Cloud pipelines need software development alignment.
Increase production
Per-unit calibration or model provisioning are frequently required for AI products. Every unit ships with verified inference performance thanks to manufacturing support, which includes fixture design and test software. See our DFM guide and prototype-to-production guide for the complete process. Browse our project portfolio for AI-ready hardware examples.
Create a smart product
Visit our project portfolio to see AI-ready hardware, look through all of our services, or get in touch with CoBuild Labs to include edge AI in your plan. Start with a AI integration discovery call.