The client is a global leader in access solutions, known for its innovative products in the Smart Home and IoT space. Their portfolio includes smart garage door openers, locks, card readers, gates, and cameras, all integrated within a proprietary digital ecosystem. With a vast install base worldwide, the client is at the forefront of smart access technology, continuously evolving through AI and cloud innovation.

The current initiative focuses on strengthening the AI infrastructure supporting object detection and generative AI models. Key areas include enhancing model validation scripts, automating model testing on edge devices, and modernizing data curation processes. The team aims to deliver high-performance, scalable solutions that ensure consistent model accuracy across diverse hardware platforms and improve real-time smart notifications. Emphasis is placed on system automation, AI model deployment, and the seamless transition from traditional object detection to generative AI-based features.