The global workplace safety market is rapidly expanding, with AI becoming essential for addressing critical surveillance limitations in high-risk manufacturing environments. Leveraging NVIDIA's RTX 4080 GPUs and NVILA Vision Language Model, FPT Software developed an advanced AI camera surveillance solution that transformed a major Taiwanese manufacturer's safety operations from reactive monitoring into proactive risk prevention. The system delivers comprehensive worker behavior tracking and real-time hazard detection across manufacturing facilities, enabling the client to slash factory safety costs by 80% while reducing manual monitoring effort by 70%.