TAIPEI, Taiwan, July 30, 2025 – Spingence Technology and Cooler Master have partnered to deploy NVIDIA-powered AI across manufacturing operations, addressing challenges in quality control, simulation, and automation. As part of Cooler Master’s “CM AI Dual-Engine Initiative”, the collaboration focuses on enhancing defect detection, developing digital twin models, and expanding agentic AI for enterprise applications. The aim is to reduce errors, improve decision timelines, and support a data-driven, adaptable production environment.
AI-Powered Visual Inspection: Launching from the Metropolis Factory
Spingence, as Cooler Master’s technical partner in the initial phase of its AI Factory project, has implemented the NVIDIA Metropolis platform. Using NVIDIA TAO and AutoML, Spingence developed and refined defect detection models for automated optical inspection (AOI). These models are deployed on live production lines with NVIDIA Dynamo-Triton, inspecting 20,000 to 40,000 products each month, including the NVIDIA GB200, GB300, and Hopper. This approach improves both detection rates and consistency during final inspection, strengthening quality control for Cooler Master’s cooling solutions.
Building an Integrated Production Environment: Toward a Digital Twin Blueprint
As part of Cooler Master’s smart manufacturing plan, Spingence is helping to develop a digital twin modeling program. By using NVIDIA Omniverse libraries, Spingence creates equipment models that let Cooler Master simulate workstation layouts and production workflows in a virtual setting. This real-to-simulation approach lowers deployment risks and builds a data foundation for future integration with agent-based AI models.
Expanding Intelligent Agent Applications: Deploying an Agentic AI Ecosystem
To support Cooler Master’s focus on intelligent operations, Spingence uses its experience in AI to integrate the NVIDIA Enterprise AI Factory validated design and NVIDIA NIM microservices. This approach modularizes and deploys LLMs for uses such as knowledge summarization, report creation, and task recommendations. Through NVIDIA technology, Spingence is developing agentic AI system with autonomous decision-making, continual learning, and feedback. This work supports the foundation for a digital workforce and organizational intelligence.
From Strategy to Execution: A Benchmark for AI-Powered Operations
Through this collaboration, Spingence and Cooler Master are deploying NVIDIA-native AI solutions across both factory and operational areas.
They are also developing a replicable smart manufacturing framework. Spingence plans to help Cooler Master expand AI use by applying toolchains and modular deployment models. The company also want to extend this approach throughout the thermal industry supply chain. This work shows how NVIDIA can build products on its platform.
Source: Spingence Technology Ltd.
About Spingence Technology
Spingence Technology Co. Ltd., founded in 2015 and headquartered in Taipei, Taiwan, develops AI-powered defect detection and edge computing platforms for the precision manufacturing industry. Its core offerings include the AINavi inspection system and the Edgestar and Visionstar edge AI platforms, which integrate automated optical inspection with AI to connect factory-floor control systems with cloud-based analytics. The company serves sectors such as semiconductors, passive components and connectors, aiming to improve quality control and production efficiency. Spingence opened a subsidiary in Kunshan, China, in 2022. The company operates in the expanding industrial AI market. Spingence collaborates with technology providers including NVIDIA and Cooler Master to deploy scalable AI solutions for smart manufacturing environments.
About Cooler Master
Cooler Master, established in 1992 and based in Taipei, Taiwan, is a global provider of computer hardware and thermal solutions. The company designs and manufactures a range of products, including CPU coolers, computer cases, power supplies, cooling pads, and gaming peripherals. It serves markets such as consumer electronics, gaming, and professional PC building, targeting gamers, content creators, and system integrators. Cooler Master is known for its modular, customizable designs and focus on thermal performance. Its products are sold worldwide through retail, e-commerce, and OEM channels. Cooler Master also operates CMODX, a division dedicated to high-end and custom PC builds, highlighting its commitment to performance, aesthetics, and user-focused innovation.