Operagents: Reliable AI for Real-Time Work Guidance, Quality Control, and Traceability
• Technological Innovation: Operagents integrates computer vision, VLMs, and AI agents to understand frontline operations in real time using standard cameras and edge AI. It provides step-by-step guidance, quality verification, anomaly alerts, and rapid on-site learning.
• Competitive and Intellectual Property Advantages: Unlike fixed AOI systems and conventional vision AI, Operagents does not rely on dedicated fixtures or tightly controlled lighting. Frontline users can quickly update the AI through a small number of demonstrations, making it well suited for high-mix, low-volume production and frequent line changeovers. Its core technologies are protected by granted patents in Taiwan, the United States, Japan, and China.
• Important Achievements and Awards: Recognized as a CES 2026 Innovation Awards Honoree and winner of the embedded world 2026 Embedded Award.
• Competitive and Intellectual Property Advantages: Unlike fixed AOI systems and conventional vision AI, Operagents does not rely on dedicated fixtures or tightly controlled lighting. Frontline users can quickly update the AI through a small number of demonstrations, making it well suited for high-mix, low-volume production and frequent line changeovers. Its core technologies are protected by granted patents in Taiwan, the United States, Japan, and China.
• Important Achievements and Awards: Recognized as a CES 2026 Innovation Awards Honoree and winner of the embedded world 2026 Embedded Award.
Industrial Applications:
Designed for electronics assembly, IPC, semiconductor equipment, medical devices, automotive, aerospace and other high-mix frontline workstations. It supports assembly, inspection, packing, repair and training with real-time guidance, key-step verification, traceability and faster changeovers. Deployment with standard cameras and edge AI reduces custom fixtures, lighting and data collection.
MEMORENCE AI CO., LTD.
Memorence AI Ltd. specializes in Reliable AI and the intelligent transformation of industrial frontline operations, developing deployable products that integrate computer vision, generative AI, and edge AI. Its core product, Operagents, supports real-time operational guidance, quality verification, traceability, and on-site instant learning in manufacturing environments. It has been deployed in electronics manufacturing and manual assembly operations, and is gradually expanding into human–machine collaboration and Physical AI applications. The company holds multiple AI-related patents in Taiwan, the United States, Japan, and China. Its products have been recognized as a CES 2026 Innovation Awards Honoree in the United States and received the embedded award 2026 in Germany.
Contact Information
Name：Pai-Heng Hsiao
Tel：0978-812-176
Address：Rm. 9027, 9F., No. 205, Sec. 1, Dunhua S. Rd., Da’an Dist., Taipei City 106, Taiwan (R.O.C.)
Additional Information
Pavilion：Innovation Economy Pavilion Smart Manufacturing IE09
Exhibiting Entity：Small and Medium Enterprise and Startup Administration,MOEA
Application Category：Electronics and Optoelectronics
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Pavilion：Innovation Economy Pavilion Smart Manufacturing IE09
Exhibiting Entity：Small and Medium Enterprise and Startup Administration,MOEA
Application Category：Electronics and Optoelectronics
Patents：
I707137
Related Links：
Official Website
