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Luculent Wisdom AI + Equipment Manufacturing, Building a Value-Driven New Industrial Service Ecosystem

Industry trends 2025.12.08 Luculent Wisdom, Equipment Manufacturing, New Industrial Service Ecosystem

With "Artificial Intelligence+" being included in the Government Work Report for two consecutive years, policy focus is shifting from technological research and development to deep industrial integration. The Ministry of Industry and Information Technology has explicitly proposed implementing the "AI + Manufacturing" initiative, supporting enterprises in applying large models and intelligent agent technology in key scenarios such as R&D, production, and operation maintenance .


As the backbone of the industrial economy, the equipment manufacturing industry is facing an intelligent transformation inflection point. On one hand, personalized and diversified market demands are forcing enterprises to enhance production flexibility and innovate service models. On the other hand, equipment failures lead to significant losses from unplanned downtime, operation and maintenance costs are rising year by year, and traditional labor models struggle to adapt to the update pace of high-tech equipment .

01 Full-Chain Empowerment: Perfecting the AI-Driven Equipment Manufacturing System
Luculent Wisdom, based on 26 years of industrial knowledge沉淀 and technological accumulation, has built an AI + Equipment Manufacturing solution centered on "data integration, AI empowerment, and platform support," forming an intelligent support system covering the entire chain from R&D design, production manufacturing to operation and maintenance services .

R&D and Production: Promoting Product "Autonomous Iteration"
The Luculent platform collects multi-dimensional data such as equipment working conditions, failure modes, and operational performance in real-time, builds big data analysis models for product defects, feeds back into the manufacturing enterprise's design and production, guides product iteration and upgrade, further shortens delivery cycles, and meets customer personalized needs. Simultaneously, based on IoT technology, it enables full-process control of production manufacturing from warehouse material requisition, production assembly, process inspection, product testing, finished product quality inspection, product warehousing, to product outbound. Equipped with QR codes and RFID electronic tags, it achieves QR code scanning for component quality traceability and tracking, and dynamic perception of product inbound/outbound identification .

Precision Operation and Maintenance: Achieving Equipment "Multi-dimensional Diagnosis"
The Luculent platform possesses powerful IoT connectivity capabilities, supporting plug-and-play device access in 95% of scenarios, enabling remote monitoring, fault warning, remote diagnosis, and maintenance of sold equipment, fully挖掘 the value behind data. Through the integrated application of multiple diagnostic technologies such as mechanism analysis, vibration analysis, oil analysis, current spectrum analysis, and AI degradation analysis, and based on a "large model + small model" collaborative mechanism, it forms an intelligent diagnosis system with clear division of labor and complementary advantages. It monitors equipment operation in real-time, identifies and warns of early abnormal signs of equipment in advance, provides decision support for equipment health assessment and precise maintenance, transforming traditional "reactive maintenance" into "predictive maintenance," significantly improving equipment reliability .

Intelligent Decision-Making: Empowering Enterprise "Smart Operations"
Deeply integrating industrial intelligent agents into production scenarios, dynamically scheduling production resources, and achieving real-time optimization of production scheduling, quality inspection, and energy consumption, enabling the factory to have capabilities of "self-perception, self-decision-making, and self-execution." Based on equipment health status and spare parts demand prediction, it establishes a spare parts co-storage system, optimizes the supply chain structure of spare parts, and achieves one-stop services including spare parts replacement demand prediction, spare parts inventory management, online spare parts procurement, spare parts arrival progress tracking, and spare parts warehouse management .

Value-Added Services: Opening the "Second Curve" of Development

Luculent Wisdom promotes the transformation of equipment manufacturing enterprises from a one-time "product sales" model to a continuous "product + service" business model. Through full lifecycle data management of equipment, it develops value-added services such as predictive maintenance, performance optimization, and energy efficiency management. Based on equipment degradation trend analysis, the platform accurately predicts spare parts demand and technical renovation opportunities, helping manufacturing enterprises explore secondary service markets and significantly enhancing customer stickiness and value per customer .


02 Value Co-creation: Building an Open and Collaborative "Intelligent Manufacturing + Service" New Ecosystem
The core advantage of Luculent Wisdom's AI + Equipment Manufacturing solution lies further in its ecosystem-based platform architecture. The platform integrates diverse entities including equipment manufacturers, operation maintenance service providers, and financial institutions, building an industrial ecosystem characterized by resource sharing, value co-creation, and mutual benefit .
Based on standardized interfaces and data analysis services, the platform can rapidly construct specialized applications, providing comprehensive support for all parties involved, including equipment operation maintenance, intelligent diagnosis, spare parts sales, business opportunity prediction, and financial services. Furthermore, a complete customer service system, big data-guided marketing strategies, and customized services for enterprises help establish a digital support service system, assisting marketing personnel in quickly and accurately identifying equipment replacement and renovation needs, seeking technical renovation opportunities, and accelerating the enterprise's high-quality servitization transformation .
By building an open platform ecosystem, Luculent Wisdom attracts numerous industry partners to jointly develop vertical scenario solutions, forming a virtuous cycle of multi-party win-win outcomes .

The collaboration with Shanghai Kaiqu (KSB) on the "Kaibang Smart Cloud Platform," through a three-tier collaboration system of "German Headquarters - Shanghai Center - Customer Site," has achieved functions such as "proactive" remote intelligent monitoring and unattended operation, pump station fault warning prevention, and digital operation maintenance dispatch services, giving integrated prefabricated pump stations digital "wings." It not only achieved a 40% improvement in after-sales operation maintenance service efficiency and a 20% reduction in operation maintenance costs but also increased secondary order volume by 20% through predictive analysis, successfully transitioning from traditional product sales to digital precision operation maintenance services .

In the coal mining equipment sector, Luculent Wisdom partners with industry leaders like China Coal Equipment and Guoneng Shendong Coal Group to jointly build a "new ecosystem for digital lifecycle management and intelligent operation maintenance services of electromechanical equipment in large coal groups," promoting the high-end, intelligent, and green development of coal mining equipment and setting a new benchmark for the digital transformation of the traditional energy industry .


In the future, with the deep integration of industrial large models, intelligent agents, and other technologies, Luculent Wisdom will continue to follow the path of platformization, servitization, and ecologicalization, assisting equipment manufacturing enterprises in establishing a new development model driven by both data and AI, and promoting the advancement of Chinese manufacturing towards higher quality, higher efficiency, and greater sustainability .

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