聚焦垂直场景，工业大模型商业化加速

Core Insights - The year 2023 marks a period of rapid development and popularization of general large models, while 2024 and beyond will see the application of various specialized large and small models in vertical fields, becoming a major trend in the integration of artificial intelligence across industries [1] - Industrial sectors, characterized by complex production processes and clear mechanisms, are identified as key areas for the commercialization of vertical large models [1] Group 1: Industrial Applications - Industrial large models are being applied in energy conservation, manufacturing, and management, with expectations for accelerated commercialization as data accumulation enhances model capabilities [1] - The introduction of large models can significantly improve production accuracy, with average accuracy rates increasing from 70% to 90% in complex manufacturing processes [2] - Large models facilitate the integration of various energy mediums and types of water used in production, allowing for comprehensive decision-making in energy conservation efforts [2] Group 2: Challenges and Solutions - Challenges include the limited understanding of production processes by personnel and the lack of integration between independent systems, which hampers effective energy efficiency control [3] - The introduction of large models enables comprehensive energy and carbon management, creating a unified service model that enhances operational efficiency [4] - Data issues remain a significant barrier, with many facilities lacking real-time data collection capabilities, which is essential for deploying large models effectively [6] Group 3: Implementation Strategies - The fastest implementation projects are often retrofitting older facilities, particularly in the energy sector, which yields immediate economic benefits and encourages further digitalization efforts [6] - Service providers are also engaging in new facility construction, establishing digital twin systems to facilitate comprehensive large model integration across the entire production chain [7] - The combination of immediate results and flexible implementation strategies is accelerating the commercialization of industrial large models, providing better adaptability and customized solutions for various application scenarios [7]