从“烟火气”到“算法力”：数智创新驱动农批行业发展

Core Insights - The article emphasizes that AI is not just a tool for solving problems in the agricultural wholesale market but a transformative force that can reshape the entire industry's value [2][31]. Digitalization and Standardization - Digitalization is identified as a crucial pathway for the development of the agricultural wholesale industry, with a plan to cultivate around 100 leading digital supply chain enterprises by 2030 [16][18]. - Currently, approximately 16% of medium and large wholesale markets have adopted unified electronic settlement systems, marking initial steps towards digitalization [20]. - Standardization is highlighted as essential for the high-quality development of agricultural products, facilitating quality assurance, packaging standardization, and traceability systems [23][24][25]. AI's Role in Restructuring the Market - AI is described as the cornerstone for reconstructing the agricultural wholesale market, serving as a "compressor of uncertainty," a "simulator of complex systems," and a "decoder and amplifier of implicit knowledge" [32][33]. - The integration of AI allows for the transformation of uncontrollable factors in agricultural circulation into calculable decision-making probabilities, enhancing operational efficiency and restructuring the market's value network [34][38][41]. Market Upgrades and Innovations - The agricultural wholesale market has evolved to a fully digitalized 4.0 version since its inception in 1985, with various markets exploring localized models [48]. - Significant investments, such as the 1.2 billion yuan project to upgrade the Lingjiatang market, aim to modernize facilities and enhance logistics capabilities [50][51]. - Companies like Anyuan Agricultural Technology are developing third-generation vegetable supply chain ecosystems, focusing on data-driven production planning and online procurement platforms [58]. Consensus on Digital Transformation - A consensus emerged that successful digital transformation must align with the actual needs, resource endowments, and developmental stages of enterprises, combining traditional market vitality with data-driven efficiency [67][69]. - The agricultural wholesale market is positioned at a new starting point, leveraging digital innovation to pursue greater efficiency, intelligence, and sustainability [71].