LogiAI: Enhancing supply chain management with AI-powered demand forecasting and inventory optimisation for logistics

LogiAI：通过人工智能驱动的需求预测和物流库存优化增强供应链管理

• 批准号: 10078199
• 金额: $ 6.36万
• 依托单位: POGO DIGITAL LIMITED
• 依托单位国家: 英国
• 项目类别: Collaborative R&D
• 财政年份: 2023
• 资助国家: 英国
• 起止时间: 2023 至 无数据
• 项目状态: 已结题
• 来源: https://gtr.ukri.org/projects?ref=10078199
• 关键词: LogiAI; Enhancing; supply; chain; management

LogiAI, a progressive inventory management and demand forecasting system, harnesses the power of AI to revolutionise the ecommerce landscape. Developed collaboratively by Pogo Digital Ltd and Digi4u Ltd, LogiAI stands as a trailblazer in predictive analytics, ensuring businesses of all sizes can streamline their operations, minimise waste and maximise profitability.At its core, LogiAI employs a four-step approach. Initially, it collects and pre-processes ecommerce customer and sales data, setting a solid foundation for its analytical operations. Next, LogiAI creates specific features to be used in the training of its AI model, employing advanced machine learning algorithms to ensure sophisticated and accurate prediction capabilities. Finally, committed to a path of relentless improvement, LogiAI learns from its own predictions, adjusting its models and strategies based on feedback and actual outcomes.LogiAI's dynamic AI model has the capability to anticipate future demand and accordingly adjust inventory levels, or trigger alerts when inventory falls below a predetermined level. This feature not only bolsters operational efficiency but also aids in waste reduction, driving enhanced profitability for businesses.A defining aspect of LogiAI is its cost-effectiveness and scalability. Powered by open-source software and existing data sources, LogiAI offers a viable solution for businesses of all sizes, making advanced AI capabilities accessible without a hefty price tag. Its adaptability extends to customisation, catering to the unique requirements of individual ecommerce entities, and continuing to evolve as fresh data emerges.Data quality remains a key focus for LogiAI. Through stringent data cleaning, validation, and profiling processes, it ensures the data informing its AI model is accurate, reliable, and primed for successful outcomes.In essence, LogiAI embodies an innovative, reliable, and economically viable solution for ecommerce businesses seeking to bolster their efficiency and profitability. By offering an AI-driven approach to inventory management and demand forecasting, LogiAI supports businesses in maintaining a competitive edge, keeping them ahead of the curve in an increasingly digital and dynamic commercial environment.

Logiai是一种进步的库存管理和需求预测系统，利用AI的力量彻底改变了电子商务格局。 Logiai由Pogo Digital Ltd和Digi4u Ltd合作开发，是预测分析的开拓者，确保所有尺寸的企业可以简化其运营，最大程度地减少浪费并最大化盈利能力。洛吉亚（Logiai）采用了四步方法。最初，它收集和预处理电子商务客户和销售数据，为其分析运营奠定了坚实的基础。接下来，Logiai创建了用于培训其AI模型的特定功能，采用先进的机器学习算法来确保复杂而准确的预测能力。最后，洛吉亚（Logiai）从其自身的预测中学习，基于反馈和实际成果调整其模型和策略。Logiai的动态AI模型可以调整其模型和策略。此功能不仅要加强运营效率，而且还有助于减少废物，推动企业的盈利能力提高。logiai的定义方面是其成本效益和可扩展性。 Logiai由开源软件和现有数据源提供动力，为各种尺寸的企业提供了可行的解决方案，使高级AI功能无需高昂的价格就可以访问。它的适应性扩展到定制，满足各个电子商务实体的独特要求，并随着新的数据的出现而继续发展。DATA质量仍然是Logiai的重点。通过严格的数据清理，验证和分析过程，它确保了信息为AI模型的数据准确，可靠且可靠，并为成功的结果提供了启示。本质上，Logiai体现了一种创新，可靠且经济上可行的解决方案，以实现寻求增强其效率和盈利能力的电子商务业务。通过提供AI驱动的库存管理和需求预测的方法，Logiai支持企业保持竞争优势，使它们在日益数字和动态的商业环境中保持领先地位。