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是一个渐进式库存管理和需求预测系统，利用人工智能的力量来彻底改变电子商务格局。LogiAI由Pogo Digital Ltd和Digi4u Ltd合作开发，是预测分析领域的开拓者，确保各种规模的企业都能简化运营，最大限度地减少浪费，最大限度地提高盈利能力。LogiAI的核心是采用四步方法。最初，它收集和预处理电子商务客户和销售数据，为其分析运营奠定坚实的基础。接下来，LogiAI创建了用于训练其AI模型的特定功能，采用先进的机器学习算法来确保复杂和准确的预测能力。最后，LogiAI致力于不断改进，从自己的预测中学习，根据反馈和实际结果调整其模型和策略。LogiAI的动态AI模型能够预测未来需求并相应调整库存水平，或在库存福尔斯低于预定水平时触发警报。此功能不仅提高了运营效率，还有助于减少浪费，提高企业的盈利能力。LogiAI的一个定义方面是其成本效益和可扩展性。在开源软件和现有数据源的支持下，LogiAI为各种规模的企业提供了一个可行的解决方案，使先进的人工智能功能无需高昂的价格即可访问。LogiAI的适应性扩展到定制，满足各个电子商务实体的独特需求，并随着新数据的出现而不断发展。数据质量仍然是LogiAI的重点。通过严格的数据清理、验证和分析流程，LogiAI确保其人工智能模型的数据准确、可靠，并为成功的结果做好准备。从本质上讲，LogiAI为寻求提高效率和盈利能力的电子商务企业提供了创新、可靠和经济可行的解决方案。通过提供人工智能驱动的库存管理和需求预测方法，LogiAI支持企业保持竞争优势，使其在日益数字化和动态的商业环境中保持领先地位。