供应链优化：提高效率

Grid Dynamics被Everest Group评为谷歌云领袖 Grid Dynamics被Everest Group评为谷歌云领袖

主页解决数据科学与ML 供应链优化

用例

库存水平优化

优化安全库存

安全库存管理及其效率直接影响供应链绩效、客户体验和营业额KPI。我们的需求预测解决方案量化了不确定性，考虑了购买不足和过度购买成本，并找到了降低成本和最大化利润的最佳库存水平。这些能力为安全库存风险管理奠定了坚实的基础，并有助于提高消费品供应链管理的有效性，这在很大程度上受安全库存水平的影响。

跨渠道库存优化

优化发货至仓库库存

从商店发货和在线店内取货的用例在从同一库存池为数字和物理渠道提供服务方面具有独特的挑战。我们的库存优化软件提供了独特的功能，可以实时平衡订单提货率、在线可用率、库存补充服务级别协议（SLA）和履行风险。这有助于优化库存周转率和供应链成本，而不会影响全渠道战略。这些功能有助于需求规划和决策，以确保您的供应链网络以最高效率运行。

运营计划和优化

优化店内库存移动

我们为零售商提供的库存优化解决方案包括用于店内库存移动的智能工具。这些工具使用预测分析来估计需要从后台移动到前台的商品的最佳数量，以避免缺货情况。移动决策支持应用程序大大改善了客户体验和商店运营效率。如果你能妥善管理库存变动，那么你的商店里就不会有商品缺货，你的客户也总能从你那里购买。

供应链优化过程

使用智能工具进行采购和分销

管理数十家供应商和配送中心是一个难题，需要先进的决策支持工具。我们构建智能工具，使用机器学习和优化算法实时识别最有效的采购和物流选项，并将其建议给业务用户。这些工具有助于提高决策质量，加快供应链优化过程。我们的供应链管理软件对优化您的供应链至关重要。

采购和运输管理

优化订单寻源

在具有多个配送中心和商店的环境中，最优下单是一个复杂的问题，需要近乎实时的组合优化。我们的订单采购软件可以找到最佳的布局方案，从而将消费品的运输成本和交付时间降到最低。

供应链管理

优化多螯虾库存移动

我们的供应链优化软件使用多步骤优化算法、需求预测和随机模拟来改进生产计划和可用性SLA，并降低多螯合环境中的运输成本和库存成本。我们的供应链管理软件可以真正帮助确保您高效地进行战略规划，以促进增长。

我们的客户

谷歌徽标

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Paypal徽标

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梅西品牌标志

<img decoding="async" src="https://cdnwp.griddynamics.com/wp-content/uploads/2023/05/5XRuDrrPTNeBNwyjirZd.svg" alt="macy's brand logo">

零售

Neiman Marcus标志

SHIMANO标志

Grandvision标志

梅西品牌标志

<img decoding="async" src="https://cdnwp.griddynamics.com/wp-content/uploads/2023/05/5XRuDrrPTNeBNwyjirZd.svg" alt="macy's brand logo">

Lowes标志

美国鹰标志

高科技的

谷歌徽标

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Verizon徽标

IAS徽标

2k标志

奇趣流品牌标志

制造业

捷普标志

Stanley Black&Decker标志

李维斯标志

Boston Scientific标志

特斯拉标志

金融与保险

Paypal徽标

<img decoding="async" src="https://cdnwp.griddynamics.com/wp-content/uploads/2023/05/UEBkabsNRiiQp2ZKP1Yw.svg" alt="Paypal logo">

SunTrust标志

旅行者品牌标志

雷蒙德·詹姆斯标志

竖板徽标

Marchmilennan标志

医疗保健

对齐徽标

拉力赛标志

塔利班标志

Vertex标志

默克标志

我们的供应链优化技术如何运作

我们的供应链优化技术是如何工作的

需求预测

我们使用先进的机器学习技术，考虑到产品特性、营销事件和市场信号，准确预测需求。准确的需求预测需要干净全面的数据；因此，我们相当重视数据整合和质量，以取得优异的结果。

盈亏平衡分析

我们的供应链解决方案考虑了库存、库存周转和持有成本，以适当平衡购买不足和过度购买风险。这有助于实施合理、成本效益高的风险管理战略。我们的供应链管理软件已经为您下一步决定实施它做好了准备。

战略优化和模拟

我们的供应链和库存管理解决方案使用最新的优化技术，如强化学习（RL），以识别和说明需求模式和不确定性，分析数十亿定价和库存管理场景，并找到最佳、经济高效的解决方案。我们可以使用最新的商业智能技术建立管理系统，从而提高贵公司的整体盈利能力。

书

算法营销导论

您想了解更多有关客户体验优化的理论基础吗？我们出版了一本500页的数据科学书籍，可免费下载，其中有关于数据驱动的客户获取、客户保留、促销个性化和产品建议的章节。

行业

我们为零售、制造和医疗等多个行业的企业开发供应链优化软件

制造和技术

我们为制造商和CPG公司建立了需求预测和库存优化模型，以帮助他们优化供应链和分销链。

零售和技术

我们帮助零售商简化仓库和商店的库存管理流程。我们为零售业提供独特的解决方案，例如优化在线提货购买用例。

保健

供应链优化可以提高医院利润率，我们利用在各个行业的丰富经验帮助医疗保健公司实现这一目标。

阅读更多信息

洞察力

船货仓库安全库存优化

在本文中，我们描述了在线提货到店和发货到店用例的库存优化问题，并提供了一个案例研究，展示了如何使用机器学习方法在实际设置中优化库存水平。

阅读更多信息

<img loading="lazy" class="lazy" decoding="async" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-lazy-type="image" data-aload="https://cdnwp.griddynamics.com/wp-content/themes/griddynamics/assets/img/arrow-right.svg" alt="arrow-right"><noscript><img decoding="async" src="https://cdnwp.griddynamics.com/wp-content/themes/griddynamics/assets/img/arrow-right.svg" alt="arrow-right">

洞察力

供应链深度强化学习与价格优化

本文是一个实践教程，描述了如何使用PyTorch和RLlib开发、调试和评估RL优化器。该方法可以应用于许多供应链问题，例如库存水平优化、运输成本最小化和仓库空间优化。

阅读更多信息

<img loading="lazy" class="lazy" decoding="async" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-lazy-type="image" data-aload="https://cdnwp.griddynamics.com/wp-content/themes/griddynamics/assets/img/arrow-right.svg" alt="arrow-right"><noscript><img decoding="async" src="https://cdnwp.griddynamics.com/wp-content/themes/griddynamics/assets/img/arrow-right.svg" alt="arrow-right">

洞察力

多螯虾供应链优化的多智能体深度强化学习

在本文中，我们探讨了如何从RL的角度来处理供应链优化问题，RL通常允许用与随机供应网络模拟器配套的通用学习算法来替代手工优化模型。我们首先构建一个简单的模拟环境，其中包括供应商、工厂、仓库和零售商，如下图所示；然后，我们开发了一个深度RL模型，学习如何优化库存和定价决策。

阅读更多信息

<img loading="lazy" class="lazy" decoding="async" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-lazy-type="image" data-aload="https://cdnwp.griddynamics.com/wp-content/themes/griddynamics/assets/img/arrow-right.svg" alt="arrow-right"><noscript><img decoding="async" src="https://cdnwp.griddynamics.com/wp-content/themes/griddynamics/assets/img/arrow-right.svg" alt="arrow-right">

加速人工智能之旅

我们提供灵活的参与选项，为贵公司设计和构建供应链优化解决方案。立即联系我们，开始研讨会、发现或概念验证（POC）。

研讨会

我们为供应链分析和优化技术领域的顶级专家提供半天免费研讨会，讨论您的供应链管理战略、挑战、优化机会和行业最佳实践。

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概念证明

如果您已经确定了需要解决的特定用例，我们通常可以从4-8周的概念验证项目开始，以交付切实的结果和业务价值。

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发现

如果您正处于需求分析和战略开发阶段，我们可以从2-3周的发现阶段开始，以确定供应链分析和优化的正确用例，使用行业最佳实践设计您的解决方案，并构建实施路线图。

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更多企业AI解决方案

异常检测

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金融客户智能平台

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欺诈检测和预防

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营销支出优化

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预测性维护

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定价优化平台

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贸易促进优化

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目视质量控制

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