Provectus > 实例探究 > 通过人工智能和自动化增强文档分类,提高效率和准确性

通过人工智能和自动化增强文档分类,提高效率和准确性

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技术
  • 分析与建模 - 机器学习
  • 平台即服务 (PaaS) - 应用开发平台
适用行业
  • 教育
  • 石油和天然气
适用功能
  • 产品研发
  • 质量保证
用例
  • 物体检测
  • 虚拟培训
服务
  • 测试与认证
  • 培训
关于客户
Dynamo Software Inc. 是一家领先的另类投资管理软件云提供商。他们专注于另类资产行业的可配置资产管理和报告软件。他们的客户包括私募股权和风险投资基金、房地产投资公司、对冲基金等。
挑战
Dynamo 希望通过人工智能和自动化增强其文档分类平台。他们希望提高文档分类的准确性并获得根据文档内容进行预测的能力。他们还希望减少重复性的手工工作,降低运营成本,提高绩效,并最大限度地减少客户投资组合决策所需的时间。
解决方案
Provectus 为 Dynamo 开发了新的文档分类解决方案。他们建立了用于开发和管理环境的基础设施,以及用于文档分类的实验基础设施。他们进行了探索性数据分析来开发测试和数据提取数据集。实施了强大的文档分类管道。
运营影响
  • The new document classification solution developed by Provectus for Dynamo demonstrated the potential of AI and automation. The solution was able to automatically classify over 90% of various documents with AI and make predictions based on extracted document data. This success incentivized the leaders of Dynamo to move forward into the next stage of cooperation with Provectus. The solution not only reduced the amount of repetitive manual work performed by their data team but also lowered operational costs, increased performance and productivity, and minimized the time needed for decision-making on client investment portfolios. Dynamo is now ready to move forward into the next stage of cooperation with Provectus and AWS.

数量效益
  • New document classification solution delivered in six weeks

  • 95% accuracy on a customer test dataset of PDF documents

  • Exceeded the requested accuracy threshold of 85%

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