下载PDF
Carson Group's AI/ML Adoption for Enhanced Lead Scoring and Customer Acquisition
技术
- 分析与建模 - 机器学习
- 应用基础设施与中间件 - 事件驱动型应用
适用行业
- 教育
- 设备与机械
适用功能
- 产品研发
- 销售与市场营销
用例
- 预测性维护
- 虚拟培训
服务
- 数据科学服务
- 培训
挑战
卡森集团控股有限责任公司希望加大营销力度,帮助其投资顾问客户更有效地获取新客户。他们决定采用 AI/ML 并实施机器学习模型来对从 Salesforce 收到的销售线索进行评分。
关于客户
卡森集团控股有限责任公司是一个顾问生态系统,提供顾问辅导计划、流程优化开发和投资策略等服务。他们希望利用人工智能/机器学习来优化营销工作并帮助客户更有效地获取新客户。
解决方案
Provectus 开发了一种用于线索评分的机器学习模型,从数据发现和评估开始。他们从头开始构建模型,包括 EDA、特征工程以及训练和推理管道的开发。该模型旨在处理新数据并生成预测。 Provectus 为每个开发阶段提供了文档。
运营影响
数量效益
相关案例.
Case Study
Smart Water Filtration Systems
Before working with Ayla Networks, Ozner was already using cloud connectivity to identify and solve water-filtration system malfunctions as well as to monitor filter cartridges for replacements.But, in June 2015, Ozner executives talked with Ayla about how the company might further improve its water systems with IoT technology. They liked what they heard from Ayla, but the executives needed to be sure that Ayla’s Agile IoT Platform provided the security and reliability Ozner required.
Case Study
IoT enabled Fleet Management with MindSphere
In view of growing competition, Gämmerler had a strong need to remain competitive via process optimization, reliability and gentle handling of printed products, even at highest press speeds. In addition, a digitalization initiative also included developing a key differentiation via data-driven services offers.
Case Study
Predictive Maintenance for Industrial Chillers
For global leaders in the industrial chiller manufacturing, reliability of the entire production process is of the utmost importance. Chillers are refrigeration systems that produce ice water to provide cooling for a process or industrial application. One of those leaders sought a way to respond to asset performance issues, even before they occur. The intelligence to guarantee maximum reliability of cooling devices is embedded (pre-alarming). A pre-alarming phase means that the cooling device still works, but symptoms may appear, telling manufacturers that a failure is likely to occur in the near future. Chillers who are not internet connected at that moment, provide little insight in this pre-alarming phase.
Case Study
Premium Appliance Producer Innovates with Internet of Everything
Sub-Zero faced the largest product launch in the company’s history:It wanted to launch 60 new products as scheduled while simultaneously opening a new “greenfield” production facility, yet still adhering to stringent quality requirements and manage issues from new supply-chain partners. A the same time, it wanted to increase staff productivity time and collaboration while reducing travel and costs.
Case Study
Integration of PLC with IoT for Bosch Rexroth
The application arises from the need to monitor and anticipate the problems of one or more machines managed by a PLC. These problems, often resulting from the accumulation over time of small discrepancies, require, when they occur, ex post technical operations maintenance.
Case Study
Robot Saves Money and Time for US Custom Molding Company
Injection Technology (Itech) is a custom molder for a variety of clients that require precision plastic parts for such products as electric meter covers, dental appliance cases and spools. With 95 employees operating 23 molding machines in a 30,000 square foot plant, Itech wanted to reduce man hours and increase efficiency.