Banking & Finance
The AI & Analytics Engine for Banking & Finance
The AI & Analytics Engine provides a solution for banks and financial institutions looking to gain a competitive advantage by capitalizing on innovative technology.
The Engine is an AutoML tool that presents an opportunity to directly impact profitability with use cases uniquely designed for a machine learning platform.
Using Data for a Competitive Edge
The fiercely competitive banking landscape are forcing banks and financial institutions to adapt to remain competitive. Utilizing machine learning has proven itself to be one of the primary ways banks and financial institutions can gain an advantage, but the cost and time needed to bring models to production has meant that it is often not utilized by banks.
The AI & Analytics Engine allows technical and non-technical users to automatically build complete prediction machine learning pipelines and generate value from data. The Engine speeds up time-to-value for machine learning projects like customer churn prediction, customer lifetime value prediction, and customer segmentation.
Machine Learning Powered
Predictions that Drives Results
reduction in customer churn rates
average saved in retained
revenue
average return on
investment
Powerful Banking and Finance Use Cases
Discover the top machine learning use cases within the banking industry.
![Customer Churn Prediction in the AI & Analytics Engine](https://www.pi.exchange/hubfs/Customer%20Churn%20Prediction%20in%20the%20AI%20%26%20Analytics%20Engine.png)
Customer Churn Prediction
The AI & Analytics Engine’s customer churn prediction solution allows banks to identify customers likely to switch to a competitor in the future, giving them an opportunity to proactively address it ahead of time. Keep customers from churning and retain revenue that would otherwise be lost.
Generate churn probabilities for each customer
Increase customer loyalty and revenue
Decrease customer churn rates
Customer Lifetime Value Prediction
The AI & Analytics Engine's Customer Lifetime Value Prediction solution allows banks to identify customers that will produce the most revenue over a given time period. Increase loyalty of customers that drive majority of revenue and gain an advantage over competition.
Generate CLV predictions for each customer
Determine revenue over a given time period
Increase loyalty among high-value customers
![CLV Prediction in the AI & Analytics Engine](https://www.pi.exchange/hubfs/CLV%20Prediction%20in%20the%20AI%20%26%20Analytics%20Engine.png)
![Loan delinquency prediction in the AI & Analytics Engine](https://www.pi.exchange/hubfs/Loan%20delinquency%20prediction%20in%20the%20AI%20%26%20Analytics%20Engine.png)
Loan Delinquency
The AI & Analytics Engine’s loan delinquency prediction solution allows lenders to identify potential loan applicants that are likely to default on repayments obligations. Feel confident making data driven decisions and reduce the risk of bad debt.
Identify potential financial risks of incurring bad debt
Reduce costs associated with loan defaults
Customer Segmentation
The AI & Analytics Engine’s customer segmentation solution allows banks and financial institutions to group customers into natural categories based on demographics, behaviour and preferences. Increase marketing effectiveness by developing targeted offer strategies.
Pinpoint groups of customers with similar identifying features
Develop effective targeted marketing strategies
Develop effective targeted marketing strategies
Increase revenue with more efficient offerings
![Customer Segmentation in the AI & Analytics Engine](https://www.pi.exchange/hubfs/Customer%20Segmentation%20in%20the%20AI%20%26%20Analytics%20Engine.png)
Powerful Banking and Finance Use Cases
Customer Churn Prediction
![Customer Churn Prediction in the AI & Analytics Engine](https://www.pi.exchange/hubfs/Customer%20Churn%20Prediction%20in%20the%20AI%20%26%20Analytics%20Engine.png)
The AI & Analytics Engine’s customer churn prediction solution allows banks to identify customers likely to switch to a competitor in the future, giving them an opportunity to proactively address it ahead of time. Keep customers from churning and retain revenue that would otherwise be lost.
Generate churn probabilities for each customer
Increase customer loyalty and revenue
Decrease customer churn rates
Customer LTV Prediction
![CLV Prediction in the AI & Analytics Engine](https://www.pi.exchange/hubfs/CLV%20Prediction%20in%20the%20AI%20%26%20Analytics%20Engine.png)
The AI & Analytics Engine's Customer Lifetime Value Prediction solution allows banks to identify customers that will produce the most revenue over a given time period. Increase loyalty of customers that drive majority of revenue and gain an advantage over competition.
Generate CLV predictions for each customer
Determine revenue over a given time period
Increase loyalty among high-value customers
Loan Delinquency Prediction
![Loan delinquency prediction in the AI & Analytics Engine](https://www.pi.exchange/hubfs/Loan%20delinquency%20prediction%20in%20the%20AI%20%26%20Analytics%20Engine.png)
The AI & Analytics Engine’s loan delinquency prediction solution allows lenders to identify potential loan applicants that are likely to default on repayments obligations. Feel confident making data driven decisions and reduce the risk of bad debt.
Identify potential financial risks of incurring bad debt
Reduce costs associated with loan defaults
Customer Segmentation
![Customer Segmentation in the AI & Analytics Engine](https://www.pi.exchange/hubfs/Customer%20Segmentation%20in%20the%20AI%20%26%20Analytics%20Engine.png)
The AI & Analytics Engine’s customer segmentation solution allows telecommunication providers to group customers into natural categories based on demographics, behaviour and preferences. Increase marketing effectiveness by developing targeted offer strategies.
Pinpoint groups of customers that share similar identifying features
Develop effective targeted marketing strategies
Develop effective targeted marketing strategies
Increase revenue with more efficient offerings
![Customer Churn Prediction in the AI & Analytics Engine](https://www.pi.exchange/hubfs/Customer%20Churn%20Prediction%20in%20the%20AI%20%26%20Analytics%20Engine.png)
The AI & Analytics Engine’s customer churn prediction solution allows banks to identify customers likely to switch to a competitor in the future, giving them an opportunity to proactively address it ahead of time. Keep customers from churning and retain revenue that would otherwise be lost.
Generate churn probabilities for each customer
Increase customer loyalty and revenue
Decrease customer churn rates
![CLV Prediction in the AI & Analytics Engine](https://www.pi.exchange/hubfs/CLV%20Prediction%20in%20the%20AI%20%26%20Analytics%20Engine.png)
The AI & Analytics Engine's Customer Lifetime Value Prediction solution allows banks to identify customers that will produce the most revenue over a given time period. Increase loyalty of customers that drive majority of revenue and gain an advantage over competition.
Generate CLV predictions for each customer
Determine revenue over a given time period
Increase loyalty among high-value customers
![Loan delinquency prediction in the AI & Analytics Engine](https://www.pi.exchange/hubfs/Loan%20delinquency%20prediction%20in%20the%20AI%20%26%20Analytics%20Engine.png)
The AI & Analytics Engine’s loan delinquency prediction solution allows lenders to identify potential loan applicants that are likely to default on repayments obligations. Feel confident making data driven decisions and reduce the risk of bad debt.
Identify potential financial risks of incurring bad debt
Reduce costs associated with loan defaults
![Customer Segmentation in the AI & Analytics Engine](https://www.pi.exchange/hubfs/Customer%20Segmentation%20in%20the%20AI%20%26%20Analytics%20Engine.png)
The AI & Analytics Engine’s customer segmentation solution allows telecommunication providers to group customers into natural categories based on demographics, behaviour and preferences. Increase marketing effectiveness by developing targeted offer strategies.
Pinpoint groups of customers that share similar identifying features
Develop effective targeted marketing strategies
Develop effective targeted marketing strategies
Increase revenue with more efficient offerings
Helping banks and financial institutions drive revenue
Use cases from customers already leveraging the AI & Analytics Engine