Transaction periodicity forecast using machine learning-trained classifier

This system uses artificial intelligence to predict if a payment is a regular, recurring transaction. When a payment request arrives, a computer server analyzes it using a machine learning model that specifically looks for patterns by comparing how often the transaction happens with different time delays. If the system determines it's a recurring payment, it adds a special "recurrent flag" to the payment request before sending it to the bank, which helps the bank approve these regular payments more successfully.