MUMBAI, India, Aug. 12 -- Intellectual Property India has published a patent application (202611077451 A) filed by Noida Institute Of Engineering & Technology on June 23, 2026, for A Customer Churn Prediction Apparatus For Service Organizations.

Inventors include Divya Sahu; and Dr. Poonam.

The application for the patent was published on August 07, 2026, under issue no. 32/2026.

Abstract: The invention relates to a customer churn prediction apparatus for service organizations. The apparatus consolidates customer data from operational systems, resolves customer identity, prepares behavioral and transactional attributes, computes churn likelihood, assigns risk segments, explains contributing drivers, and recommends retention actions. Feedb...