MUMBAI, India, July 13 -- Intellectual Property India has published a patent application (202621069903 A) filed by Symbiosis International Deemed University on June 03, 2026, for Closed-Loop Career Intelligence System With Multi-Model Pipeline And What-If Simulation.

Inventors include Dr. Snehlata Wankhade; Kaustubh Kachole; Harsh Bhongade; and Azad Singh Chauhan.

The application for the patent was published on July 10, 2026, under issue no. 28/2026.

Abstract: ABSTRACT CLOSED-LOOP CAREER INTELLIGENCE SYSTEM WITH MULTI-MODEL PIPELINE AND WHAT-IF SIMULATION A closed-loop career intelligence system (100) integrating a five-model sequential-parallel pipeline for comprehensive career guidance is disclosed. The system (100) comprises an NLP parser module (110) for extracting structured skill entities from unstructured resume documents, a semantic similarity matcher module (120) for computing a blended match score combining keyword overlap and semantic cosine similarity, an ATS compatibility engine module (130) for evaluating resumes across eight weighted criteria, a role predictor module (140) employing a gradient-boosted classifier for probabilistic next-role prediction, and a career path simulator module (150) for generating multi-year career trajectories. The system (100) is characterized by a what-if simulation engine (160) that enables users to inject hypothetical skills and observe real-time shifts in predicted career trajectory through selective re-execution of the predictor and simulator modules, transforming the system from a passive diagnostic tool into an active closed-loop career planning platform. All processing executes locally ensuring complete data privacy. [

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