MUMBAI, India, Jan. 9 -- Intellectual Property India has published a patent application (202521114141 A) filed by Symbiosis International, Pune, Maharashtra, on Nov. 19, 2025, for 'computer-implemented system and method for driver behavior assessment and profiling.'
Inventor(s) include Vaibhav Shirole; Dr. Aniket K. Shahade; and Dr. Priyanka V. Deshmukh.
The application for the patent was published on Dec. 12, under issue no. 50/2025.
According to the abstract released by the Intellectual Property India: "A computer-implemented system for driver behaviour assessment and profiling using machine learning and large language models is disclosed. The system comprises a processor, a memory, and a plurality of processing modules including a data acquisition module for collecting trip-wise vehicle operational data from onboard diagnostic interfaces, a data preprocessing module for performing missing value imputation and data transformation, a behaviour scoring module for generating multiple driving behaviour scores, a machine learning prediction module for predicting overall driver performance scores using ensemble regression models, an embedding generation module for encoding behavioural scores into numerical vector embeddings, a vector database management module for storing embeddings in indexed similarity search databases, a contextual matching module for retrieving behaviourally similar past trips using nearest-neighbour search algorithms, and a large language model profiling module for generating personalized driver behaviour reports."
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