Safety and improved drivability is always of high priority in Autonomous vehicles or bringing assisted technologies in AVs. It is highly challenging as it involves multiple considerations like driver’s drivability patterns, speed, direction of travel, speed, gps, etcwhich would require specific cognitive and reasoning functionalities. The key focus in the proposed project will be on creating cutting-edge techniques for multi-modal analytics and scenario-aware data production that are especially designed to handle the complexities ofdiverse traffic participants and mobility in various Indian traffic settings in simulation platform