MOIA and Emotion3D are collaborating to develop an advanced in-cabin monitoring solution that enables safe and efficient operation of autonomous ride-sharing vehicles. As the future of urban mobility moves toward driverless taxis, ensuring passenger safety, comfort and system efficiency becomes essential. The joint solution focuses on recognition of critical or dangerous situations, cabin state awareness (for ex. passenger count), remote operator support and real-time detection of lost items. These intelligent algorithms are key to delivering a seamless and secure experience for passengers, while also supporting efficient fleet operations. By integrating Emotion3D’s expertise in in-cabin perception with MOIA’s ride-pooling platform, the project aims to lay the groundwork for trustworthy autonomous shared mobility services in the near future.