Chemin vs. Sama

Building the Data Layer for AI. From data collection and evaluation to teleoperation, Chemin helps teams train and deploy robotics, autonomous vehicles, and AI models. Chemin helps robotics and autonomous-systems teams improve AI with verified physical world data. From teleoperation and egocentric video to synchronized camera, LiDAR, radar and tactile data. We capture diverse conditions and edge cases, and support human feedback, benchmarking and model evaluation, including emerging RLHF and RLVR workflows.

Sama is a globally recognized leader in data annotation solutions for enterprise computer vision and generative AI models that require the highest accuracy. As an industry pioneer with 15 years of experience, Sama’s expertise and solutions are trusted by leading companies such as GM, Ford, Continental, Google, and many more. Sama specializes in data annotation services for generative AI, and 2D and 3D image and video (including LiDAR and sensor fusion). We also validate complex machine learning algorithms.