Chemin vs. Appen

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.

Appen collects and labels images, text, speech, audio, video, and other data to create training data used to build and continuously improve the world’s most innovative artificial intelligence systems. We offer a state of the art, licensable data annotation platform to annotate training data use cases in computer vision and natural language processing. Our platform enhances accuracy and efficiency through our Smart Labeling and Pre-Labeling features which use Machine Learning to ease human annotations.