Chemin vs. Encord

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.

Encord is the universal data layer for AI. The platform helps AI teams train and run their models with the right data - managing, curating, annotating, and aligning data across the full AI lifecycle. Encord works with over 300 leading AI teams, including Woven by Toyota, Zipline, AXA, and Flock Safety. Confidentially build production AI with rich multimodal data. Encord is SOC 2, AICPA SOC, HIPAA, and GDPR compliant.