Video Annotator - Physical AI

Accountabilities: Review first-person and egocentric videos depicting human activities, tools, objects, and workflows in industrial or commercial environments. Divide videos into meaningful action segments and accurately identify the start and end timestamp of each action. Apply appropriate action labels and write concise, natural-language descriptions that accurately reflect what is visible. Identify relevant hands, objects, tools, and interactions within each video segment. Review model-generated annotations, correct inaccuracies, and ensure complete and consistent coverage. Follow established annotation guidelines and maintain consistent labeling standards across datasets. Identify and escalate ambiguous cases to reviewers when the correct annotation is unclear. Complete requested rework accurately and within assigned timelines. Consistently meet quality, accuracy, and productivity targets while working independently. Requirements 1+ year of hands-on experience working with Physical AI, robotics, or industrial egocentric video annotation. Prior experience annotating Physical AI datasets is mandatory. Strong understanding of temporal action segmentation, video chunking, action labeling, and timestamp precision. Ability to accurately describe visible actions, including interactions involving hands, tools, objects, and equipment. Experience using video annotation platforms or comparable data-labeling tools. Exceptional attention to detail and strong visual observation skills. Ability to follow detailed annotation guidelines and apply them consistently. Strong written communication skills for producing clear and accurate action descriptions. Ability to work independently in a remote environment and meet quality and productivity expectations. Availability for freelance work, with immediate availability preferred. Applicants should be prepared to provide a brief description of previous Physical AI annotation projects. Benefits Fully remote freelance opportunity available across India. Compensation of ₹750 per video hour . Opportunity to contribute to datasets supporting advanced Physical AI and robotics applications. Hands-on exposure to real-world industrial and commercial video data. Flexible freelance working environment. Opportunity to work on large-scale AI data annotation and human-feedback initiatives. Immediate joining preferred. Large-scale opportunity with 50+ annotator positions available.