Video Annotator - Physical AI

Lever, Inc.; India; Remote; INR 879,000 - 1,187,000; Part time

Benefits offered by this job

Remote work across India

Immediate joining

50+ annotator positions

Job summary

Lever, Inc. in India is seeking a Video Annotator specializing in Physical AI to join a remote freelance team. You will analyze first-person videos from industrial and commercial settings and create precise annotations of actions, tools, objects, and workflows.

You will segment videos with accurate timestamps, write concise descriptions, review machine-generated labels, and ensure consistent quality. Immediate joining preferred; large-scale projects with 50+ annotator positions.

Qualifications

• 1+ year hands-on experience with Physical AI or robotics annotation.
• Experience annotating Physical AI datasets is mandatory.
• Strong ability to segment videos and timestamp actions with precision.
• Clear, concise, natural-language action descriptions.

Responsibilities

• Review first-person and egocentric videos to identify actions, tools and objects.
• Divide videos into meaningful segments with start/end timestamps.
• Apply action labels and write concise descriptions reflecting visuals.
• Identify hands, objects, tools, and interactions in each segment.
• Review model-generated annotations for accuracy and consistency.
• Follow guidelines and maintain uniform labeling across datasets.
• Flag ambiguous cases for reviewers and complete reworks on time.
• Meet quality, accuracy, and productivity targets while working remotely.

Skills

Video annotation

Physical AI

Temporal segmentation

Attention to detail

Remote work

Independent work

Tools

Video annotation platforms

Job description

This position is listed on behalf of a partner company, who manages all applications and next steps. Our partner is looking for a Video Annotator – Physical AI based in India.

This is a remote freelance opportunity focused on creating high-quality training data for advanced Physical AI and robotics systems. You will analyze first-person videos captured in industrial and commercial environments and convert them into precise, structured annotations. Your work will help AI models understand human actions, tools, objects, and real-world task workflows. The role requires careful temporal segmentation, accurate timestamps, and clear descriptions of visible actions. You will also review and improve machine-generated annotations to maintain consistency and data quality. The position is well suited to experienced Physical AI or robotics annotators who can work independently and meet demanding quality standards. Immediate joiners are preferred, with opportunities to contribute to large-scale AI data operations.

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 elevate 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.