Remote Video Data Reviewer: AI Quality & Feedback

AI Trainer Jobs; United States; Remote; USD 2,066,000 - 3,444,000; Full time

Job summary

AI Trainer Jobs is seeking a remote Video Data Reviewer to evaluate model outputs against a fixed rubric and provide structured feedback. You will label edge cases, drafts rationales, and contribute to improving the rubric for future retraining.

Ideal candidates have prior video evaluation experience, excellent written reasoning, and strong attention to detail. This is a contractor role with flexible task volume and weekly calibration.

Qualifications

• Prior evaluation or annotation experience on video data evaluation.
• Ability to apply multi-page rubrics consistently.
• Clear written reasoning naming the issue and rubric clause.
• Reliable async availability for 10+ hours per week.

Responsibilities

• Evaluate video data evaluation outputs against a versioned rubric and assign severity tags.
• Compare paired responses and select the stronger answer with rationale.
• Label hallucinations, policy failures, and unsafe content with tags.
• Capture ambiguous prompts and route them for rubric updates.
• Calibrate reviewer quality against gold-standard examples weekly.

Skills

Video data evaluation

Annotation

Written reasoning

Attention to detail

Async availability

Job description

AI Trainer Jobs is seeking a remote Video Data Reviewer to evaluate model outputs against a fixed rubric and provide structured feedback. You will label edge cases, drafts rationales, and contribute to improving the rubric for future retraining.

Ideal candidates have prior video evaluation experience, excellent written reasoning, and strong attention to detail. This is a contractor role with flexible task volume and weekly calibration.