Remote Multimodal Document Evaluation for GIS & VDU

AI Trainer Jobs; United States; Remote; USD 124,000 - 152,000; Full time

Job summary

AuraOne is hiring remote evaluators for Surveying & GIS — Visual Document Understanding to assess model outputs against a versioned rubric. Reviewers label edge cases, provide structured feedback, and help retrain the model with auditable rationales and regression cases.

The role involves judging text, images, and documents, flagging issues, and ensuring consistency across long batching cycles. This contractor position requires reliability and strong attention to detail.

Qualifications

• Prior evaluation, annotation, or human-rater experience on document annotation or adjacent content for Surveying & GIS — Visual Document Understanding work.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Strong attention to detail and the ability to flag when a prompt itself is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate document annotation model outputs against a versioned rubric and assign severity tags for Surveying & GIS — Visual Document Understanding assignments.
• Compare paired responses and pick the stronger answer with a written rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them back to the program team for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples each week.

Job description

AuraOne is hiring remote evaluators for Surveying & GIS — Visual Document Understanding to assess model outputs against a versioned rubric. Reviewers label edge cases, provide structured feedback, and help retrain the model with auditable rationales and regression cases.

The role involves judging text, images, and documents, flagging issues, and ensuring consistency across long batching cycles. This contractor position requires reliability and strong attention to detail.