Remote AI Data Reviewer: GIS & Visual Document Vetting

AuraOne, Inc.; United States; Remote; USD 117,000 - 158,000; Part time

Job summary

AuraOne, Inc. is seeking a remote reviewer to evaluate document annotation model outputs against a versioned rubric for Surveying & GIS — Visual Document Understanding. You will assign severity tags, compare responses, and write clear rationales to guide improvements.

The role requires strong attention to detail, the ability to flag prompt issues, and reliable async availability of at least 10 hours per week as a contracted reviewer.

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.
• Document recurring failure modes so the modeling team can target them in the next training run.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Document annotation

Job description

AuraOne, Inc. is seeking a remote reviewer to evaluate document annotation model outputs against a versioned rubric for Surveying & GIS — Visual Document Understanding. You will assign severity tags, compare responses, and write clear rationales to guide improvements.

The role requires strong attention to detail, the ability to flag prompt issues, and reliable async availability of at least 10 hours per week as a contracted reviewer.