Real Estate Appraisal — Visual Document Understanding

About the role

Real Estate Appraisal — Visual Document Understanding is a remote evaluation track for reviewing document annotation prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain.

AI data reviewers help turn document annotation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Evaluate model behavior across text, image, document, chart, audio, and mixed-input tasks.

Responsibilities

• Evaluate document annotation model outputs against a versioned rubric and assign severity tags for Real Estate Appraisal — 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.