Management Consultant — AI Workflow Evaluator

AuraOne, Inc.; United States; Remote; USD 55,000 - 96,000; Part time

Job summary

AuraOne, Inc. is seeking a Management Consultant — AI Workflow Evaluator as a remote contractor to assess AI workflow evaluation outputs against a quality rubric. You will compare paired responses, label edge cases, and provide structured feedback to retrain models.

The role emphasizes clear reasoning, attention to detail, and documenting recurring failure modes for the modeling team, with US eligibility for remote work and an emphasis on consistency across large batches.

Qualifications

• Prior evaluation, annotation, or human-rater experience on management consultant AI workflow evaluation or adjacent content for Management Consultant — AI Workflow Evaluator work.
• 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.

Responsibilities

• Evaluate management consultant AI workflow evaluation model outputs against a versioned rubric and assign severity tags for 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

Management Consultant AI Workflow eval

Enterprise operations

AI evaluation

Rubric writing

Expert review

Job description

Management Consultant — AI Workflow Evaluator is a remote evaluation track for reviewing management consultant ai workflow evaluation 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.

Why this role matters

AI data reviewers help turn management consultant ai workflow evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate management consultant ai workflow evaluation model outputs against a versioned rubric and assign severity tags for Management Consultant — AI Workflow Evaluator 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.

Qualifications

• Prior evaluation, annotation, or human-rater experience on management consultant ai workflow evaluation or adjacent content for Management Consultant — AI Workflow Evaluator 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.

Example tasks

• Compare two management consultant ai workflow evaluation model responses to the same prompt and pick the stronger one with rationale.
• Tag an unsafe response with the correct policy category and severity.
• Audit a 50-row batch for rubric consistency and report drift to the program lead.
• Propose a rubric clarification after spotting a recurring failure mode.

Nice to have

• Background in linguistics, content moderation, or trust & safety review.
• Experience with inter-rater agreement metrics and calibration cycles.
• Domain expertise that lets you spot subject-matter errors automated checks miss.

Skills

• Model output evaluation
• Rubric-based annotation
• Severity tagging
• Inter-rater calibration
• Management Consultant AI Workflow evaluation
• Enterprise operations
• AI evaluation
• Rubric writing
• Expert review

Work model

Remote — US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

Compensation

Hourly rate confirmed after the interview process.

Prior evaluation, annotation, or human-rater experience on management consultant ai workflow evaluation or adjacent content for Management Consultant — AI Workflow Evaluator 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.