AI Rater Guidelines Writer (Linguist / Instructional Designer) is a remote review track for evaluating AI outputs across domain writing workflows. Reviewers grade workflow correctness, policy adherence, and stakeholder fit; flag operational risk; and document the right next step so the modeling team can train on it.
Domain writing AI has to fit into an actual day at work. AuraOne uses experienced operators to grade outputs the way a senior peer would — checking workflow, policy, and the unwritten rules that decide whether a task actually gets done.
Review tutoring, pedagogy, assessment, curriculum, and learning-support AI outputs for real learner use.
Responsibilities
Review AI outputs against current domain writing workflows, playbooks, and firm policy for AI Rater Guidelines Writer (Linguist / Instructional Designer) assignments.
Grade tone, escalation logic, and stakeholder fit on a structured rubric.
Flag operational risk, missed escalations, and policy-adherence gaps with severity tags.
Capture the right next step so the modeling team can train on it.
Adjudicate disputed treatments against published playbooks or firm guidance.
Maintain reviewer-quality scores in inter-rater calibration cycles.
What you should bring
Direct working experience in domain writing on real teams for AI Rater Guidelines Writer (Linguist / Instructional Designer) work.
Comfort applying multi-page rubrics consistently across long batches.
Clear written reasoning that names the policy or workflow 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.
Role signals
Example tasks
Grade a model's response to a real domain writing ticket and rate workflow, tone, and escalation.
Flag a missed escalation with the right severity tag and corrected next step.
Adjudicate a disputed playbook call between two reviewers using firm guidance.
Audit a 25-row batch for rubric consistency and report drift to the program lead.
Useful experience
Prior experience training, calibrating, or QA-ing operations teams.
Familiarity with AI-assisted workflow tooling and its failure modes.
Bilingual experience for cross-region operations.
Compensation and schedule
$45–$65 / hr
Expected arrangement: contractor, with program-defined task volume and review pacing. Placement depends on current program demand and reviewer confirmation.
Skills used in matching
Operational review
Policy adherence
Workflow judgment
Stakeholder communication
Domain writing
Application boundary
Creating a specialist profile records your experience and preferences. Starting role intake is a separate action that attaches this role to your candidate record.
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