Production Specialist

AI Trainer Jobs; United States; Remote; USD 28,000 - 41,000; Full time

Job summary

AI Trainer Jobs is seeking a Production Specialist for a remote, US-eligible contractor role focused on evaluating AI outputs within production workflows. Reviewers assess workflow correctness, policy adherence, and stakeholder fit, and document next steps to train the model.

The role emphasizes operating with a senior-peer approach, auditing tool use, and applying enterprise playbooks to ensure quality and risk mitigation across batches. Flexible hours up to 10 hours weekly are expected.

Qualifications

• Direct working experience in production specialist operations on real teams.
• Ability to apply 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.

Responsibilities

• Review AI outputs against current production specialist operations workflows, playbooks, and firm policy for Production Specialist 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.

Skills

Operational review

Policy adherence

Workflow judgment

Stakeholder communication

Production specialist operations

Active listening

Precision hand-tool mastery

Technical blueprint literacy

Terminal entry skills

Bilingual experience

Tools

AI-assisted workflow tooling

Job description

Production Specialist is a remote review track for evaluating AI outputs across production specialist operations 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.

Category: Enterprise Workflow & Tool Use · Pay: $20–$30 / hr · Location: Remote - US-eligible · Contractor

Production Specialist is a remote review track for evaluating AI outputs across production specialist operations workflows.

Role details

About the role

Production Specialist is a remote review track for evaluating AI outputs across production specialist operations 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.
Production specialist operations 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.
Judge tool-use tasks and enterprise agent behavior. Operational judgment is the skill.

Responsibilities

• Review AI outputs against current production specialist operations workflows, playbooks, and firm policy for Production Specialist 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.

What you should bring

• Direct working experience in production specialist operations on real teams for Production Specialist 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.

Example tasks

• Grade a model's response to a real production specialist operations 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

$20–$30 / 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
• Production specialist operations
• Active listening skills
• Precision hand-tool mastery
• technical blueprint literacy
• Terminal entry skills