Retail Operations QA Reviewer (Remote Contractor)

AI Trainer Jobs; United States; Remote; USD 110,000 - 220,000; Part time

Job summary

AI Trainer Jobs is seeking reviewers for a remote, independent specialist contractor role focused on evaluating AI outputs in Retail / Clienteling operations. You will assess workflow correctness, policy adherence, and stakeholder fit using structured rubrics and document next steps for model training.

Ideal candidates have hands-on experience with retail/clienteling operations, strong written reasoning, and the ability to flag issues across long rubric batches.

Qualifications

• Direct working experience in retail / clienteling professionals on real teams.
• 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.

Responsibilities

• Review AI outputs against current retail / clienteling professionals specialist operations workflows, playbooks, and firm policy for Retail / Clienteling professionals 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.

Skills

Operational review

Policy adherence

Workflow judgment

Stakeholder communication

Tools

AI-assisted tooling

Job description

AI Trainer Jobs is seeking reviewers for a remote, independent specialist contractor role focused on evaluating AI outputs in Retail / Clienteling operations. You will assess workflow correctness, policy adherence, and stakeholder fit using structured rubrics and document next steps for model training.

Ideal candidates have hands-on experience with retail/clienteling operations, strong written reasoning, and the ability to flag issues across long rubric batches.