Culinary Production Associate

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

Job summary

AI Trainer Jobs in the United States seeks a Culinary Production Associate to remotely review AI outputs across culinary production workflows. Reviewers grade workflow correctness, policy adherence, and stakeholder fit; flag operational risk; and document the right next steps so the modeling team can train on it.

Placement is remote and contractor-based, with program-defined task volume and review pacing. Candidates should have direct experience in culinary production operations, strong written

Qualifications

• Direct working experience in culinary production operations 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.

Responsibilities

• Review AI outputs against current culinary production workflows, playbooks, and firm policy for Culinary Production Associate 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

Culinary production ops

Attention to detail

Written reasoning

Async availability

Tools

Food Labeling Software

AI tooling

Job description

Culinary Production Associate is a remote review track for evaluating AI outputs across culinary 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

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

Role details

About the role

Culinary Production Associate is a remote review track for evaluating AI outputs across culinary 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.
Culinary 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 culinary production specialist operations workflows, playbooks, and firm policy for Culinary Production Associate 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.

What you should bring

• Direct working experience in culinary production specialist operations on real teams for Culinary Production Associate 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 culinary 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
• Culinary Production specialist operations
• Craftsmanship
• Food Labeling Software
• Food Safety/HACCP Knowledge
• High-Volume Production Skills

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.

Specialist intake

The intake preserves your chosen role, the visible terms, and source attribution for reviewer context.

• - 01 Confirm profile and eligibility details.
• - 02 Attach this role deliberately.
• - 03 Receive a human review decision or follow-up.

Placement timing depends on program demand and reviewer confirmation.