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OpenTrain AIFor AI Companies

Logistics and Supply Chain AI Evaluation Expert

Use hands-on logistics and fleet operations expertise to evaluate AI-generated routing, scheduling, inventory, and delivery workflows. This remote contractor role runs up to 10 weeks with 20+ hours weekly and requires weekend on-call availability.

OpenTrain AI

Generative AI & RLHF

100% Remote

Worldwide

Eligibility

Entry

Experience

Sep 7, 2026

Posted

Open worldwide

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About OpenTrain

OpenTrain is the #1 platform for finding and building careers in AI training and data labeling. Create a free account to discover projects, build a professional profile, and apply in minutes.

In this role, OpenTrain AI is hiring and contracting with an experienced logistics professional to help assess AI-generated operational tools and workflows.

About AI Training and Evaluation Work

AI training is the human side of building modern artificial intelligence. Experts review examples, test generated outputs, and provide structured feedback that helps AI systems become more accurate and useful.

This opportunity applies that work to logistics and supply chain operations, including routing, dispatch, scheduling, inventory, capacity, service levels, and delivery costs.

  • Remote work with a computer and reliable internet connection
  • Contribute practical industry knowledge to cutting-edge AI workflows
  • Help evaluate whether generated tools reflect real-world operational standards

The Role

OpenTrain is seeking a Logistics and Supply Chain AI Evaluation Expert to ground language model initiatives in real-world field operations and fleet dispatch practices. You will evaluate and refine AI-generated tools so that routing, scheduling, inventory, assignment, service-level, and delivery-cost logic meets professional logistics standards.

The work also involves translating operational constraints into deterministic spreadsheet logic and dependable AI workflows. Helpful experience includes AI evaluation, data annotation, content review, quality assurance, or another analytical role.

  • Remote contractor engagement lasting up to 10 weeks
  • Generally 40 hours per week with 8 hours of PST overlap
  • At least 20 hours per week required based on the engagement details
  • Weekend on-call availability required
  • Part-time engagement may be acceptable

What You'll Do

You will define operational requirements, validate logistics materials, review AI-generated decisions, and provide quality sign-off against established logistics and field-operations practices.

  • Define fleet size, service areas, delivery time windows, capacity limits, and service levels
  • Account for hours-of-service requirements, weight constraints, and volume constraints
  • Co-design workflow context and validate dispatch logs, driver rosters, and shipment manifests
  • Verify route-planning and driver-assignment logic
  • Review inventory workflows, cost formulas, service-level calculations, and validation lists
  • Evaluate AI-generated outputs and provide quality sign-off
  • Help calibrate route planners, work-order managers, and vendor trackers

Required Qualifications

This role requires substantial hands-on experience in logistics, fleet dispatch, supply chain management, or field-service operations. You should be comfortable converting practical dispatch rules into structured formulas, constraints, and validation systems.

  • At least five years of hands-on experience in logistics, fleet dispatch, supply chain management, or field-service operations
  • Strong knowledge of routing, scheduling, driver assignment rules, shipment tracking, and fleet operations
  • Knowledge of delivery cost metrics such as cost per mile and cost per stop
  • Ability to translate dispatch rules into deterministic spreadsheet formulas
  • Ability to define capacity constraints and data-validation structures
  • Strong analytical reasoning and practical problem-solving skills
  • Concise professional writing skills for evaluating workflows and AI-generated outputs
  • Bachelor's degree or equivalent practical experience
  • Reliable desktop or laptop and high-speed internet connection

Who Should Apply

Apply if you have professional experience managing or evaluating real-world logistics operations and can explain how routing, dispatch, inventory, capacity, and delivery economics should work. The role is especially suited to practitioners who can combine operational judgment with precise spreadsheet and workflow logic.

Experience in AI evaluation, data annotation, content review, or quality assurance is useful, but the core requirement is strong logistics and field-operations expertise.

  • Logistics and supply chain professionals
  • Fleet dispatch and field-service operations specialists
  • Candidates experienced with operational spreadsheets and validation rules
  • Professionals who can provide clear, concise quality feedback

How to Apply Through OpenTrain

Create a free OpenTrain account, build your profile, and apply to this contract opportunity in minutes. OpenTrain helps people discover and grow careers in the fast-growing AI training and data-labeling industry.

  • Language: English
  • Work location: Worldwide and fully remote
  • Engagement: Contractor and part-time
  • Schedule: 20+ hours per week, with the engagement generally requiring 40 hours
  • Availability: 8 hours of PST overlap and weekend on-call coverage

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