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Operations / Supply Chain SME

per hour
Contractor Remote Last verified 21 Jul 2026
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About the Role

In this role, you will work on cutting-edge initiatives to fine-tune large language models by grounding advanced logistics and supply chain domain logic. The ideal candidate possesses extensive experience in field operations and fleet dispatch—spanning route scheduling, driver/technician assignment, inventory management, and cost-per-mile optimization—along with the ability to translate operational constraints into deterministic spreadsheet logic. You will play a direct role in evaluating and refining AI-generated tools, ensuring outputs match professional logistics standards.

What You'll Do

  • In this role, you will serve as the logistics and operations expert setting the quality benchmark for supply chain AI applications. Your day-to-day responsibilities will include:
  • Authoring Skills & Guardrails: Defining discovery parameters (fleet size, service area, time windows, capacity limits) and operational guardrails (driver hours-of-service compliance, weight/volume constraints, delivery SLAs) for AI builders and canvases.
  • Context & Interview Co-Design: Co-designing interview workflows and validating context files, including dispatch logs, driver rosters, and shipment manifests.
  • Grounding Golden Assets: Verifying routing and assignment logic, SLA and cost formulas, and validation lists across flagship recipes like route planners, work order managers, and vendor trackers.
  • Quality Sign-Off: Reviewing and signing off on AI-generated outputs to ensure complete alignment with professional logistics and field-ops practices.

You're a Good Fit If You

  • Required skills: Logistics
  • Core Experience: 5+ years in logistics, fleet dispatch, supply chain management, or field-service operations.
  • Domain Expertise: Deep, hands-on familiarity with routing and scheduling, driver assignment rules, shipment tracking, and key delivery cost metrics (e.g., SLA adherence, cost-per-mile vs. cost-per-stop).
  • Writing & Logic Translation: Strong, concise professional writing skills with a proven ability to translate complex dispatch rules into deterministic spreadsheet formulas, capacity constraints, and data validation structures.
  • Analytical Thinking: Strong problem-solving capabilities to construct, evaluate, and calibrate routing workflows and inventory management frameworks.
  • Technical Infrastructure: Personal desktop/laptop equipped with a stable, high-speed internet connection in a remote setup.
  • Bachelor's degree or equivalent practical experience in any field.
  • Experience in AI evaluation, data annotation, content review, quality assurance, or a related analytical role is preferred but not required.

Role Highlights

Pay
Pay varies
Contract
Contractor
Location
Remote
Category
Model evaluation
Posted
20 days ago
Job ID
WE-8042

Pay & Payout

Independent contractor engagement through Turing. Apply via the link below - Turing handles vetting, onboarding and payment.

Common Questions

Turing has a reliability rating of very reliable based on the listings we track, with an onboarding time of 5-14 days. See our full Turing review for the details behind that rating.

Applying takes you to Turing's own website, where the application is completed. We are not a recruiter or employer and do not process applications directly - we may be recorded as the referring source.

Pay varies - Independent contractor engagement through Turing. Apply via the link below - Turing handles vetting, onboarding and payment.

In this role, you will serve as the logistics and operations expert setting the quality benchmark for supply chain AI applications. Your day-to-day responsibilities will include: Authoring Skills & Guardrails: Defining discovery parameters (fleet size, service area, time windows, capacity limits) and operational guardrails (driver hours-of-service compliance, weight/volume constraints, delivery SLAs) for AI builders and canvases. Context & Interview Co-Design: Co-designing interview workflows and validating context files, including dispatch logs, driver rosters, and shipment manifests.

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