Revenue, Demand and Supply Planning Expert

What You'll Do8

• Evaluate AI-generated responses on retail planning tasks and identify factual gaps in demand, inventory, or pricing.
• Build expert-level training data from your own workflows, including forecast models, reforecasting cycles, and supply plans.
• Test model output against real planning practices, such as promotion planning or margin decisions.
• Write clear feedback that explains why a response misses domain standards.
• Add context from freight, logistics, or invoice auditing when those areas shape a planning decision.
• Partner with AI research teams through written evaluations and async updates.
• Mark where a model confuses demand planning with supply planning or pricing execution.
• Flag weak assumptions in inventory and cost management scenarios.

Requirements10

• Five or more years in revenue, demand, and supply planning, with a focus on retail or consumer-facing companies.
• Background as a demand planner, supply chain manager, pricing analyst, or a similar planning and analytics role.
• Or comparable work supporting end-to-end planning across demand, inventory, and pricing.
• Direct use of demand forecasting and in-season reforecasting in a professional setting.
• Hands-on work with inventory planning and supply planning processes.
• Experience in pricing, promotions, or margin optimization (preferred).
• Exposure to freight, logistics, or cost management, such as invoice auditing.
• Strong writing skills and close attention to detail.
• Ability to manage tasks on your own and coordinate with remote AI research teams.
• You do not need prior AI experience.

Who Should Apply

The right candidate brings at least five years in retail or consumer-facing revenue, demand, and supply planning, with hands-on work in forecasting, inventory, and pricing. A demand planner, supply chain manager, or pricing analyst who has owned end-to-end planning decisions will fit this project. People who treat writing as a core part of the work tend to score well, because the role asks for clear evaluations and detailed feedback. This project suits someone who wants part-time, self-scheduled work alongside another role. Candidates often lose fit when they list general supply chain experience without naming specific workflows, or when they apply with fewer than five years in planning. A weak writing sample or vague descriptions of forecasting and inventory work also hurt.

Salary Insight