About the Role
Aptura is looking for Subject Matter Experts from supply chain, in sectors such as CPG, retail, manufacturing or pharma, who build demand, inventory and capacity plans in Excel. You have used AI tools on your own work and been frustrated by the mistakes they make. You will turn that experience into realistic Excel tasks that test how well AI does the work of a Supply Chain Analyst.
Responsibilities
Writing realistic Excel tasks drawn from your own work: extending existing models, fixing broken ones and building from a brief
Working through each task yourself so there is a clear, correct answer
Writing yes-or-no criteria precise enough that a grader can mark any attempt against them
Necessary Qualifications
3+ years in supply chain, demand planning, procurement or operations, in sectors such as CPG, retail, manufacturing, pharma or logistics
Deep hands-on Excel: inventory and demand planning, Solver, data reshaping, multi-criteria lookups and debugging
Strong written English communication skills.
Attention to detail, and willingness to learn concepts in AI and Evals
Additional Information
Start Date : Immediate
Duration: Approximately 4–6 weeks
Payment: task-based. Experts who complete their first task within the required timeline will then be qualified to do multiple tasks for the remainder of the project.
Contract and Payment Terms
You will be engaged as an independent contractor.
This is a fully remote role that can be completed on your own schedule.
Projects can be extended, shortened, or concluded early depending on needs and performance.
Your work at Aptura will not involve access to confidential or proprietary information from any employer, client, or institution.
Payments will be weekly following task completion.
Getting Started
Apply with your details and CV. Choose an available 30-minute group walkthrough call.
Attend the walkthrough and create one original task from your own work. Submit the brief, the actual input workbook(s) needed to complete it. Input-file uploads are compulsory.
Write the brief yourself. Input workbooks must also be human-built. Use real data that has been sanitised, or public data with the source named. No AI usage allowed.
We run your task against current frontier AI models. If the models get it wrong, you then write a detailed yes-or-no rubric, and a reviewer signs off on the task with you.
Completing onboarding does not guarantee a job offer; selection remains subject to written approval of the task proposal.
About Aptura
Aptura is an applied AI and data company working with frontier labs to train AI systems on real professional work. We do this by building high-quality evaluation and training environments that teach AI agents to produce work that can be used in daily workflows.
Summary
Create realistic Excel-based supply chain tasks from your own demand, inventory and capacity planning work and solve each to establish correct answers. Requires 3+ years in supply chain, demand planning, procurement or operations and deep hands-on Excel including Solver, reshaping and lookups.
Responsibilities
Writing realistic Excel tasks drawn from own work: extending existing models, fixing broken ones and building from a brief; Working through each task for clear, correct answer; Writing yes-or-no criteria for grading attempts
Qualifications
3+ years in supply chain, demand planning, procurement or operations; Deep hands-on Excel: inventory and demand planning, Solver, data reshaping, multi-criteria lookups and debugging; Strong written English communication skills; Attention to detail
Experience requirements
3+ years in supply chain, demand planning, procurement or operations, in sectors such as CPG, retail, manufacturing, pharma or logistics
Interview process
Choose 30-minute group walkthrough call; attend walkthrough and create original task; rubric review and sign-off with reviewer
How to apply
Apply with details and CV; choose 30-minute group walkthrough call; submit brief and human-built input workbook(s)