Overview
This role involves leveraging finance expertise to help design and create datasets that train and evaluate advanced AI agents on accounting reconciliation tasks. The position is focused on developing realistic, numerically rigorous accounting scenarios such as billing versus revenue reconciliation, payment-to-invoice matching, and margin report analysis. These scenarios are intended to challenge AI agents while remaining objectively scorable.
This is a fully remote, flexible contract role based in Singapore. No prior AI experience is required, only solid accounting expertise and strong analytical skills.
- Type: Hourly Contract
- Location: Remote (Singapore-based candidates preferred)
- Commitment: Flexible, task-based
Responsibilities
- Author realistic task prompts centered on accounting reconciliation, including matching payments to invoices, reconciling billing against recognized revenue, and analyzing margin reports
- Develop scoring rubrics specifying exact numerical outcomes and the reasoning steps required to reach them
- Set up task environments with relevant financial data, documents, and system states to replicate realistic accounting scenarios
- Solve each task personally to validate numerical accuracy and rubric correctness
- Calibrate task difficulty by adjusting data complexity, ambiguity in source documents, or required reasoning steps to reliably challenge AI models
- Review and correct AI-drafted task prompts or rubrics when provided
Requirements
- Hands-on experience as an accountant, finance analyst, or in a closely related role
- Strong, precise numerical reasoning with demonstrated ability to work through multi-step reconciliation problems
- Solid knowledge of revenue recognition principles, matching rules, and standard accounting workflows
- Ability to define verifiable correctness criteria such as exact figures, reconciled balances, or documented variance explanations
- Comfortable working with financial documents, spreadsheets, and accounting system outputs
- Iterative mindset, willing to test and refine tasks until difficulty and gradability are appropriate
Preferred Qualifications
- Experience in manufacturing, industrial, or enterprise B2B finance environments across the APAC region
- Familiarity with ERP or accounting platforms such as SAP, Oracle, or NetSuite
- Professional accounting qualifications such as CA Singapore, ACCA, CPA, or equivalent
- Background in audit, financial controls, or revenue assurance
Compensation & Benefits
- Flexible, fully remote contract work
- Hourly compensation
- Opportunity to contribute to cutting-edge AI projects in enterprise finance
- Freelance autonomy with meaningful, task-based assignments
- Potential for ongoing work and contract extensions as new projects launch
Location
- Remote work with preference for candidates based in Singapore