[Hiring] Domain Expert, AI Evaluation Task Writer @Patronus AI, Inc.

Role Description

You'll design realistic finance tasks that a qualified professional could solve with the right knowledge and tools, and that today's AI models get wrong. Each task is built around a scenario we provide. You create the working documents someone in your role would actually handle, write the request, solve it yourself and define how the answer gets graded. Your work becomes evaluation and training data for frontier models.

You don't need an AI background. You do need to be the kind of finance professional who catches the number that ties out but shouldn't.

Areas we're hiring for

• Treasury operations:
  • Cash positioning and liquidity management
  • Daily cash operations and bank reconciliation
  • Treasury analysis of accruals, exposures and discrepancies
  • Matching booked deals to counterparty confirmations and settlement records
• Audit and assurance:
  • External, internal or government audit
  • Technology assurance
  • SOX and ITGC controls testing
• Trading and portfolio operations:
  • Pre-trade compliance and clearance
  • Execution trading from rebalance instructions, tickets and blotters
  • Reconciling positions, cash and holdings against instructions and constraints
• Equity administration:
  • Stock plan administration (grants, vesting, approvals and plan availability)
  • Equity plan analysis (share reserves, outstanding awards and fair-market-value inputs)
  • Corporate paralegal work on board consents and equity transaction documents

What you'll do

• Build realistic evidence files from a provided scenario:
  • Bank statements and cash positions
  • Deal confirmations and settlement records
  • Trial balances and GL extracts
  • Audit workpapers and control evidence
  • Trade blotters and rebalance instructions
  • Position and cash reconciliations
  • Cap tables, grant records and board consents
• Write clear task requests that state what the deliverable is and how uncertainty and justified assumptions should be handled
• Solve each task end to end and document a reference solution with the reasoning behind every step
• Write explicit scoring criteria that let two independent graders reach the same verdict, including acceptable alternative answers
• Run tasks against current models, find where and why they fail, and adjust difficulty
• Check your own and peers' tasks for ambiguity, errors, answers exposed in the materials and shortcuts that skip the intended reasoning
• Incorporate reviewer feedback within agreed turnaround times and flag guideline gaps or edge cases you run into

Who we're looking for

Required

• 3+ years of hands-on experience in one or more of the four areas above: treasury operations, audit and assurance, trading and portfolio operations, or equity administration
• Working command of the standards, controls and rules in your area (for example US GAAP or IFRS, PCAOB/AICPA auditing standards and SOX, treasury policies and bank controls, trade compliance and restricted-list rules, equity plan documents and fair-market-value requirements)
• Strong spreadsheet skills, and the habit of tying every figure back to its source
• Clear, precise writing in professional English
• Ability to work independently and asynchronously against deadlines

Nice to have

• CPA, CA, ACCA, CISA, CTP, CFA or CEP
• Big Four, public company, bank, asset manager or fund experience
• Experience with the systems used in your area, such as SAP Treasury or another treasury management system, Bloomberg, AIM or EMSX, or Carta or Shareworks
• Prior experience writing or reviewing AI evaluation tasks, exam questions, case studies or training material
• Familiarity with how AI models fail (hallucinated figures, confident arithmetic errors, misread documents)

Our standards

• All tasks, documents and solutions are human-authored. LLM-generated content is not permitted.
• Tasks and solutions must be original. Nothing may be copied from published or easily searchable sources.
• Never use real client, employer or personal data. All scenarios are fictional.
• Quality is judged on accuracy, rubric validity, difficulty and reviewer agreement, not volume.

How hiring works

• Short AI interview and resume review
• One paid trial task, scored against a fixed quality checklist
• Onboarding and your first project
• We aim to make a decision within two weeks of your application.

Equal Opportunity Employer

Patronus AI is an equal opportunity employer. We celebrate diversity in our workplace, and all qualified applicants will receive consideration for employment without regard to age, ancestry, color, family or medical care leave, gender identity or expression, genetic information, marital status, medical condition, national origin, physical or mental disability, political affiliation, protected veteran status, race, religion, sex (including pregnancy), sexual orientation, or other legally protected characteristics.