AI Output Tester

An AI Output Tester at Blue Oak Consulting reviews the accuracy and logical consistency of financial analysis generated by automated systems. You will verify that the resulting data reflects real world economic principles and meets our firm standards for precision.
About Blue Oak Consulting
Blue Oak Consulting provides independent advisory on pricing, portfolio economics, capital allocation, and acquisition assumptions. We are not a traditional firm focused on broad transformation programs or high level strategy decks. Instead, we interrogate specific commercial decisions where the financial stakes are high and the existing narrative is not sufficient. Our team looks past corporate language and P&L complexity to identify where value is leaking or capital is trapped. We work across sectors like software, manufacturing, and healthcare to test whether the assumptions behind a growth plan or an acquisition actually hold under pressure.
We are a small, principal led firm where the people who do the work are the ones accountable for the results. We do not take transaction contingent fees, which allows us to be completely honest about whether the economics of a decision make sense. Our goal is to provide clarity through financial discipline and a healthy amount of skepticism. We stay through the execution phase because decisions that look sound in theory often fail when they meet real world friction.

The Role
In this position, you will act as a critical human filter for our internal AI tools. We use these tools to parse large volumes of financial data, but we never take their findings at face value. You will work in a fully remote capacity, reviewing the summaries, models, and reports the software produces to ensure they are free of errors and logical gaps. The focus is on commercial reality (the messy details of how businesses actually make money) rather than just technical correctness. You will be checking if the AI correctly understood a complex pricing structure or if it missed a hidden cost in a manufacturing P&L. Because this is a part time contract, it offers a great deal of flexibility for those starting their careers in finance or data analysis.

What You Will Be Doing

• Reviewing AI generated financial summaries against source documentation like annual reports and acquisition memos.
• Identifying and flagging instances where the software misinterprets commercial terms or financial formulas.
• Testing different prompts to see how the system handles complex investment assumptions and capital allocation scenarios.
• Correcting errors in tone to ensure that all generated content matches our firm commitment to plain, direct English.
• Documenting edge cases where the automated models struggle with irregular data sets or non standard accounting practices.
• Comparing multiple outputs to determine which logical paths lead to the most accurate financial conclusions.
• Providing feedback to our technical team to help refine the logic used for evaluating portfolio economics.
• Ensuring that all data points in a report are internally consistent and supported by the underlying evidence.
• Maintaining a log of recurring mistakes to help us build a more reliable testing process.

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What You Bring

• A background in finance, accounting, or economics, which could be from recent university studies or an internship.
• A natural habit of double checking numbers and a healthy skepticism toward data that look too clean.
• Strong attention to detail and the ability to spot subtle errors in logic across long documents.
• The ability to manage your own schedule and stay productive in a fully remote environment.
• Writing skills that favor clarity and brevity over corporate jargon or unnecessary filler.
• Basic familiarity with spreadsheet software and common financial ratios like EBITDA or ROI.
• Resilience when performing repetitive tasks that require high levels of concentration.
• Curiosity about how automated tools can assist in financial advisory without replacing human judgment.
• The ability to follow specific instructions while knowing when to ask for clarification on a complex financial point.




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What We Offer

• Competitive pay for the entry level market, reflecting the specialized nature of the assessment work.
• The flexibility of a fully remote role that allows you to work from your preferred location.
• Exposure to high stakes financial decisions that go beyond simple strategy presentations.
• Direct feedback and mentorship from principals who have extensive experience in commercial advisory.
• A work culture that prioritizes logic, facts, and honesty over office politics or long hours for their own sake.
• Practical experience at the intersection of financial analysis and emerging software tools.
• A part time schedule that can potentially be adjusted to fit your other professional or educational commitments.

We value people who are not afraid to point out when something looks wrong, even if the machine says it is right. Blue Oak Consulting thrives on the fine details that others overlook, and this role is essential to maintaining the integrity of our advisory work. By focusing on the truth of the numbers, you help us stay honest and provide the clarity our clients expect when they are making major capital decisions. This is a chance to sharpen your analytical skills in a professional setting where your findings directly influence the outcome for the firm.