AI Output Tester

Many organizations are currently adopting large language models to automate their internal analysis and client reporting. This shift often introduces a hidden risk where software generates confident, professional language that is factually wrong or mathematically impossible. At Blue Oak Consulting, we believe that an automated output is only as good as the human verification that follows it. We are looking for an AI Output Tester to investigate these outputs, verify the underlying economics, and ensure that our advice remains grounded in objective reality.

About Blue Oak

• We provide commercial advice for complex business problems where the answer is not immediately visible.
• Our team prioritizes the actual economics of a business over standard strategy talk and abstract frameworks.
• We examine pricing architectures, capital allocation, and fixed cost structures to find where capital is trapped.
• We are a fully remote firm that values clear thinking and plain speaking over corporate jargon.
• Our culture is defined by skepticism and a commitment to testing assumptions under pressure.
• We focus on the variables that actually drive outcomes rather than just delivering high level slide decks.
  
  

About The Role

• This is a full time, entry level position or internship focused on quality control for AI generated content.
• Your primary responsibility is to act as a skeptic who finds logical flaws and data inaccuracies in automated outputs.
• You will work across various projects involving SaaS unit economics, manufacturing data, and corporate strategy.
• This role is entirely remote and requires a high degree of self management and focus.
• You will be a critical part of our delivery team, acting as the final line of defense against inaccuracy.
  
  

What You Will Do

• Review AI generated reports to identify hallucinations, logical inconsistencies, or circular reasoning.
• Verify that numerical data within a text matches the underlying spreadsheets, financial models, or source documents.
• Flag instances where the AI uses filler language to avoid answering a specific commercial question.
• Compare various model versions to see which ones provide the most accurate reasoning for specific business sectors.
• Document common failure modes in the AI outputs to help our team improve our internal tools.
• Collaborate with our consultants to refine the prompts used to generate strategic summaries.
  
  

What We Need From You

• A natural inclination to double check everything you read and a healthy skepticism of automated answers.
• Strong written and verbal communication skills with a focus on brevity and clarity.
• Basic familiarity with business concepts such as revenue, margins, and operational costs.
• The ability to work independently in a remote environment without constant supervision.
• A high level of attention to detail and the patience to perform repetitive verification tasks with high accuracy.
• Comfort with using browser based AI tools and basic spreadsheet software.
• No specific years of professional experience are required: this is a role for someone starting their career who enjoys analytical work.
  
  

What The Role Offers

• Practical experience at the intersection of management consulting and AI technology.
• A work culture that prizes truth and evidence over hierarchy or corporate politics.
• Structured training on how to evaluate business models and identify economic value drivers.
• A fully remote setup that provides autonomy and respects your focus time.
• Direct exposure to the types of commercial problems faced by leadership teams at large companies.
• Clear, direct feedback that helps you improve your analytical and writing skills.
  
  

How We Work

• Blue Oak is fully remote and relies on written documentation to move projects forward efficiently.
• We do not have long, recurring meetings: instead, we expect team members to write clear memos.
• Feedback is direct and evidence based, focusing on the quality of the work rather than the seniority of the person.
• We prioritize deep work and give our team the space to finish tasks without constant interruptions.
• Decision making is based on logic and data rather than who speaks the loudest or has the most tenure.
  
  

Who Tends To Do Well Here
Success in this role is measured by your ability to find the error that everyone else missed. People who do well at Blue Oak tend to be the ones who ask "is this actually true?" when presented with a neatly formatted document. You should enjoy the process of untangling complex arguments and checking the fine print. We do not look for people who want to automate their own thinking. Instead, we want someone who uses their critical faculties to ensure our work remains reliable, accurate, and useful for the leadership teams who depend on our advice. If you take professional satisfaction in being right about the details because you know they anchor the big decisions, you will fit in well with our team.