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AI Output Tester

Blue Oak Consulting

Software & Data

2 days ago
New

Job descriptions & requirements


Where the role sits
AI systems are only useful when their outputs can be trusted in real working situations. A response can look polished and still miss the question, invent a fact, follow the wrong instruction, use the wrong tone, or give an answer that would not be acceptable in a client-facing workflow.
The AI Output Tester helps us review those outputs before they become part of a wider process. This is not an engineering role and you do not need to build models. The work is about reading carefully, comparing outputs, checking whether instructions were followed, and spotting where a response is unclear, incomplete, inaccurate, or unsuitable for the task.
The role suits someone who is interested in AI, but who also understands that useful AI work depends on accuracy, judgment, consistency, and patience.
Core responsibilities

  • Reviewing AI-generated outputs against written instructions and quality guidelines
  • Checking whether a response actually answers the task it was given
  • Comparing two or more outputs and explaining which one is stronger
  • Flagging factual issues, unclear reasoning, missing context, weak structure, or inappropriate tone
  • Testing prompts and recording how the model responds across different examples
  • Identifying repeated patterns in poor outputs so the team can improve instructions and workflows
  • Writing short, clear notes explaining why an output passed, failed, or needed review
  • Working through structured review tasks with consistency, even when the work is repetitive
  • Escalating unclear cases rather than guessing when the correct judgment is not obvious

What we need from you
Essential

  • Strong written English. You need to read carefully and explain your reasoning clearly.
  • Good judgment when comparing written answers. You can tell the difference between an answer that sounds good and one that is actually useful.
  • Attention to detail. You notice when an instruction has been missed, a claim is unsupported, or a response does not match the requested format.
  • Comfort following detailed guidelines. You do not make up your own rules when a project has a defined review standard.
  • Consistency. If you review the same type of task multiple times, your decisions should not change randomly from one example to the next.
  • Basic digital confidence. You should be comfortable working in online tools, spreadsheets, forms, shared documents, and simple task platforms.
  • Patience with repetitive work. Some tasks will be interesting, some will be routine. Both need the same level of care.

Helpful but not required

  • Experience using ChatGPT, Claude, Gemini, Perplexity, or similar tools
  • Any previous work involving content review, editing, research, QA, data labeling, moderation, transcription, translation, or customer support
  • Interest in prompt testing, AI evaluation, language quality, online research, or structured review work
  • Basic spreadsheet skills for tracking examples, notes, or task outcomes
  • Experience working remotely or independently on detailed written tasks
  • A degree is not required if you can show careful thinking, clear writing, and reliable judgment

What we are not looking for
You do not need to be a machine learning engineer. You do not need to code. You do not need to have worked in AI before.
We are not looking for someone who simply likes using AI tools casually. We are looking for someone who can slow down, read the task properly, judge the output fairly, and explain what is wrong without overcomplicating it.
If your instinct is to check the instruction twice before submitting a decision, that is more useful in this role than trying to sound technical.
What you will get out of the role

  • Practical exposure to how AI outputs are reviewed, tested, and improved
  • A clear entry point into AI-related work without needing a technical background
  • Experience with structured evaluation, prompt testing, and quality review workflows
  • Feedback on how to make sharper, more consistent review decisions
  • A role where careful reading, good judgment, and clear written reasoning are the skills that matter most


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