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Admin / Business Operations

Business Domain Expert — AI Model Evaluation

Remote — Multiple countries$124,800 - $166,400/year1 openings

About this role

Business Domain Expert — AI Model Evaluation Pilot

Job Type: Independent Contractor
Location: Remote
Schedule: Flexible, short-term project
Compensation: $60–$80/hour (approximately $124,800–$166,400 annualized, based on 40 hours/week)

About the Opportunity

We are seeking experienced professionals in Business Operations, Marketing, Human Resources, and Accounting to participate in a structured AI model evaluation pilot.

You will complete one realistic professional task within your area of expertise and evaluate five AI-generated attempts at the same task. Your professional judgment will help assess how effectively advanced AI models perform real-world professional work.

This is a one-time evaluation study, rather than an ongoing production role.

What You'll Do

  • Sign a confidentiality agreement before receiving study materials.

  • Complete one realistic, domain-specific task using the provided source materials.

  • Review five AI-generated outputs for the same task.

  • Rank the outputs from 1–5 with no ties.

  • Score each output from 0–100 based on its quality and effectiveness.

  • Write clear, evidence-based rationales referencing specific parts of each output.

  • Provide structured feedback on the task and study design.

Areas of Expertise

We are looking for professionals with experience in one of these domains:

  • Administration / Business Operations

  • Marketing

  • Human Resources

  • Accounting

Time Commitment

The study requires up to 13 hours total:

  • 3–10 hours to complete the assigned task.

  • Approximately 2 hours to review, rank, and score the five outputs.

  • Approximately 1 hour to provide feedback.

Study Requirements

  • No rubric or predefined answer will be provided. Your professional judgment is the basis of the evaluation.

  • The use of LLMs, AI assistants, or other AI tools is prohibited throughout the study, including while completing the task, evaluating outputs, assigning scores, or writing rationales.

  • Evaluations must be based on your own professional knowledge and experience.

Requirements

  • 5+ years of hands-on professional experience in at least one of the four target domains.

  • Current or recent professional experience in your area of expertise.

  • Strong professional judgment and ability to assess the quality of real-world business work.

  • Excellent written communication skills.

  • Ability to provide specific, clear, and evidence-based reasoning.

  • Reliable availability to complete the study within a short turnaround window.

Eligibility Restriction

You are not eligible for this pilot if you have previously worked on Project Alchemy in any capacity, including as a task author, reviewer, domain expert, or anyone who has had access to its source-world data. Prior exposure to the material would compromise the integrity of the study.

Contract Details

  • Independent contractor engagement.

  • Fully remote with flexible scheduling.

  • One-time, short-term evaluation project.

  • Projects may be extended, shortened, or concluded early depending on requirements and performance.

  • Payments are made weekly based on services rendered.

  • H-1B and STEM OPT candidates are not currently supported.

  • Work will not require access to confidential or proprietary information belonging to another employer, client, or institution.

Why Participate

  • Apply your professional expertise to the evaluation of frontier AI models.

  • Help measure how effectively AI performs realistic professional tasks.

  • Contribute expert human judgment to the development of next-generation AI systems.

  • Participate in emerging AI evaluation work within your area of expertise.

Ideal Candidate: An experienced professional who can independently evaluate business work, identify meaningful strengths and weaknesses, and clearly explain their judgment using specific evidence.

  • Fully remote contract role open to candidates in Multiple countries.
  • Compensation: $124,800 - $166,400/year, paid in USD.
  • Vetted and managed by Recruitment Room — no placement fees for candidates.
  • Flexible hours; part-time and full-time engagements available.

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