Real Estate AI Evaluation Expert

About OpenTrain

OpenTrain is the #1 platform for finding and building careers in AI training and data labeling. It helps people discover specialized projects, build a professional profile, and apply in minutes. Creating an OpenTrain account is free.

In this contractor role, you will bring real-estate expertise to the development and evaluation of AI tools used for property analysis, investment modeling, renovation planning, and management workflows.

About AI Training and Evaluation Work

AI training is the human side of building artificial intelligence. Specialists review model outputs, identify errors, establish quality benchmarks, and provide structured feedback so AI systems produce more accurate and useful results.

This work is part of a fast-growing technology industry and can be completed remotely with a computer and reliable internet connection. Your professional judgment will help shape how AI handles practical real-estate and financial reasoning.

The Role

OpenTrain is seeking a Real Estate AI Evaluation Expert to help ground large language models in real-estate investment, property management, and renovation project logic. You will evaluate and refine AI-generated tools, establish professional quality benchmarks, and ensure outputs reflect sound property analysis, financial modeling, renovation planning, and design practices.

This contractor engagement is expected to require 40 hours per week, with eight hours of overlap with Pacific Standard Time. A part-time engagement may be acceptable, and the structured engagement requirement is 20 or more hours per week. Weekend on-call availability is required. The engagement may last up to 10 weeks.

• Remote work with worldwide eligibility
• Contractor and part-time engagement options
• English-language work
• Eight hours of Pacific Standard Time overlap required
• Weekend on-call availability required

What You’ll Do

You will translate practical real-estate investment and renovation knowledge into precise evaluation criteria, spreadsheet logic, structured workflows, and validation systems. The work combines domain review, analytical judgment, and quality assurance for AI-generated content and tools.

• Define discovery parameters for property specifications, purchase price, financing terms, and renovation scope.
• Establish financial guardrails covering NOI bounds, vacancy caps, maintenance reserves, and capital expenditure allocations.
• Validate rent rolls, contractor bids, financing schedules, and other context files used in AI workflows.
• Verify cash-flow, NOI, and cap-rate formulas, renovation budget rollups, and validation lists.
• Review and approve AI-generated outputs against professional real-estate and project management standards.
• Help co-design structured workflows and translate domain expertise into deterministic spreadsheet formulas and validation logic.

Requirements

This role requires substantial hands-on experience in real-estate investment or analysis, property management, or interior and renovation project management. You should be comfortable assessing financial assumptions, reviewing project documentation, and converting professional rules into precise formulas and validation structures.

• At least five years of experience in real-estate investment or analysis, property management, or interior and renovation project management.
• Expertise with rental cash-flow modeling, net operating income, cap rates, contractor tracking, renovation budgeting, and financing structures.
• Ability to translate property investment rules and budgeting frameworks into precise spreadsheet formulas and validation structures.
• Strong analytical judgment when separating NOI before debt service, maintenance reserves, capital expenditures, and vacancy allowances.
• Clear, concise professional writing.
• Bachelor’s degree or equivalent practical experience.
• Reliable desktop or laptop and stable, high-speed internet connection.

Helpful Background

Experience with AI evaluation, data annotation, content review, quality assurance, or a related analytical role is helpful. Familiarity with real-estate analyzers, home project tools, rent rolls, contractor documentation, and financing schedules will support the work.

• AI-generated tool validation
• Analytical content review
• Quality assurance workflows
• Real-estate analyzers and home project tools
• Rent rolls, contractor documentation, and financing schedules

Why This Work Matters

Every major AI system depends on examples and reviews prepared by people with real-world knowledge. By checking formulas, assumptions, workflows, and outputs, you will help make AI tools more reliable for property investment, renovation, and management decisions.

• Apply specialized real-estate expertise to cutting-edge AI development.
• Help establish dependable standards for financial and project logic.
• Work remotely in a growing AI training and evaluation field.
• Build experience contributing to practical AI tools and workflows.

How to Apply Through OpenTrain

Create a free OpenTrain account, build your profile around your real-estate and analytical experience, and apply in minutes. OpenTrain supports people building careers in AI training by connecting their skills with specialized opportunities across the industry.

• Highlight real-estate investment, property management, or renovation experience.
• Describe your work with cash-flow models, NOI, cap rates, financing, and renovation budgets.
• Include relevant experience validating AI tools, analytical content, or quality-assurance outputs.
• Confirm your remote setup, weekly availability, Pacific Time overlap, and weekend on-call availability.