If you’ve got real IT chops and you like breaking systems down to first principles, this is one of those “get paid to be the expert” gigs. You’ll test advanced language models on real-world IT scenarios, document where they fail, and help improve how AI reasons about enterprise tech.
About Invisible Agency
Invisible builds and operates services that help companies scale, and this project focuses on improving AI models with high-quality, expert-led training data. You’d be contributing directly to how these models handle systems thinking, technical accuracy, and enterprise-grade problem solving.
Schedule
Remote (United States).
Contract / freelance.
Hours vary based on your availability (you’ll report average weekly hours).
You provide your own secure computer and high-speed internet. No company benefits (contractor role).
What You’ll Do
Evaluate and challenge AI models using practical IT scenarios and theoretical systems architecture questions
Verify technical accuracy and logical soundness in model responses across domains like cloud, cybersecurity, databases, SDLC, and compliance
Capture reproducible errors and “failure mode” traces so issues can be diagnosed and fixed
Suggest improvements to prompts, evaluation criteria, and how model performance is measured
What You Need
Strong foundation in Computer & Information Systems (systems analysis, architecture, data management, network configuration, security, governance, compliance, etc.)
Ability to communicate clearly and show your work, including how you reached conclusions and why something is wrong
Bachelor’s or master’s degree in CIS/IT/CS (or equivalent experience)
Bonus signals: certifications (CompTIA, CISSP, AWS, PMP), enterprise deployment experience, technical writing, or systems documentation work
Benefits
Wide pay range: $6–$65/hour depending on experience, expertise, and location
Flexible, remote contract work that can fit around other responsibilities
Direct impact: your feedback helps harden AI reasoning and technical reliability
One real note though: that pay range is massive. Don’t lowball yourself if you have legit experience. If you’re newer, price modestly but not desperate. If you’ve got enterprise-level scars, ask accordingly.
Happy Hunting,
~Two Chicks…