We create high-quality STEM training data for frontier AI models. We are a remote-first company seeking experts in civil engineering to design rigorous problems for AI training.
Design advanced electrical engineering problems for frontier AI training and evaluation.
Create deterministic problems with exactly one verifiable correct answer and complete solutions.
Develop problems covering circuits, electronics, signal processing, control systems, electromagnetics, power systems, or communications.
Anyone AI creates high-quality STEM training data for frontier AI models. They are a small, expert team dedicated to improving AI reasoning in technical domains.
Design advanced architectural engineering problems for frontier AI training and evaluation.
Create deterministic problems with exactly one verifiable correct answer.
Write complete, verified solutions and clearly document the reasoning process.
Anyone AI creates high-quality STEM training data for frontier AI models. The team is small and focused on technical excellence, with a culture of precision and rigor.
Validate problem difficulty by testing against frontier language models and iterating to ensure meaningful challenge.
Our partner is an AI research organization focused on improving model performance through expert-generated engineering problem sets. The company operates with a small, collaborative team in a fully remote, asynchronous environment.
Create original graduate-to-PhD-level academic problems in your field
Write rigorous, step-by-step solutions with exact and verifiable answers
Review AI-generated responses to identify specific reasoning errors
Terac is building the world's largest pool of vetted human experts for AI. Researchers, AI labs, and product teams use Terac to recruit, screen, and pay study participants across industries, languages, and skill sets.
Author original, technically rigorous free-response engineering problems in Materials Science and Engineering.
Design challenging questions that reflect realistic industrial scenarios and engineering constraints.
Develop expert-level solutions, explanations, and reasoning grounded in established engineering principles.
The partner company is focused on developing and evaluating frontier AI models through expert-level engineering problems. They operate as a remote, contract-based organization with a collaborative culture.
Design difficult chemistry problems that reflect real scientific workflows
Create deterministic tasks with one correct answer and full verified solutions
Develop reasoning-intensive and computationally grounded problems
They create high-quality STEM training data for frontier AI models that is directly used in training and evaluation workflows at leading AI labs. The company is a small team of contractors, and they value technical rigor and clear documentation.
Design advanced biology problems that challenge frontier AI systems in molecular biology, genetics, or computational biology.
Create deterministic tasks with exactly one correct answer and submit complete, verified solutions.
Use Python and bioinformatics tools to build problems involving experimental reasoning and computational analysis.
We create high-quality STEM training data for frontier AI models used by leading AI labs. We are a team of experts working to improve model reasoning in scientific domains.
Design difficult chemistry problems reflecting real scientific workflows.
Create deterministic tasks with one correct answer and full verified solutions.
Develop reasoning-intensive and computationally grounded problems using Python.
Anyone AI creates high-quality STEM training data for frontier AI models used by leading AI labs. The company is a remote-first, small team offering part-time contract work.
Complete a paid vetting survey and screening call to qualify for the study.
Design 3D-printable objects using open-source CAD software and capture workflow to train AI models.
Write and execute Python validation scripts and complete tasks across multiple complexity levels.
Prolific builds the largest pool of quality human data for AI developers and researchers. With over 35,000 users, they connect researchers with participants to gather data for AI training.
Evaluate and rank AI-generated scientific explanations based on accuracy and logic.
Review scientific papers alongside AI-generated abstracts to identify inaccuracies.
Verify AI-generated data against source documentation for material properties and formulas.
Prolific builds the largest pool of quality human data for AI training, connecting researchers with a global participant network. We serve over 35,000 AI developers and organizations, focusing on ethical data collection.
Review and advise on evaluation criteria and scoring rubrics for AI-generated outputs.
Create, edit, and validate high-quality benchmark tasks and reference data for AI training.
Analyze model failures, including hallucinations and flawed reasoning, providing expert explanations.
The company specializes in AI evaluation and training, helping define standards for next-generation AI systems. They operate as a partner company that manages applications and next steps, valuing autonomy and expertise in their consultants.