Training Data
High-quality, expert-informed data that helps AI models learn to perform complex professional tasks.
We bridge the gap between what AI can generate and what it takes to perform complex, real-world work.
Get in touchFluency is not expertise.
Today’s AI systems can reason, write and generate at remarkable levels. But professional work demands more: sound judgment, technical precision and the ability to produce results that can be trusted.
We exist to close that gap. By combining advanced AI research with real-world domain expertise, we develop the foundations for systems that can perform work to a professional standard.
Progress requires more than increasingly powerful models. It requires understanding what expert performance looks like, how it can be learned and how it should be measured.
We investigate how AI systems learn, reason and improve on complex tasks, with a focus on training methods, evaluation and model behaviour.
We work with experienced practitioners to capture the knowledge, decisions and constraints that define real professional work.
We develop rigorous methods to assess performance, identify weaknesses and establish whether AI systems are genuinely improving.
We develop the data, evaluations and environments that enable AI systems to learn, demonstrate and improve their capabilities in complex professional domains.
High-quality, expert-informed data that helps AI models learn to perform complex professional tasks.
Rigorous assessments designed to measure how well AI systems perform in specialized, real-world domains.
Realistic, interactive environments where AI agents can practice professional workflows, make decisions and improve through feedback.
Telling us what you’re trying to do is the fastest way to find out whether we can help.
Discuss a projectWe begin in fields where the cost of error is high, the work is complex and expertise matters most.
Investment research, quantitative analysis and decision-making under uncertainty.
Reasoning, research and analysis where accuracy, context and judgment are essential.
Extending our approach to other disciplines where deep knowledge and rigorous reasoning are fundamental.
We work at the intersection of advanced AI research and professional expertise. If you’re tackling difficult problems in either, we’d like to hear from you.
hello@greyslate.com