data products
finance
Ultra-realistic problems, answers and grading, built by our network of finance experts with private equity backgrounds.
coding
Ultra-realistic software engineering tasks with tests and graders, built for training and evaluation.
Quantitative Research
coming soon...
What we offer.
Off-the-shelf worlds
Ultra-realistic worlds built end to end by practitioners, ready to plug into training.
Custom tasks
Tasks built in our worlds to your specification, each with a rubric, golden response and verifier.
Model evals
See exactly where frontier models fall short, with scores and failure analysis on every task.
Human preference data
RLHF and SFT data that captures the details professionals care about.
Rubric annotations & graded responses
Weighted criteria and expert-scored candidate responses for richer reward signal.
Customizable task horizons
Set how long each task runs, from a single review cycle to a months-long project, with multiturn options.
Not sure what you need?
Tell us where your models fall short.
Let’s talk about your data.
Tell us what you’re training for, whether it’s one of our worlds or tasks built to your specification.