The industry model
- Expert authors a task
- Into a black box
- Anonymous reviewer
Sending work forward risks the reviewer’s own place on the project, so it goes back instead — $100–$500 every round trip.
How we power AI labs.
Stump, solve, show. We challenge models to the point of failure with prompts crafted to test domain-specific reasoning. We then provide step-by-step solutions and atomic rubrics to teach models what ‘correct’ means. Our precise task design, domain expertise and diverse training examples ensure models learn the right generalisations.
Porti
- Expert authors a task
- Named peer review
- Audit & deliver
Unsure? The reviewer asks the author a question. Nobody loses their place for passing work on, so the task gets fixed instead of binned.