We build RL environments and benchmarks to your spec, and we deliver expert data into your pipeline. The rubric is the scarce asset, so practitioners in the market where the work happens write and grade every one. Most projects use one or more of these six:
- RLHF preference labelling: Evaluators score pairwise rankings and write rationales inside your RLHF pipeline.
- Benchmarks and private evals: Held-out sets that experts write and double-judge, such as EuroExec, including private runs on unreleased checkpoints. We never train on, or sell data derived from, a set we score you against.
- Multilingual evaluation: Native-language reviewers across 23 European languages, plugged into your evaluation tooling.
- SFT and reasoning traces: Practitioners write instruction-response pairs and step-by-step reasoning against your spec.
- Rubric grading: Experts score long-form work (reports, memos, filings, financial models) against your rubric, or one we write with you.
- Red-teaming: Practitioners write adversarial prompts and edge cases drawn from real professional work, inside your red-team workflow.
If your work sits between these, send us 5 tasks, in the exact format you'd give your own team. We'll send back expert-graded data within two weeks. No cost, no commitment.