Services
One platform for the full data pipeline
Every workflow needed to take a model from raw capability to production-ready, human-verified behavior.
RLHF & preference data
Pairwise comparison and multi-response ranking tasks, with configurable confidence scoring, feed directly into reward-model training.
Supervised fine-tuning data
Domain experts write ideal responses and prompts to targeted specifications, with full version history.
Model evaluations
Single-response and rubric-based scoring across correctness, relevance, completeness, and tone.
Red teaming
Structured adversarial testing against your safety and policy boundaries, run by trained specialists.
Expert data creation
Original datasets — problems, references, worked solutions — authored by verified domain professionals.
Multilingual evaluation
Native and near-native fluency review across dozens of languages and regional variants.
Code & reasoning tasks
Code review, output evaluation against test cases, and multi-step reasoning verification.
Safety & policy testing
Safety classification, policy classification, and hallucination detection against your rubric.