Products
High-quality human-labelled data for your unique advantage
Three product lines — RL datasets, customer-specific niches, and experts — so your training pipeline never waits on expert staffing.
RL datasets
Preference data, reward-model signals, and evaluation sets built for reinforcement learning pipelines. We staff experts who understand the task, calibrate to your rubrics, and deliver continuous batches with clear acceptance criteria.
- Preference / ranking data for RLHF and related methods
- Reward-model training and calibration sets
- Expert evaluation suites and gold sets
- Delivery formats that plug into your training stack
Customer-specific niches
Domain-specialised programmes tailored to your specs, rubrics, and quality bar. We stand up niche pools for the domains that matter to your model, train contributors on edge cases, and keep expert judgement stable as volume scales.
- Custom rubrics, gold sets, and multi-stage review
- Domain pools: math, code, science, law, medicine, and more
- Dedicated ops so researchers stay focused on models
- Iterative feedback loops until your quality bar is met
Experts
Specialists matched to your domain — not generalist click-workers. We recruit, vet, and onboard contributors to your task specs before a single label ships, then keep them calibrated as the programme evolves.
- Sourcing and vetting against your domain requirements
- Onboarding on rubrics, edge cases, and quality bar
- Flexible capacity for spikes and sustained programmes
- Fair pay and serious problems for contributors who want ambitious expert work
Not sure which product fits?
Tell us what you're training. We'll recommend the right mix of RL data, niches, and experts.