Model evaluation & safety, grounded in real people.
Measure capability, safety, and quality with human evaluations, SME verification, and rubric design - launch in minutes or hand the program to our managed team.
Evaluation that
reflects reality.
Real people judge real output - recruited, guided, and scored end to end.
Recruit domain raters
Hand-pick verified experts across 50+ attributes and 100+ languages.
Rate, rank & red-team
Quality, safety, and helpfulness scored - plus adversarial probing.
Benchmarked results
Model-to-model comparisons you can trust, ready to act on.
A loop that compounds.
Real human judgment, on a loop.
Improve your models with feedback from real, verified participants.
Recruit, gather human judgment, train, and evaluate - then run it again.
Built for high-quality AI data.
Verified human expertise, quality controls, and the full pipeline - from evaluation to fine-tuning.
Verified human expertise
Domain experts and everyday users - identity-verified across 150+ countries and 100+ languages.
Quality controls built in
Attention checks, inter-rater agreement, and fraud prevention keep every dataset clean.
The full pipeline
Evaluation, preference data, annotation, and fine-tuning - delivered into your stack via API.
One panel for every data need.
Evaluation, alignment, and fine-tuning data - from the same verified human network.
A global network of verified experts.
Wherever your model ships, recruit the real people who can judge it - by domain, language, and culture.
150+ countries
Recruit experts and everyday users wherever your model is used - real local judgment, not a US-only sample.
100+ languages
Multilingual and cross-cultural data from real native speakers - for models that work everywhere.
Verified & fraud-free
Identity-checked participants, sourced directly - never scraped, borrowed, or synthetic.
