Human Data Services for Every Stage of AI
We build the team, run the workflow and own the QC and delivery, from a small pilot to hundreds of thousands of data points a day.
Talk to Our TeamTraining Data Your Models Can Trust
Classification, bounding boxes, segmentation, transcription, product matching and multi-frame video, plus task types built for your project.
Detecting people in thermal footage and marking incidents for a safety model.
Human Judgement That Improves Model Behaviour
Preference ranking, rubric scoring, and hallucination and fact checks on AI-generated answers. Reviewers are calibrated on gold examples and tracked for agreement, so your eval numbers hold up.
Human Oversight for AI Agents in Production
We sample completed agent trajectories, classify failures, escalate material incidents and feed recurring error patterns back into your evaluation sets. Trained evaluators run your defined test protocols and produce auditable evidence, while your team or specialist partner owns the methodology and formal assurance.
Precise Labels for Machines That Act in the World
We segment robot episodes into actions at every level of detail, with frame-accurate timing and precise descriptions. Our own automated review models check every export against your guidelines, and the error patterns and guideline changes we find are fed back to improve your model.
Domain Specialists, Vetted and Tested
Credential-checked professionals, tested on your task before they start.
Developers, cybersecurity specialists
Biologists, chemists, physicists, biomedical scientists
Accountants, financial analysts
Contract lawyers, compliance specialists
Nurses, doctors, pharmacists
Civil and electrical engineers, quantity surveyors, architects
Real-World Data, Collected to Spec
We write participant instructions, track collection and check every submission before it reaches you.
Quality Across Every Service
QC is built into every workflow, not added at the end, and every error pattern feeds back into your guidelines and model. The result is 99% quality on delivered data.
See Our Quality System →