The people behind your AI and your robots.
Dedicated, in-office teams that label your data, capture the real-world data robots learn from, and evaluate the models you train. Independent, and never crowdsourced.
A dedicated team for every kind of data.
Pick the domain closest to your data. Each team is trained on your guideline and stays on your project, so edge cases get decided once and applied everywhere.
Don't see your domain? If it's image, document, audio or video data, we can build a team for it. Tell us what you're working with.
Data robots learn from. Judgment on how they did.
Before training: real people performing real tasks, captured to your spec. After training: a trained team that scores every attempt and explains every failure.
Real-world data to teach robots everyday tasks.
Staged environments and real people performing daily-life tasks, for embodied and robotics AI, captured to spec at scale.
Explore →Human evaluation for robot models, trial by trial.
A dedicated team that scores robot rollouts, compares policies head to head and explains every failure, to one consistent standard.
Explore →Small, paid, and judged on evidence.
Send a sample
A representative slice of your data or rollouts, including the cases you find hardest.
We write the guide
A written guideline or scoring standard, agreed with your team before any labeling starts.
Paid pilot
A dedicated team works the sample, with a double-checked portion and agreement numbers you can see.
Scale or stop
You decide on the evidence. The same people carry on if you scale.
One way of working behind everything we do.
A dedicated pod, live in ~3 weeks
We recruit and train a dedicated, in-office team for your domain and ramp it under daily QA — not a rotating, anonymous crowd. A small paid pilot proves quality before you scale.
Independent & data-firewalled
No Big-Tech owner, no conflicted incumbent. Your data is handled by vetted staff under signed NDAs in a controlled, access-controlled environment — never farmed out.
Consistency that compounds
The same retained team learns your taxonomy and edge cases, so each new product line, region, template or language is a re-train — not a restart.
Not sure which one fits? Tell us about the data.
Describe what you're building and what's slowing you down. We'll point you to the right team and scope a small paid pilot.