Expert human data for frontier AI labs.
OceanLab Labs supplies the experts behind your training and evaluation data: coding data and RL environments, evals and benchmarks, human feedback and domain-expert tasks. Start with a small paid pilot on your real tasks, and scale once the work meets your bar.
Training and evaluation data,
made by people who can do the work.
We work from your specification, not a fixed catalogue. These are the four kinds of data labs ask us for.
Coding data and RL environments
Evals and benchmarks
Human feedback (RLHF and SFT)
Domain-expert tasks
Four kinds of experts,
matched to your requirements.
Coding and software engineering experts
Model evaluators
Domain experts
Eval and benchmark builders
Four checks before
work counts as done.
Every piece of work passes the same pipeline, and your QA team has the last word.
- 01
Trial task
Everyone completes a scored trial task before they join your work.
- 02
Second reviewer
A second reviewer checks submitted work before it reaches you.
- 03
Calibration rounds
Leads run calibration rounds so reviewers apply your rubric the same way.
- 04
Your QA decides
Your own QA has the final say, and anything you reject gets fixed.
Your data stays
in your hands.
NDA for every person
Your tools and accounts only
A dedicated team
Request, pilot,
then scale.
- 01
Tell us what you need
The data, the skills it needs, your guidelines or rubric, and your timeline. We match people to it.
- 02
Run a paid pilot
A small team works on your real tasks first, so you judge the quality before committing to more.
- 03
Scale up
When the pilot meets your bar, we add people to the same work and keep it running as long as you need.
How OceanLab Labs works: the pilot, quality checks and security →
Engineers from a software company,
not a crowd marketplace.
The people come from a software engineering company with 377 product builds across 19 sectors, so coding tasks, environments and evals are written by people who ship software.
Product builds shipped
Sectors we've built for
Time-zone regions we overlap
Paid pilot on your real tasks first
Hours that overlap yours
Pricing scoped to the work
Frequently asked questions
What does OceanLab Labs provide to AI labs?
Expert human data: coding data and RL environments, evals and benchmarks, human feedback for RLHF and SFT, and domain-expert tasks, produced by people matched to your requirements.
How does an engagement start?
With a paid pilot: a small team works on your real tasks first. If the output meets your bar, we scale the team up on the same work.
How do you check quality?
Everyone does a scored trial task before joining, a second reviewer checks submitted work, leads run calibration rounds, and your own QA has the final say. Anything you reject gets fixed.
How is our data kept safe?
Every person signs an NDA, work happens only in your own tools and accounts, and the team on your work doesn't work for a competing lab at the same time.
Which time zones can the team work in?
The team works remotely from India and arranges working hours to overlap with the US (East and West Coast), the UK and Europe, the Middle East, and Australia and Asia. People can travel onsite when the work needs it.
What does it cost?
Pricing is scoped per project once we understand the work, usually after a short paid pilot.
Looking to automate your company's workflows with AI instead? See AI automation.