For AI Teams

Human Data for Training,
Annotation and Evaluation

Collect speech, images, video and text — or label and score model outputs — with contributors in 200+ countries. Self-serve to start; HITL API when the product needs people in the loop.

Create an AI task See AI paths

Contributors in 200+ countries ready to start

200+

Countries

195,000+

Contributors available

~4 Hours

Avg time to results

AI Paths

Collect, Label, Score
or Call Humans Live

Same review gate for every path: contributors work once, you approve, then they get paid. Pick the path that matches the gap in your pipeline.

How It Works

Brief In.
Approved Data Out.

No enterprise onboarding to start. Launch a small test, tighten the brief, then extend the same task.

Create an AI task

Pick the work type
Collection, annotation or evaluation. Write the brief, examples, pay and how many submissions you need.
Lock the geo
Choose countries. Only adults there see the task — languages and demographics live in your instructions.
One person, one pass
Contributors capture, label or rate once. Duplicate attempts from the same person do not stack.
Approve into the set
Review in the dashboard. What you reject never enters the dataset and is refunded.

Who uses it

Built for teams shipping models

If you need human data or judgments without a six-week vendor cycle — start with a pilot task.

AI startups

Ship a training or eval set without waiting on vendor onboarding.

ML engineers

Collect speech, image or text that matches the users your model will see.

Product AI teams

Score model answers and plug human review into live product flows.

Applied research labs

Run preference and quality studies across many countries on one brief.

Data ops

Scale annotation with clear instructions and a reject-before-payout gate.

Platform / HITL owners

Call people from the product when the model is unsure — via API.

Strategic Partnerships

Open to partnerships, investment and acquisition

Need volume pipelines, custom QC or a closer data partnership — talk to us.

Collection, annotation, evaluation and HITL on one platform.
Geo targeting and review before every payout.
195,000+ contributors across 200+ countries.
Confidential talks on integrations, ventures and acquisitions.

Explore partnerships

Partners in conversation over laptops during a working meeting

AI team FAQs

Frequently Asked Questions

What can AI teams run here?

Collect training data, annotate what you already have, evaluate model outputs, or call people live with the Human-in-the-Loop API.

Collection vs annotation?

Collection creates new files — recordings, photos, clips, writing. Annotation labels or rates content you already own.

Countries and languages?

Pick countries on the task. State the language in the instructions. Contributors in 200+ countries can take part.

What does it cost?

You set pay from $0.05 plus 15% fee. No subscription or minimum volume to start. Pilot, then extend.

Do I need a contract?

No. Pay only for tasks you launch and submissions you approve. Managed projects are optional when you want us to run QC.

Is there an API?

Yes. HITL API for live human decisions, plus developer docs for campaign automation.

Launch Your First AI Task

Start with a small collection, annotation or eval pilot — then scale the same brief.