Your files stay put
Your files stay on your device.
Consent-first human context
Mass Employment pays people for their perspectives, and credits them for their real-world context on their content which data labs can't get anywhere else.
Mass Employment is a consent-first way for people to get paid and credited for the real-world context AI and robotics systems cannot obtain from the public web. Private files stay on your device until you approve a specific use.
Try it with one folder. Nothing leaves your computer.
A deliberate path
How it works in four steps
The private workspace and the commercial workflow use the same clear, consent-first path.
Buyers fund first
Buyers fund a specific call before anyone looks.
You decide, act by act
You choose whether to look, offer and deliver, act by act.
You keep the credit
Delivery goes to the buyer's own storage, and you keep the credit and the record.
Current stage
What is true today
The invited pilot supports the full path from a private vault to a funded call, signed consent, encrypted buyer delivery, evaluation and payment records. Work appears only when a verified buyer funds a call.
Everyone deserves credit for their content and a meaningful income source. The pilot proves each funded call end to end before the service expands.
The one number
Scale AI reported about 870 million dollars of revenue in 2024, almost all of it paid for human-generated and human-labeled data.
Source: Scale AI reporting, as recorded in the price check table of the requirements package, checked 28 August 2026. This is somebody else’s number, not ours. We have none of our own yet.
What we will not say
- We will not say buyers post and fill calls in days until a repeated call class has done so.
- We will not promise available work until a funded call exists.
- We will not publish earnings medians until at least 50 people have been paid, and we will never single out the best paid person.
- Every unavailable action names the exact setup or evidence it still needs.
Start privately
Try a folderStart with your private vault
Choose one folder. The browser builds the index on your device.