Impact

Human data, made where AI is missing.

We train people across the Global South to produce the data and judgement AI systems need, and match that expertise to real AI work. Every figure below is read from the platform itself.

No figure on this page is typed in by hand. The live counts come straight from the network's own records, as totals only, and the programme figures are counted from the training and task platform that produces them.

What we have built

A training and work platform, running end to end.

Recruitment, training, assessment, credentials, task assignment and expert review all run on our own platform. These figures are counted from it directly.

22

Countries in the network

Where members are based, across Africa, Asia, the Middle East and Europe

51

Lessons in the core programme

4 levels, 16 hours of study, free to every member

510

Assessment questions

A lesson is passed at 90%, and the standard does not move

22

Kinds of human work

From transcription and translation to 2D, video and document labelling

27

Future of Work modules

6 tracks on where AI is creating work

Why it matters

AI fails where its data never went.

Systems trained without the languages, accents and contexts of the Global South work worst for the people they are increasingly deployed to serve. The fix is data made by those people, to a standard a model can rely on.

Skills that travel

Members are trained in how AI is built and evaluated, and leave with credentials anyone can verify.

Work that is local

The language and judgement come from people who live in the markets the systems are built for.

Quality that is measured

Independent answers, expert review and agreement scores, rather than quality assumed.

Data that is governed

Raw material stays on the platform, and only staff who need submitted work can see it.

Status

What exists today, and what is next.

The contributor network

Live

Recruitment, training, assessment, task assignment and review, running end to end on this platform.

Verified credentials

Live

Every contributor’s standing is issued by us and verifiable by anyone, by link or QR code.

Lean Donovan

In build

Sovereign AI for government: data that stays in the country, under the country’s own governance.

Fund the data the Global South is missing.

If you fund or run programmes in AI, language or digital skills, read how the work is done, then tell us what you are trying to achieve.