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The Lab / Manifesto

The autonomous
organization.

A conviction about what work can become.
A commitment to building it carefully.

Digital robotics.
Autonomous organizations.

The work is not done
until the outcome is.

In 2024, running a talent marketplace meant a relentless loop: find customers, find talent, match them, and clear the operational queues. The opportunity was clear. The day was never long enough.

GrupaAI began with a question: what would become possible if reliable digital workers could carry that loop forward?

The missing operating system

Intelligence needs
an environment to work.

From capability to execution.

Models can reason. Businesses need the work done. The Pioneer Lab Gap is the infrastructure between those two realities: runtime, device sessions, credentials, guardrails, and coordination.

The workplace spans devices.

CRM, email, recruiting, customer portals, and operations already live across devices and systems. Digital humanoid workers need to act across them concurrently, locally or remotely, with identity, shared context, and a trace of what happened.

Economics that reach everyone.

Expert digital workers should be accessible at meaningful scale. We are engineering toward a fully loaded cost below 0.3 cents per worker-hour, a research target that shapes work across the stack.

01

People set the destination.

Human judgment gives intelligence its direction. The worker should understand the goal, the boundaries, and when to ask. The person should always be able to change course.

02

The outcome is the work.

A convincing answer is a beginning. The standard is a completed task that someone can inspect and use. Build for the last mile: the systems people use, the follow-through, the verified result.

03

Make the journey visible.

Trust grows when people can see what is happening. Show the current action, the path already taken, and what stands between this moment and the destination.

04

Build for the long run.

Meaningful work rarely ends in a single exchange. Missions can span tools, days, and teams. Context should persist. Workers should recover, coordinate, and keep the goal in view.

05

Let capability reach everyone.

A breakthrough matters when it becomes useful and accessible. We work across the stack to make reliable execution less expensive and easier to put to work.

06

Care is an engineering discipline.

Every interaction asks for a little trust. Earn it through accurate language, considered defaults, useful feedback, and details that work as well as they look.

The horizon / Agentic Internet

Organizations that
work with one another.

Our long-term vision extends beyond a single company. Autonomous organizations could coordinate, negotiate, and collaborate through their workers. From that network, we see the possibility of Collective Superintelligence: intelligence no one organization could create alone.

Our commitment

Begin with a useful worker.
Keep building toward
something extraordinary.