PODA FOR ENTERPRISE

Human expertise.
Humanoid
intelligence.

The next leap in robotics starts with people who know the work. Bring their expertise into your training data.

For robotics labs and teams building physical intelligence.

Illustrative contract signing with a humanoid seated on the left, a person signing in the middle, and a second person seated on the right, all faces out of frame
REAL SKILLS. NEW CAPABILITIES.
THE HUMAN ADVANTAGE

Real work.Rich context.Better foundations.

BUILT AROUND YOUR NEXT MILESTONEFrom human skill to model capability

THE EXPERTISE BEHIND THE DATA

Real-world intelligence.
Built around your model.

Go beyond the task. Capture the judgment, precision, and context that make skilled work valuable.

01

People who know the work.

Connect your collection brief with relevant hands-on expertise, from fine assembly to everyday workplace tasks.

02

Coverage with a purpose.

Define the tasks, environments, and variations that matter to the capability you’re developing.

03

Quality you can evaluate.

Agree on annotation schemas, review criteria, and delivery formats. Validate the fit with a focused pilot.

START WITH ONE CAPABILITY

A focused pilot.
A bigger possibility.

You don’t need a finished brief. Bring your next challenge and we’ll shape the right starting point together.

Let’s talk about your use case
  1. 01

    Share the challenge

    Tell us what your model needs to learn and where your current data falls short.

  2. 02

    Shape the dataset

    Align on task coverage, contributors, quality criteria, and data requirements.

  3. 03

    Evaluate. Refine. Expand.

    Assess the pilot against your goals and define the next phase together.

A STRONG FOUNDATION

Your data requirements.
Part of the conversation.

Align with your privacy, security, and legal teams before collection begins.

User privacy +

Define contributor permissions, permitted uses, and personal information handling. Discuss data minimization and face or identifier redaction for your use case.

Data retention +

Agree retention periods, storage responsibilities, and deletion or return requirements for recordings, annotations, and deliverables.

Compliance requirements +

Review applicable processing terms, access expectations, and data-handling requirements. Confirm project-specific commitments in your agreement.

YOUR NEXT CAPABILITY STARTS HERE

Bring the ambition.
Let’s build the brief.

A focused pilot or an early idea. Tell us what you’re building and let’s explore where human expertise can take it.