Veda Solutions // Client projects

Robotics data collection services

Commission task-specific real-world recordings for robotics, embodied AI and humanoid research programs, with annotation and quality review scoped around your training requirements.

Discuss your project Request a relevant sample

25+ in-house annotation professionals · Collection, annotation, processing, QC and delivery

Built around your data requirements

For AI labs and product teams that need new human demonstration footage—not a collector recruitment program. Define the behaviors, environments and coverage your dataset needs, then discuss a managed collection engagement with Veda Solutions.

Egocentric task demonstrations

Scope first-person footage of hand movements, object interactions and task sequences. Agree framing and recording requirements before collection.

Real-world task coverage

Define task categories, environment variation and repetition requirements. Original workplace previews show appliance, textile and care workflows.

Collection plus annotation

Combine recordings with task labels, action boundaries, object annotations and metadata where your project needs them.

Agree a reviewable scope before scaling

  1. 01 / Define the brief

    Align tasks, data sources, annotation guidelines, volume, delivery structure and acceptance criteria with your team.

  2. 02 / Scope a pilot

    Discuss a representative batch for your technical team to review before agreeing the wider program. Pilot size, cost and timing are quoted per project.

  3. 03 / Review and deliver

    Refine the guidelines from review feedback, agree quality checks and plan delivery batches around the approved scope.

Review our collection and quality-control process

What to include in the project scope

  • A task taxonomy and collection brief
  • Recording specifications and coverage targets
  • Reviewed video batches with agreed identifiers
  • Clip-level metadata and task descriptions
  • Optional annotations with documented guidelines
  • Acceptance criteria, review feedback and handover structure

Deliverables, pricing, capacity, timelines and usage rights are agreed for each engagement. LeRobot, RLDS and HDF5 requirements can be discussed; they are not advertised as standard supported exports.

Dataset structure and delivery formats

Inspect our original workplace recordings

Original first-person kitchen appliance task recording from Veda Solutions
Original workplace footage · Edited preview, not a client case study

Our sample showcase includes kitchen appliance, textile, upholstery and furniture-care recordings. Request a sample relevant to your task or labeling brief; availability and sharing terms are confirmed by our team.

View the dataset showcase

The showcase manifest and quality checklist are illustrative, not a downloadable production dataset.

Discuss consent, privacy and data rights

Tell us about your project

  • Your model use case and the human behaviors you need recorded
  • Target tasks, environments and approximate hours or demonstrations
  • Required resolution, frame rate, viewpoint and annotation types
  • Delivery format, usage requirements and target timeline
Prepare a project enquiry Email the project team

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