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Training Robots with Real-World Human Data at Scale

Multi-perspective household and industrial task data captured across thousands of tasks and environments.

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30,000+ hrs
in 1–3 months
1400+
trained operators
98%+
quality accuracy
Pan-India

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Trusted by leading YC startups & frontier AI teams

End-to-End Robotics Data Pipeline

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Data Collection

  • Household tasks: dishwashing, laundry, cleaning, cooking
  • Head-mounted + chest-mounted multi-perspective capture in diverse environments
  • Industrial tasks: plastics, metal fab, automotive, electronics, logistics, repair & refurb, heavy industry, job shops, craft production
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Annotation & QA

  • End-to-end labeling with pre-defined or custom taxonomies
  • 98%+ annotation accuracy across 30+ SoPs with Human Experts or AI + Human-In-The-Loop
  • AI-assisted + human-in-the-loop QA
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Scale & Operations

  • 750+ trained data operators for capture and specialist robotics annotation
  • 30K hours/month production capability with flex scaling based on need
  • Rapid deployment across geographies, task types, environments and cost brackets

Why BergLabs Data Performs Better

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High-Entropy Environments

Dense, cluttered Indian homes and factories with extreme lighting variability and natural human motion patterns create datasets that expose edge cases lab data never captures.
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True Generalization Data

Thousands of unique households and factories across regions. Real-world unpredictability baked into every frame - not simulated, not staged.
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Production-Grade Pipeline

Capture → Process → Annotate → QA. A fully managed pipeline so your team focuses on model development, not data ops.

Real-World Capture in Action

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Built for the Frontier of Robotics AI

Humanoid Robotics Training
Whole-body task learning from human demonstration data
Manipulation Learning
Fine-grained grasp and placement from real object interactions
Reinforcement Learning Datasets
Reward-rich trajectories from human task completion
Embodied AI Systems
Perception + action pairs for end-to-end embodied agents
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Operational Depth at Scale

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Distributed Collection Network

Pan-India field operations with trained operators in thousands of households.
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Capability Centers + Field Ops

Regional hubs for operator training, device management, and quality assurance
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Data Storage & Processing Infra

Scalable cloud infrastructure for raw capture, processing, and delivery
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Custom Dataset Pipelines

Configurable pipelines tailored to your model's specific data requirements

Operational Depth at Scale

01
Requirement Understanding
Deep dive into your model’s data needs
02
Task Design
Structured task protocols for capture
03
Data Capture
Multi-perspective recording in real homes
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Annotation
Structured labeling with AI-assist
05
QA Validation
Multi-layer quality assurance
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Delivery
Production-ready datasets shipped

Build Robots That Work in the Real World

Get access to production-grade, real-world human activity data. Purpose-built for the next generation of robotics AI.

Schedule a Discovery Call