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Physical AI Data Engine

Powering the Next Generation of Robotics

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Trusted by the world's most ambitious AI teams.Meet our customers→

  • Physical Intelligence
  • Generalist
  • Cobot
  • Dyna
Product Overview

The Data Engine for Physical AI

Global Collection Network

Real-world high-quality data from a global network of robotics data factories, distributed data collectors, and operating businesses

Unmatched Scalability

Scale to thousands of collectors. Ingest petabyte-scale data through networking infrastructure engineered for maximum throughput.

Data Diversity Guaranteed

Improve model robustness by training on data collected from different embodiments, environments, and tasks.

Validated Performance Gains

Datasets enriched with context and grounding annotations that are proven to improve model performance.

Don’t just take our word for it

 “Scale has been a trusted partner in making abundant, high-quality, custom data. We're excited to be working with them on the future of physical AI”
 “At Cobot, our mission is to deploy physical AI at scale through our robot, Proxie. I feel fortunate to have worked with the Scale team in the past and know first-hand that Scale is unique in its ability to quickly adapt to the needs of their partners. We're excited by the work Scale has already done in building this data set and look forward to partnering to push the data frontier in physical AI.”

Pete Florence

Brad Porter

Use Case

Break Through the Robotics Data Bottleneck

Expansive Environments

1000+ hours of diverse demonstration data are collected and uploaded to Scale's data platform every day.

Leverage our platform to accelerate your program and supercharge model performance.

Key Features

Growing Embodiment Portfolio

Access data from advanced hardware platforms calibrated for performant collection operations.

Bimanual Manipulators

Bimanual Manipulators

Tele-operated demonstrations from industry-leading robots

Scale Harness

Scale Harness

Robotless egocentric platform designed for distributed dextrous collection

Bespoke Collection Platforms

Bespoke Collection Platforms

Your hardware, managed and operated by Scale

Expansive Global Environments

Train on data collected from diverse locations around the world.

Data Factories

Data Factories

High-volume centralized collection operations

Residential

Residential

At-home collection with globally-distributed collectors

Commercial and Industrial

Commercial and Industrial

In-field deployments of collection platforms

Multi-Modal Grounding Annotations

Unlock the full potential of your robotics data with best-in-class annotations and human-expert feedback on all demonstrations.

Proven Model Improvements

Datasets go through Scale's internal policy fine-tuning and evaluation process before listing.

Train on datasets with the reassurance that they have produced measurable performance improvements.

Model PerformanceData VolumeRaw DataValidated DataValidated Datawith Annotations

The Scale Difference

Responsive White Glove Service

Engagements are supported by a dedicated engineering and operations team that runs at your pace.

In-house Robotics Researchers

An internal team of experienced roboticists will work with you to produce data specifications tailored to your program.

Deep Technical Partnerships

Our data platform supports cutting-edge robotics labs and industry leaders such as Generalist and Physical Intelligence.

Quality Guarantees

Rigorous sensor calibration and data validation protocols ensure that only the highest quality data is available on our platform.

Born in SF; Scaled Globally

Data collection cells are developed, tested, and validated in our San Francisco R&D lab before deployment to our global network of collection partners.

Security and Compliance

Our infrastructure supports GDPR, CCPA, and customer-specific audit requirements with optional onshore data processing. We are SOC 2 Type II and ISO 27001 certified.

The future of your industry starts here

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