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The data layers

The data layer behind the world's leading physical AI systems

The multimodal data layer that powers physical AI from the first training run to real-world deployment - at any scale, for any use case.

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Low-quality data doesn’t just
slow AI down, it breaks it.

One mislabeled frame propagates through millions of training steps. Edge-cases missed in curation surface as production failures months later. The gap between 'works in simulation' and 'works in the real world' is almost always a data problem.

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Multimodal from the ground up
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Data quality before training
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Automate your data pipeline through API and SDK
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Annotation to alignment, in one platform
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Data services

Encord brought together scalability, video-native annotation, clear label visibility, and the flexibility to support other modalities in a single, cohesive platform.

Nick Gillian

Nick Gillian

Founder & Head of AI at Archetype AI

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The data layer for every physical modality and workflow

Everything you need to label, build, and align, all in one place.

Video
LiDAR
Image
Audio
Text
Document
Geospatial
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LiDAR pre-labelling

Label and annotate

Manage and automate annotation across video, LiDAR, audio, text and sensor fusion. Track lineage, enforce quality, and scale operations with full visibility.

Explore annotation & labeling
Geo-locate and curate data

Curate and collect

Collect data from dedicated facilities or your fleet. Use embedding-based search to find edge cases, close distribution gaps, and reduce dataset size before training.

Explore data collection & curation
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Align and evaluate

Orchestrate RLHF, rubric-based evaluation, and pairwise comparison. Surface model failures, prioritize retraining, close the feedback loop between deployment and data.

Explore model alignment
Annotation experts

Don’t just get the platform. Get the data services too. 

Encord’s data services give you access to expert annotators, domain specialists, and managed collection pipelines - fully integrated with the platform’s quality controls.

Explore labelling services

One platform.
Every stage of the data pipeline.

Powering AI from simulation to the physical world

The data infrastructure behind the leading AI systems.

Explore Physical AI
Paired video-language-action sequences
Multimodal embeddings

World Models & VLA

Train the foundation models that teach machines to understand and act in the physical world. From vision-language-action models to world simulators, Encord provides the multimodal data infrastructure at the scale these systems require.

3D point clouds
RGB-D
Video
Sensor fusion

Robotics & Humanoids

Train perception and manipulation with labeled multi-sensor data across RGB, depth, LiDAR, and force/torque inputs.

LiDAR
Radar
Multi-camera video

Autonomous Vehicles & ADAS

Build perception systems across synchronized LiDAR, camera, and radar with 3D scene visualization.

LiDAR (LAS)
RGB
Thermal

Drones & Aerial Systems

Manage multi-sensor data (LiDAR, RGB, thermal, multispectral) for autonomous navigation, inspection, and monitoring.

Video feeds
IoT sensors
Spatial data

Smart Spaces

Train AI that monitors and responds to complex physical environments - retail, construction, warehouses, public safety.

Enterprise-grade.
Built for scale.
Designed for reliable AI.

API/SDK-first. Zero data migration. Your data stays in your cloud.

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Get the data right

The leading physical AI teams use Encord. Join them.