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.
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.
Built for how physical AI is deployed
Multimodal from the ground up
Native support for video, audio, text, LiDAR, RGB-D, sensor fusion, and geospatial data. Designed for the data types physical Al systems actually produce.
Data quality before training
Embedding-based curation, label QA, and lineage tracking catch errors and edge cases before they compound.
Automate your data pipeline through API and SDK
Integrate Encord into your CI/CD, trigger labeling jobs programmatically, and version everything.
Annotation to alignment, in one platform
RLHF, rubric-based evaluation, and pairwise comparison alongside labeling workflows. No second tool. No handoff.
Data services
Don't have the workforce to collect or label at scale? Encord covers end-to-end collection, annotation, and evaluation - same platform, same quality controls.
“Encord brought together scalability, video-native annotation, clear label visibility, and the flexibility to support other modalities in a single, cohesive platform.”
Nick Gillian
Founder & Head of AI at Archetype AI
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
HTML
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 & labelingLabel 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
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
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
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 servicesDon’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 servicesOne 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
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.
Robotics & Humanoids
Train perception and manipulation with labeled multi-sensor data across RGB, depth, LiDAR, and force/torque inputs.
Autonomous Vehicles & ADAS
Build perception systems across synchronized LiDAR, camera, and radar with 3D scene visualization.
Drones & Aerial Systems
Manage multi-sensor data (LiDAR, RGB, thermal, multispectral) for autonomous navigation, inspection, and monitoring.
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.
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.