Encord
Manages and curates multimodal AI data.
At a glance
Starts at
$90 per month
Starter plan includes basic image & video annotation toolkit and self-serve support.
Free tier
No
Platforms
Web, API
Best for
Large enterprises, physical AI projects
Not for
Small prototype teams
3.9 out of 5
Scored by a Toolio reviewer after real useOur verdict
Encord excels in managing complex, multimodal datasets for large teams. It’s ideal for physical AI but can be costly and complex to set up.
✓What it does well
Multimodal supportHandles video, LiDAR, audio, text, and sensor data in one workflow.
Customizable workflowsOffers flexible setup to fit specific project needs.
Data collection toolsIncludes dedicated facilities for collecting large-scale datasets.
✕Where it falls short
Complex implementationSteep learning curve and resource-intensive deployment make it hard to set up.
Limited small team supportStarter plan only supports individuals and small teams building prototypes.
Additional costs for advanced featuresExtra charges apply for multiple workspaces, SSO, and on-prem deployments.
Key features
Native annotation toolsSupports video, LiDAR, audio, text, and sensor data in one interface.
Advanced analyticsIncludes label validation and error detection features.
Managed collection pipelinesVetted domain experts for annotation tasks are available through the platform.
VLA Model Supportsupports world models & vla systems