Labelbox vs Encord for robotics data: which one should your robot-learning team choose?
Last updated: 2026-11-09 · Independent research from official vendor pages. We have not tested either product.
Answer in brief
Both companies record teleop and egocentric demonstrations and turn them into training-ready data. They differ in where the value sits. Labelbox Terra is a coverage-driven collection program. Seven synchronized rig types write one episode format, a diversity engine steers collection toward gaps, and standardized evals score your policy. Encord is a platform you can operate yourself. It labels RGB, depth, LiDAR and force/torque together, curates by embeddings, and adds managed annotation and collection in Encord's own facilities. If your bottleneck is getting diverse demonstrations recorded, choose Terra. If it is labeling and curating multi-sensor data your team already owns, choose Encord.
Top pick for net-new demonstration collection: Labelbox Terra. 1 PB+ produced as of January 2026, up to 4 synced cameras per episode, and failed episodes re-recorded rather than shipped. Visit Labelbox →
Top pick for multi-sensor annotation and curation: Encord. 6-DoF pose and keypoints for grasps, VLA workflows, and data that Encord says stays in your cloud. Visit Encord →
Labelbox Terra vs Encord at a glance
| Feature | Labelbox Terra | Encord |
|---|---|---|
| Core offer | Managed collection, annotation, validation and evals | Annotation, curation and evaluation platform, plus data-as-a-service |
| Who records | Alignerr network and third-party partners on Labelbox rigs; San Francisco robotics lab | Encord, in its own facilities |
| Capture options | Ego mono / stereo / trio, ego + wrist, trio + instrumented gripper, overhead, teleoperation | Teleop, egocentric, UMI, stereo, RGB-D, LiDAR, force sequences |
| Diversity control | Diversity engine counts episodes against a target environment × task distribution | Embedding-based curation for edge cases |
| Evals | Standardized manipulation and navigation tasks, scored per environment | Model evaluation in the Team tier and up |
| Self-serve | No; scoped programs | Yes: Starter, Team, Enterprise |
| Pricing | Not public | Tiers listed without prices; 3D/LiDAR is an add-on |
Choose Labelbox Terra if…
- You are building a generalist policy and need breadth. Terra tracks coverage across kitchens, offices, warehouses, retail, homes and labs, and across tasks such as fold, pour, insert and navigate.
- You want pre-training, post-training and evals in one shape. Every rig writes the same episode format.
- You need action-labeled demos without your own robot fleet. The trio + gripper rig records gripper state. The teleop rig adds joint states and actions.
- You can commission a task list and a target distribution and let the engine fill the gaps until coverage is met.
Choose Encord if…
- You already have robot logs and want them labeled well. RGB, depth, LiDAR and force/torque in one interface, with 6-DoF pose and keypoint tracking.
- Your team wants to own the workflow. API/SDK-first, customizable workflows, consensus review, annotator dashboards.
- Security is non-negotiable. Enterprise adds SSO, VPC and on-prem deployment.
- You may still need collection. Encord runs teleop and egocentric collection to your protocol, including on custom hardware.
Pricing model
Labelbox scopes each Terra program and shows first episodes before production. Encord lists Starter, Team and Enterprise tiers but publishes no prices. 3D, LiDAR and point-cloud annotation is an add-on, and managed services are quoted. For a fair comparison, ask both for a quote on the same task list and hours.
FAQ
Does Labelbox record the data itself?
Labelbox says collection runs through the Alignerr network and specialist third-party partners on rigs it supplies, and its own focus is turning that footage into validated datasets.
Does Encord support UMI data?
Yes. UMI is listed among Encord's supported data types for robotics and humanoids.
How does each check quality?
Terra auto-categorizes and validates each episode, sends edge cases to human review, and re-records failed episodes. Encord's platform offers label validation, label error detection, consensus workflows and annotator training modules.
Keep comparing
Return to the ranked list of the best robotics data companies · Labelbox review · Encord review · Scale AI vs Labelbox · Scale AI vs Encord · Alternatives to Labelbox
Visit Labelbox → · Visit Encord →