Labelbox vs Encord for robotics data: which should you choose?
Answer in brief: Both started as annotation software, and both now run robotics data collection, so both sit in this directory's teleoperation collection category. Their robotics offers point in different directions. Labelbox Terra is a commissioned-data engine: seven capture rigs, one episode format, a diversity engine steering collection toward coverage gaps, and standardized policy evals. Encord combines collection with a platform you run yourself, with native MCAP/ROSBAG, LiDAR and point-cloud annotation at billions of points, and VPC or air-gapped deployment. Pick Terra for demonstration diversity. Pick Encord for sensor-heavy pipelines and data control.
Top pick for manipulation and humanoid demonstrations: Labelbox Terra. Hardware-synchronized rigs from a single head camera up to trio + instrumented gripper and teleop, with up to four synced camera streams per episode.
Top pick for LiDAR-rich autonomy and in-house curation: Encord.
Independent research from vendor pages read on 2026-11-09. No hands-on testing. Claims are the vendors' own. Browse every category on the robotics data companies directory.
Feature face-off
| Dimension | Labelbox Terra | Encord |
|---|---|---|
| Core robotics product | Managed demonstration capture, validation, annotation and evals | Data-as-a-service (collection, annotation) + curation/annotation platform |
| Capture options | Ego mono, ego stereo (RGB + depth), ego trio, ego + wrist, trio + gripper, overhead, teleoperation | Teleoperation arms, trajectory, embodiment-specific and egocentric collection in reconfigurable lab sets or on-site at your facility |
| Who records | Alignerr network and specialist third-party partners, plus Labelbox's San Francisco robotics lab | Dedicated in-field operators and Encord lab facilities |
| Coverage control | Diversity engine tracks episodes against a target distribution by environment and task | Curation surfaces edge cases and trims datasets before they reach production |
| Evaluation | Standardized manipulation/navigation tasks, scoring rubrics, per-environment reports | Model evaluation in the Team plan, plus post-deployment failure capture through remote teleoperation |
| Sensor formats | Synchronized multi-camera video, action and state streams in the formats your stack expects | Native MCAP and ROSBAG; LiDAR, point cloud, IMU, time-series, audio |
| LiDAR / 3D | Not stated for Terra | Yes, including merged point clouds with billions of points (platform add-on) |
| Hosting | Not stated on the Terra page | SaaS, VPC, on-prem, air-gapped |
| Published scale | 1PB+ produced as of January 2026 | 300+ AI teams use the platform |
| Pricing | Quoted per program | Platform tiers without public prices; services custom |
Why teams choose Labelbox Terra
Terra treats diversity as a measurable deliverable rather than a promise. Every episode is ingested, auto-categorized by environment, object, task and operator style, then validated, with human review on edge cases. Episodes that fail are re-recorded. Collection is steered to whichever environment-by-task cells are below target. Because every rig writes the same episode format, data from pre-training, post-training and evals plugs into one pipeline. Labelbox also announced a $100M+ Series E, so the company is putting serious funding behind this business.
Why teams choose Encord
Encord fits robotics teams whose data is mostly sensor logs. It treats data as time-aligned, calibrated streams, so 2D and 3D annotation happen in one interface, with projection between point clouds and RGB including fisheye and stereo cameras. Annotators specialize in off-road, construction, warehouse manipulation, agricultural and pedestrian-detection domains. Its multi-stage review uses configurable consensus and full audit trails. If your security team says data never leaves your account, Encord's VPC and on-prem options meet that requirement.
When to pick which
- Labelbox Terra: you are building a manipulation or humanoid policy, need egocentric plus teleop plus gripper viewpoints in one program, and want vendor-run evals.
- Encord: you run mobile robots, drones or vehicles with LiDAR, already record MCAP/ROSBAG, or need a self-hosted curation and annotation platform for your own team.
- Hybrid: commission demonstrations from Terra and curate and annotate your fleet logs in Encord.
Pricing model
Labelbox scopes Terra programs from a task list and target distribution, then shows you first episodes. Encord lists Starter, Team and Enterprise tiers without prices. 3D, LiDAR and point-cloud annotation is an add-on, and VPC and on-prem are Enterprise options. Run a scoped pilot with each before committing. See our pricing guide.
FAQ
Does Labelbox Terra label LiDAR?
The Terra page does not mention LiDAR. It describes camera, depth (ego stereo), gripper state, joint states and action streams. Encord explicitly supports LiDAR and point-cloud annotation.
Which one includes policy evaluation?
Labelbox Terra runs standardized manipulation and navigation evals against your policy with scoring rubrics. Encord offers model evaluation in its platform and captures deployment failures for retraining.
Can I self-host either one?
Encord offers VPC, on-premise and air-gapped deployment. The Terra page does not describe self-hosting.
Keep exploring
Labelbox review · Encord review · Scale AI vs Labelbox · Alternatives to Labelbox · How to choose · Directory home
Sources
- labelbox.com/products/terra
- labelbox.com/blog/labelbox-series-e
- encord.com/physical-ai-data
- encord.com/pricing
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