What are the best alternatives to Labelbox for robotics data in 2026?
Last updated: 2026-11-09 · Independent research from official vendor pages. We have not tested these products.
Answer in brief
Labelbox Terra records egocentric and teleop demonstrations on seven rig types through the Alignerr network and partners, and delivers them in one format from pre-training to evals. The right alternative depends on which part of that job you want done differently. For bigger managed programs, choose Scale AI. If you want collection in a vendor's own facilities, choose Encord. To license data without waiting, choose Graviti. For UMI and teleop commissions, look at Tacit Robotics or Robgence. And if you only need your existing footage labeled, use Rimb or Segments.ai.
Top pick alternative: Encord. Encord records teleop and egocentric data in its own facilities, so you know who captured it. It then labels RGB, depth, LiDAR and force/torque in one platform. Visit Encord →
Labelbox alternatives by job
| Your job | Alternative | Stand-out fact (company-stated) | Pricing model |
|---|---|---|---|
| Largest managed collection | Scale AI | 1,000+ demonstration hours uploaded per day | Custom quote |
| Vendor-run facility collection + platform | Encord | Teleop and egocentric collection in its own facilities | Tiers, no listed prices |
| License existing data | Graviti | Bimanual teleop trajectories: 120,000+ episodes, 180 task families (early access) | License quote |
| UMI + teleop + egocentric | Tacit Robotics | Handheld grippers in the wild, no robot on site | Commissioned, by quote |
| Fast pilot, VLA-ready | Robgence | 2-week pilots; LeRobot v2/v3, RLDS/RT-X, HDF5/robomimic | Quote |
| Broad enterprise vendor | Appen | Stereo egocentric rigs with wrist pose and gripper state; 1M+ contributors in 170+ countries | Enterprise quote |
| Label footage you own | Rimb | 5 free annotated episodes in 7–10 days | Free sample, then quote |
| Self-run multi-sensor labeling | Segments.ai | Core plan from 3,600 hours/yr, equal to $2.67/hour | Annual labeling-hour plans |
If you want someone else to record the demonstrations
Scale AI: maximum throughput
Scale offers teleoperated bimanual robots, the robotless Scale Harness, or your own hardware run by Scale. It also validates datasets through its own policy fine-tuning. Visit Scale AI → · Scale AI review
Encord: facility collection you can trace
Encord collects to your protocol and supports custom hardware, then hands you curation tooling to find unusual grasps and occlusions. Visit Encord → · Encord review
Tacit Robotics: UMI at pretraining scale
Tacit runs three capture modes (egocentric, teleop and UMI) across homes, kitchens, warehouses and shops, and handles recruiting, hardware, sites, QA and delivery. Public specs are thin, so ask for them. Visit Tacit Robotics → · Tacit Robotics review
Robgence: pilot in two weeks
Robgence offers egocentric capture, teleop, motion capture, annotation and sim-to-real data, with a policy smoke test. Its scale figures are self-reported. Visit Robgence → · Robgence review
Appen: one enterprise contract
Appen's Physical AI line covers egocentric rigs with wrist pose and gripper state, human task demonstrations, sensor fusion and world-model data, captured in its own facilities. Visit Appen → · Appen review
If you want data now
Graviti: specs before sales
Graviti publishes a public spec and an evaluation sample for each catalog dataset, gives perpetual rights with exclusive options, and delivers to S3, GCS, Azure or Hugging Face. Visit Graviti → · Graviti review
If you already have the footage
Rimb annotates object tracks, hand-object interactions, hand keypoints, captions and depth, and exports LeRobot, RLDS or MCAP. Visit Rimb → · Rimb review. Segments.ai is software for your own labelers, with 3D-to-2D cuboid projection, consistent track IDs and a 14-day free trial. Visit Segments.ai → · Segments.ai review
When Labelbox is still the answer
Labelbox remains the strongest fit if you want collection steered by coverage targets and standardized evals in the same episode format. Visit Labelbox → · Labelbox review
FAQ
Which alternative has public pricing?
Only Segments.ai gives a figure: its Core plan works out to about $2.67 per labeling hour. The others quote.
Which alternative is closest to Terra?
Scale AI and Encord, which both run managed collection plus annotation for teleop and egocentric data.
Can I avoid crowd collection entirely?
Encord and Appen both describe capture in their own facilities.
See the full ranked list of the best robotics data companies · Labelbox vs Encord · Scale AI vs Labelbox