How much does robotics training data cost in 2026?
Last updated: 2026-11-09
Short answer: None of the providers we reviewed publish a numeric rate card for custom robotics collection. Pricing comes in four forms: custom quotes, scoped paid pilots, negotiated licenses for off-the-shelf datasets, and platform plans for labeling software. The figures below are only those that vendors publish themselves.
Pricing model by provider
| Provider | Pricing model (as published) | Published specifics |
|---|---|---|
| Scale AI | Custom quote | Book a demo; none |
| Encord | Platform plans + quoted services | Public pricing page for the platform; collection protocols piloted before scaling |
| Appen | Custom quote; off-the-shelf dataset licenses | Catalog datasets via its data catalog |
| iMerit | Custom quote | None |
| Toloka | Scoped project pricing; negotiated dataset licenses | Price calculated after the project is scoped |
| Defined.ai | Marketplace purchases; bespoke quotes | Datasets on its Data Marketplace |
| Shaip | Quote after scoping, then a pilot | Pilot sized to your requirements |
| micro1 | Sales-led | None |
| Guardian AI | Scoped paid pilot | Minimum 20 finished hours per week during the pilot |
| Claru | Custom scoping | None |
| Sama | Custom quote | None |
| Segments.ai | Software platform | Free trial available |
What drives the price
- Data type: teleoperation on real robots generally takes more hardware and operator time than egocentric video.
- Sensors and synchronization: stereo, depth, IMU, wrist pose, gripper state, LiDAR, and the calibration they need.
- Annotation depth: action segments, hand pose, grasp labels, VLA captions, 3D cuboids.
- QA level and provenance proof: multi-pass review, consent records, device-signed capture.
- Volume, environments and geographic diversity.
How to get a comparable quote
- Write a one-page spec: tasks, environments, robot type, sensors, labels, formats and acceptance criteria.
- Ask each vendor to quote the price per finished, QA-passed hour or episode, not per raw hour.
- Ask for a fixed-price paid pilot before committing to volume.
Back to the ranked list of robotics data providers.
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