What is Embodied AI Data?
Multimodal data generated as robots and embodied agents operate in real environments — vision, action trajectories, and language instructions.
What buyers get wrong
The hard part is aligning action with language — the same instruction maps to completely different action sequences in different environments, and the annotation scheme is far more complex than for speech.
The specification detail that decides everything
Whether action trajectories and force feedback are included determines whether the data supports imitation learning or only visual pretraining.
This is the line item that most often separates a dataset that works from one that gets re-ordered. It belongs in the specification before production starts, not in the delivery review.
How we source embodied ai data
We do not hold inventory in this category. A requirement comes in, we match it to a producer who can meet the specification, and we agree the quality bar with both sides before recording begins. A pilot batch goes first so misalignments surface early.
Specification at a glance
| Category | Embodied AI Data |
|---|---|
| Group | New data paradigm |
| Critical spec | Whether action trajectories and force feedback are included determines whether the data supports imitation learning or only visual pretraining. |
| Included by default | Pilot batch, metadata schema, source and consent documentation |
| Pricing | Quoted from specification — no published rates |
Related categories
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Synthetic Data
Data generated by models or simulation engines, used to fill gaps where real data is scarce, cover long-tail scenarios, and control cost.
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World Model Data
Environment interaction data for training world models, emphasizing temporal consistency, physical plausibility, and predictability.
Questions about embodied ai data
Do you have embodied ai data available now?
No — we do not hold inventory. Everything is produced against a specification. That means the timeline starts when the spec is agreed rather than immediately, and it also means the data matches your requirement instead of approximately matching something already built.
Can this be combined with other categories in one delivery?
Yes, and it is common. A single specification can cover several categories across several languages, with one pilot batch and one quality bar. It usually reduces total cost because speaker recruitment and project setup are shared.
What does the consent documentation cover?
Signed speaker consent stating the intended use, the collection methodology, and the annotation guideline the data was produced under. For projects involving EU data subjects the chain is built to satisfy GDPR, including the transfer mechanism.
Request embodied ai data
Tell us the language, the hours, and what the data needs to look like. You will get a real number and a real timeline — not a range. If we cannot source it well, we will tell you that instead.
- Pilot batch before the full run, so problems surface early.
- Consent documentation delivered with the data.
- No medical or clinical data. No recorded telephone calls.