Guardian AI review: a robotics data provider for egocentric data with proof of origin
Answer in brief: Guardian AI does not sell a ready-made catalog. It collects egocentric video and robot teleoperation data to order, and attaches a provenance tier to every clip, from P0 (declared) to P3 (authenticated physical capture). Choose it when your legal team needs proof that footage is real, consented and not recycled, or when you want robot demonstrations without hiring operators. Engagements start with a paid pilot of at least 20 finished hours per week.
Top pick for: Teams that need auditable consent and authenticity, plus remote teleoperation on robots that stay at their own site.
Why buy collected data instead of reusing open footage?
Guardian's argument fits this guide's angle. It says open releases have made unlabeled egocentric footage cheap, but data you can trust, audit and learn actions from is still hard to buy. On its own site, Guardian demonstrates its labels on clips taken from an open dataset, Build AI's Egocentric-10K. If raw first-person video is all you need, start with open datasets. If you need verified capture and action signals, Guardian is built for that.
What you get
- Provenance tiers. P1 ties a real, unique, consented person to every session. P2 means the clip was recorded on an enrolled device and signed at capture, with every later edit logged and signed. P3 adds checks that motion sensors and video agree physically, plus screens for synthetic and re-filmed footage.
- Labels that carry action signal. 3D hand pose, 6-DoF camera trajectory, hand-object contact and grasp type, task segmentation with narration, and success, failure and recovery outcomes.
- Teleoperation. Trained Guardian operators connect to your robots remotely and run the tasks you define. The hardware stays at your site.
- Formats. LeRobot, RLDS, WebDataset, HDF5 and MCAP.
- Privacy. Faces, screens and bystanders are anonymized before data leaves Guardian's environment.
How a program runs
First, you scope the program together: tasks, environments, sensor signal, annotation layers, rights and provenance tier. Next comes a paid pilot with written success criteria. Then production runs across Guardian's Asia and US network, with QA within 24 hours of each session. Weekly batches arrive with a QA report and per-clip manifests. Guardian lists locations in San Francisco, Korea, Taiwan and the Philippines. For a wider comparison of collection vendors, see robotics data companies.
Who it fits
- Labs whose legal teams require contributor-level consent and bystander handling.
- Robot companies that want demonstrations on their own hardware without staffing operators.
- World-model teams that need verified first-person footage with camera trajectories.
Why teams pick Guardian AI
- Proof on every clip. Each clip's tier is visible in its manifest.
- Remote teleoperation. There is nothing to ship to Guardian.
- Measurable QA. Batch reports show hours accepted and rejected and per-layer metrics against agreed thresholds.
Honest drawbacks
- No off-the-shelf catalog, so nothing ships until a program is scoped.
- The pilot minimum of 20 hours per week is a real commitment for small teams.
- A younger, smaller company with no public customer list.
Pricing model
A paid pilot, then a price per finished hour. Guardian says a 30-minute scoping call ends with a pilot plan and a price per finished hour.
Best alternatives
- Firsthand: an existing egocentric catalog and a free sample pack.
- Toloka: licensable egocentric, UMI and teleoperation data available now.
- Scale AI: free FineART teleoperation data, and Scale can operate customer hardware.
FAQ
Does Guardian AI sell existing datasets?
Its site describes data captured to order through scoped programs, not an off-the-shelf catalog.
Do I have to ship my robot to Guardian?
No. Guardian says your robots stay at your site and its operators work remotely.
What is the minimum engagement?
A paid pilot of at least 20 finished hours per week, with written success criteria for moving to production.
Sources
- useguardian.ai
This review is independent research based on Guardian AI's own website, checked on 2026-11-09. We did not test the product.
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