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Merit Data

A data collection service for robotics teams that need first-person video, wrist-camera footage, gripper demos or teleoperation episodes to train manipulation models.

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Project Note

A closer look at Merit Data

Merit Data collects and labels real-world training data for robotics and physical AI teams, including egocentric and wrist-camera video, UMI gripper demonstrations, teleoperation and failure-recovery episodes. Work starts with samples and a pilot, priced by quote.

What it does

Merit Data is a service, not software. A robotics team tells it what behavior it wants a model to learn, and Merit Data either matches existing recordings or sets up a custom collection. The menu is specific to manipulation work. It covers first-person demonstrations from head cameras, paired head and wrist views that keep both the scene and the close-up hand contact, UMI and gripper demonstrations for imitation learning, and teleoperated robot episodes with synchronized observations, actions and robot state.

The most interesting line item is failure data. Merit Data offers to record slips, misalignments and human corrections on purpose, because those are the episodes that expose where a policy is weak. Deliveries come with labels, metadata and manifests rather than raw video alone.

How an engagement runs

The site pushes a pilot-first approach. You review public sample previews, agree written acceptance criteria and run a pilot before committing to volume. Prices aren't listed, and every project is quoted. The company says it works mainly with US teams and supports projects in Europe and Asia-Pacific.

Consent and data rights

For a dataset built from people recording their own hands and surroundings, provenance matters. The security page says each release links back to consent, batch, delivery and deletion records, that contributor checks cover identity, age, eligibility and location, and that contributors are told how the footage will be used and how to withdraw consent. The website privacy policy, last updated July 8, 2026, names International Studyland Limited as the operator and notes it is still pending legal review, with project data governed by each signed agreement.

For reference

Project facts

The published details and source context, together in one place.

Product
Merit Data
Category
AI & Skills
Stage
Other

Project note details

Dates and editorial links

Published

October 31, 2026

Updated

October 31, 2026

Note history

Publication and substantive update dates for this public note.

Oct 31, 2026
Project note published.

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