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    Use Cases

    Every sector teaches a different set of hands

    Manufacturing is not one manipulation problem. Each sector produces a distinct distribution of grips, tools, tolerances and failure modes.

    Two ways sectors feed a robot programme

    Whichever sector the work comes from, you receive the same structured outputs in the same formats.

    Sourced collection

    You define a task brief and the skills you are targeting. We capture real operators doing that work at suitable stations, on our kits or on hardware you supply.

    A single brief can be filled across several plants, which is what produces variety inside one task.

    Deployment evaluation

    Once a humanoid is working a station, its cycles are compared against the human baseline drawn from the same operator data we already structure for you.

    Slow and failed steps surface as findings rather than downtime, and the edge cases captured on the line flow back into the training data.

    Sectors we cover

    What each sector actually yields for robot learning.

    Automotive

    Long, multi-step assembly under hard takt: coordinated two-handed work, tool changes and tight-tolerance fastening with a clear success condition.

    Electronics

    Fine motor work at small scale: connector seating, cable routing, delicate placement, and the corrective regrasps that follow a near miss.

    Parts Manufacturing

    High-mix, low-volume lines where one operator handles many part geometries, which yields the generalisation signal a policy needs.

    Logistics

    Picking and packing unfamiliar objects at speed: grasp selection under uncertainty, in-hand adjustment, and cluttered, changing stock.

    Home Appliances

    Large-format assembly that pairs bulky parts with fine finishing work, so whole-body reach and dexterous work appear together.

    Heavy Industry

    Material handling and assembly in poor lighting with difficult access, exactly the conditions that break a policy trained on clean footage.

    Consent, security and compliance

    Operational video is sensitive, and the people in it have rights. Both are handled before a dataset leaves us.

    Secure by construction

    Enterprise-grade hosting, encryption in transit and at rest, and access control on every dataset. Sensitive segments are redacted before delivery.

    Certified and compatible

    SOC 2 Type II and ISO 27001 certified, operating GDPR and KVKK compatible processes. Provenance and consent documentation accompanies every dataset.

    Read the full data governance position

    Book a technical review

    Bring a task and a sector. We will walk your team through the output fields, the delivery formats and the consent documentation.

    Book a technical review