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UK-focused data operations for embodied AI, autonomous systems, and robotics teams, from teleoperation and human demonstrations to multimodal sensor capture, annotation, and evaluation.
The UK has a strong robotics research and development ecosystem, with robotics applications spanning manufacturing, logistics, agriculture, healthcare, energy, and hazardous environments. This creates a growing need for training and evaluation data that reflects real tasks, real environments, human interaction, and difficult edge cases.
Roborax helps robotics and embodied AI teams turn those requirements into structured data programmes. Depending on the project, programmes can include human demonstrations, teleoperation trajectories, synchronized RGB-D, lidar, IMU, tactile and audio capture, action and affordance annotation, language labels, evaluation sets, and targeted long-tail data collection.
The goal is not simply to increase dataset volume. It is to capture the observations, actions, outcomes, and task context a model needs to learn reliable behaviour in the physical world.
At a glance
UK robotics programmes often require a close connection between task specifications, operator training, data capture, annotation, and quality assurance. Roborax structures programmes around defined acceptance criteria, calibrated operators, production QA, and batch-level review.
For projects involving sensitive or commercially valuable robotics data, the operating model can be designed around agreed access controls, data flows, retention rules, and customer-specific processing instructions. Where UK-facing coordination is required, programmes can be aligned to GMT/BST working hours.
Robotics datasets can contain video, audio, facility imagery, proprietary procedures, and other commercially sensitive information. UK programmes should define data roles, lawful processing, retention, access, transfer, and deletion requirements before production begins.
Roborax’s broader compliance framework can incorporate UK GDPR and applicable security certifications. For each UK programme, the applicable processing terms, security requirements, residency expectations, and customer-specific restrictions are documented in the statement of work and data-processing documentation, with clear operating procedures, trained teams, task-level controls, and ongoing quality checks supporting responsible handling of sensitive training data throughout each project.
Roborax provides a full range of robotics data services for UK programmes, from raw capture to model-ready datasets.
Teleoperation Data: VR, exoskeleton, and bilateral leader-follower workflows for collecting grounded robot trajectories.
Human Demonstration Data: Egocentric video, hand pose, gaze, force, and task demonstrations for VLA and imitation-learning pipelines.
Multimodal Sensor Capture: Synchronized RGB/RGB-D, lidar, IMU, tactile, audio, and robot-state streams where required.
Annotation and Labeling: Action segmentation, affordance masks, language captions, object labels, reward signals, and custom taxonomies.
Synthetic and Sim-to-Real Data: Simulation scenarios, domain randomization, and real-world data designed to support the transition from simulation to deployment.
Evaluation Datasets: Held-out scenarios, success/failure labels, edge cases, and repeatable scoring datasets.
Long-Tail and Edge-Case Capture: Targeted collection based on deployment gaps, rare events, uncertainty, and observed model failures.
Action-conditioned demonstrations, multimodal observations, language/task context, and outcomes for vision-language-action systems.
Whole-body demonstrations, manipulation, locomotion, object interaction, and cross-embodiment datasets.
Pick-and-place, assembly, inspection, manipulation, safety scenarios, and production-floor edge cases.
SKU diversity, grasping, navigation, obstacle handling, packing, and long-horizon demonstrations.
Carefully scoped data programmes for medical applications, subject to applicable privacy, safety, and regulatory requirements.
Data programmes for inspection, remote operation, and environments where reducing human exposure is important, including nuclear decommissioning.
Roborax combines robotics-specific data workflows with the operational flexibility UK robotics and automation teams need to move from pilot to production.
UK operations run on Greenwich Mean Time (UTC+0 in winter, BST UTC+1 in summer), with full overlap to EU customers, a five-hour offset to the US East Coast that still allows a morning standup window, and overnight delivery from APAC. Programmes spanning UK and EU customers are managed from the UK as the primary time zone, with EU customer meetings scheduled in UK morning hours.
Tell us your robot platform, task type, data modality, quality threshold, and delivery timeline. Roborax can scope the collection, teleoperation, annotation, or evaluation workflow and recommend a delivery model for your UK programme.
