Shadow Robot
Shadow Robot develops dexterous robotic hands and teleoperation systems for robotics research and manipulation. Its hands are used by AI labs, universities and industrial teams studying in-hand manipulation, tactile control and human-like robot grasping.
Market context
Shadow Robot matters because its dexterous hands are a long-running reference platform for robotic manipulation, linking older anthropomorphic-hand research with current reinforcement-learning, teleoperation and embodied-AI workflows.
Facts
- Website: https://shadowrobot.com/
- HQ: London, England, United Kingdom
- Segment: End Effectors
- Known funding rounds: 2
Investors
- ARIA - Lead - Unknown - 1 funding event - first seen 2025-05-29
- Innovate UK - Lead - Government / Public - 1 funding event - first seen 2019-04-17
Dexterous hands for manipulation and teleoperation research
Shadow Robot builds dexterous robotic hands, tactile sensing integrations and teleoperation systems used by robotics and embodied-AI researchers. Its products sit at the manipulation layer: hands, fingers and touch-rich end-effectors rather than complete humanoid robots.
- Target environment: Manipulation research labs, embodied-AI teams, dexterous-hand experiments, teleoperation systems, reinforcement-learning setups and advanced robot-control programs.
- Deployment model: Specialized hardware supplier model built around dexterous hands, tactile options, teleoperation systems, partner integrations and research-platform support.
- Customer context: AI labs, robotics researchers, universities, humanoid developers, teleoperation teams and customers needing advanced end-effectors.
- Workflow context: Dexterous grasping, tactile feedback, teleoperation, manipulation learning, haptic control, end-effector integration and long-running ML experiments.
- Commercial maturity: Long-running UK robotics company with well-known manipulation hardware and partnerships including Google DeepMind work.
- Market position: Reference hand supplier for labs pushing robot dexterity beyond simple grippers.
- Adoption constraints: Adoption depends on cost, durability, integration complexity, tactile performance, software support, maintenance and fit with customer robot arms.
- Adjacent context: Shadow Dexterous Hand, DEX-EE, tactile telerobot, haptic gloves, tactile sensing, manipulation research and robot hands.
- Source confidence: high
Events
- 2025-05-29 - Funding - ARIA awards GBP 11M R&D funding to Shadow Robot and partners - ARIA awarded GBP 11M to Shadow Robot and partners for the OGRES and UPWARD advanced robotic-dexterity projects. OGRES focuses on robotic-hand design tooling and physical validation; UPWARD focuses on power distribution for more capable robot hands. The fundin…
- 2024-05-09 - Product Launch - Shadow Robot unveils DEX-EE hand developed with Google DeepMind - Shadow Robot announced DEX-EE on May 9, 2024, positioning it as a robust dexterous hand for AI research. The company said DEX-EE was built by Shadow Robot and developed with research and insights from the Google DeepMind robotics team. Shadow said the hand wo…
- 2023-08-01 - Research Publication - DMFC-GraspNet: Differentiable Multi-Fingered Robotic Grasp Generation in Cluttered Scenes - DMFC-GraspNet predicts dense multi-finger robotic grasps in cluttered scenes. The evaluation uses the Shadow Dexterous Hand in MuJoCo simulation. The method combines supervised loss, differentiable collision loss and a generalized grasp metric loss.
- 2023-04-10 - Research Publication - PoseFusion: Robust Object-in-Hand Pose Estimation with SelectLSTM - The dataset uses an anthropomorphic Shadow Dexterous Hand for teleoperated object-in-hand pose collection. It includes RGB-D images, proprioception and tactile data across grasp poses, finger contact states and occlusions. The project page provides the datase…
- 2022-10-11 - Research Publication - A Multi-Agent Approach for Adaptive Finger Cooperation in Learning-based In-Hand Manipulation - The method treats each finger as an individual agent for cooperative in-hand manipulation. Experiments evaluate the approach on two manipulation tasks using the Shadow Dexterous Hand. The work tests adaptability under robot malfunction compared with single-po…
- 2019-10-15 - Research Publication - OpenAI publishes Rubiks Cube robot-hand research using Shadow Dexterous Hand - OpenAI published its Rubiks Cube robot-hand work on October 15, 2019, using a human-like robotic hand for physical dexterous manipulation. The associated paper describes sim-to-real reinforcement learning and Automatic Domain Randomization for controlling a p…
- 2019-05-01 - Research Publication - Shadow Dexterous Hand teleoperation paper maps hand depth images to robot joint angles - The paper introduces TeachNet for markerless vision-based teleoperation of dexterous robotic hands. The title and abstract identify the target platform as the Shadow Dexterous Hand. This is outside-team product research and is bound to Shadow Dexterous Hand o…
- 2019-04-17 - Funding - Innovate UK awards Shadow Robot GBP 650k innovation loan for touch-transmitting teleoperation - Innovate UK awarded Shadow Robot a GBP 650k innovation loan for remote-touch teleoperation technology. The announcement centered on the Shadow Dexterous Hand, tactile fingertip sensing and haptic feedback for remote operation over long distances. Shadow posit…
- 2018-09-17 - Research Publication - Vision-based Teleoperation of Shadow Dexterous Hand using End-to-End Deep Neural Network - In this paper, we present TeachNet, a novel neural network architecture for intuitive and markerless vision-based teleoperation of dexterous robotic hands. Robot joint angles are directly generated from depth images of the human hand that… The work is explici…
- 2018-08-01 - Research Publication - Learning Dexterous In-Hand Manipulation - We use reinforcement learning (RL) to learn dexterous in-hand manipulation policies which can perform vision-based object reorientation on a physical Shadow Dexterous Hand. The training is performed in a simulated environment in which we r… The work is explic…
- 2018-06-24 - Partnership - Shadow Robot, SynTouch and HaptX demonstrate Tactile Telerobot - Shadow Robot said the Tactile Telerobot integrated its dexterous hand with SynTouch BioTac sensors and HaptX haptic gloves. The team demonstrated an operator in California controlling a Shadow hand in London while receiving touch feedback from the robot finge…
- 2018-02-26 - Research Publication - Multi-goal RL benchmark paper includes in-hand manipulation with Shadow Dexterous Hand - The paper presents robotics environments for multi-goal reinforcement learning with sparse binary rewards. The benchmark includes in-hand object manipulation with a Shadow Dexterous Hand alongside Fetch arm tasks. This is outside-team product research and is…
- 2017-03-21 - Partnership - Shadow Robot starts Innovate UK semi-autonomous teleoperation project - Shadow Robot said an Innovate UK-backed semi-autonomous teleoperation demonstrator launched on March 1, 2017. The project paired Shadow Dexterous Hand hardware with an OC Robotics snake-arm robot, Cambrian Intelligence augmented-VR work and UCL vision/testing…
- 2016-09-15 - Product Launch - Shadow Robot launches Smart Grasping System at Innovate 2016 - Shadow Robot introduced the Smart Grasping System at Innovate 2016 as an industrial grasper with built-in intelligence. The company described a grasp library, an onboard vision system and torque sensing on each joint to support flexible object handling. The l…
- 2015-04-14 - Demonstration - Moley unveils robotic-chef prototype at Hannover Messe - Moley unveiled its proof-of-concept robotic chef at Hannover Messe in April 2015. Two robotic arms reproduced chef Tim Anderson's captured movements to prepare crab bisque. Shadow Robot developed the prototype hands with twenty motors, twenty-four joints, and…
Team
- Rich Walker - Managing Director - Leads company execution for Shadow Robot's dexterous hand and telerobotics business.
- Richard Greenhill - Founder - Provides founder context for Shadow Robot's dexterous robotic hand and teleoperation systems.
Relationships
- Moley Robotics - Prototype Robotic Hand Partner - Moley partnered with Shadow Robot to develop the hands used in its 2015 robotic-kitchen prototype.
Context tags
- Dexterous robot hand builder - Peer Group - Shadow Robot builds the Shadow Dexterous Hand for manipulation research.
- Dexterous in-hand manipulation - Workflow - Shadow Dexterous Hand supports multi-finger in-hand object manipulation.
- Teleoperated dexterity - Workflow - Shadow Dexterous Hand is used in teleoperated dexterity applications.
- Tactile robot hand control - Capability - Shadow Dexterous Hand uses tactile sensing for contact-rich manipulation.
- Dexterous hand OEM - Stack Layer - Shadow Robot builds complete multi-finger dexterous hand systems.
- Adaptive grasping - Capability - Shadow Dexterous Hand supports adaptive grasping for varied object geometries.
- Dexterous hand platforms - Peer Group - Supplies dexterous robotic hand platforms
- Dexterous manipulation - Capability - Core product: Shadow Dexterous Hand for manipulation tasks
- End-effector adjacent hardware - Stack Layer - Dexterous hand hardware for manipulation research and integration
- Component supply - Commercial Stage - Core business: dexterous hand hardware and R&D
- Force-controlled manipulation - Capability - Shadow Dexterous Hand uses force and torque sensing.
- Factories - Customer Environment - Research and industrial manipulation environments
- End effector - Stack Layer - End-effector hardware for robotic manipulation
- Research labs - Customer Environment - Shadow Dexterous Hand is used in robotics research laboratories.
Shadow Robot canonical Korthos profile
