Source: https://actionable.ai/ [Skip to content](https://actionable.ai/#main) THE FOUNDATION FOR EMBODIED AI # Real-world data. Extraordinary intelligence. The next leap in AI starts with the world around us. Give your models the human perspective, precise actions, and real-world experience they need to move forward. [Explore the data ↗](https://actionable.ai/#catalogue)[Build with us ↗](https://actionable.ai/#contact) + FROM HUMAN EXPERIENCE TO MACHINE CAPABILITY Reality. Captured. HUMAN PERSPECTIVE / ROBOT ACTION / INTELLIGENT SYSTEMS[Discover what’s possible ↓](https://actionable.ai/#foundation) REAL EXPERIENCE. AT MEANINGFUL SCALE. 120k+ Hours of ego & G1/G2 robot data 10k+ Bimanual UMI episodes 08 Specialist dataset collections 01 / THE ACTIONABLE ADVANTAGE ## Intelligence needs experience. Models learn the world through data. We help you find the right perspective, the right actions, and the right context to turn that learning into capability. 01 ### See through human eyes. First-person video that captures how people navigate spaces, handle objects, and complete real tasks. [Explore egocentric data ↗](https://actionable.ai/#catalogue) 02 ### Connect vision to action. Bimanual demonstrations pair visual observations with gripper pose and action for manipulation learning. [Explore UMI demonstrations ↗](https://actionable.ai/#catalogue) 03 ### Learn from real robots. Multi-view recordings, state, and action data from physical robots performing everyday manipulation. [Explore robot datasets ↗](https://actionable.ai/#catalogue) 02 / THE DATA CATALOGUE ## Your next breakthrough starts here. Explore eight collections across human observation and robot action. Find the data that fits your model, your task, and your ambition. Search datasets, tasks or formats 8 collections to exploreSelect up to 3 datasets to compare EGOCENTRIC / STEREOAA / E01 ### [Stereo Ego · 1080p](https://actionable.ai/datasets/E01.html) Human perspective, captured in stereo with audio and motion sensing. 4,000 hours Dual 1080p30 fpsMCAP [Explore dataset ↗](https://actionable.ai/datasets/E01.html)Compare EGOCENTRIC / STEREOAA / E02 ### [Stereo Ego · Wide-view](https://actionable.ai/datasets/E02.html) A wider perspective on complete manufacturing and craft workflows. 70,000 hours 190° field of view30 fpsMCAP [Explore dataset ↗](https://actionable.ai/datasets/E02.html)Compare EGOCENTRIC / MONOCULARAA / E03 ### [Monocular Ego · Android](https://actionable.ai/datasets/E03.html) Everyday skills and workplace tasks, seen from a human point of view. 40,000 hours 1080p + portrait30 fpsMP4 [Explore dataset ↗](https://actionable.ai/datasets/E03.html)Compare EGOCENTRIC / MONOCULARAA / E04 ### [Monocular Ego · iPhone](https://actionable.ai/datasets/E04.html) Continuous first-person recordings that follow activities from start to finish. 10,000 hours Up to 60 fpsMP4 / MOVContinuous tasks [Explore dataset ↗](https://actionable.ai/datasets/E04.html)Compare MANIPULATION / UMIAA / U01 ### [Bimanual UMI](https://actionable.ai/datasets/U01.html) Connect human demonstrations to precise gripper movement and action. 10,000+ episodes 3 camera views60 Hz actions6DoF pose [Explore dataset ↗](https://actionable.ai/datasets/U01.html)Compare ROBOT / MULTI-VIEWAA / R01 ### [Real Robot · G1 / G2](https://actionable.ai/datasets/R01.html) Whole-body and dual-arm experience from robots in real environments. 20,000 hours 8–9 camerasLeRobot v3.0State + action [Explore dataset ↗](https://actionable.ai/datasets/R01.html)Compare ROBOT / MANIPULATIONAA / R02 ### [Galbot Robot Data](https://actionable.ai/datasets/R02.html) Multi-view robot demonstrations across household manipulation tasks. 20,000 QC-passed hours 4 RGB views30 fpsMCAP [Explore dataset ↗](https://actionable.ai/datasets/R02.html)Compare ROBOT / MULTI-STEPAA / R03 ### [Long-Horizon Robot Data](https://actionable.ai/datasets/R03.html) Multi-step, bimanual demonstrations for learning sequences of action. Let’s scope your project RGB + depth250 Hz arm actionsJSONL [Explore dataset ↗](https://actionable.ai/datasets/R03.html)Compare PURPOSE-BUILT FOR YOUR MODEL ### Some breakthroughs need a different kind of data. Let’s build a collection around your tasks, your environment, and your ambitions. [Scope your dataset ↗](https://actionable.ai/#contact)YOUR NEXT MOVE STARTS HERE. ### No matching datasets. Try a different task, format, or keyword. ↗ ### Your task. Your environment. Your dataset. Need a specific scene, skill, or capture setup? Let’s scope a custom collection. [Discuss custom data ↗](https://actionable.ai/#contact) 03 / BUILT FOR WHAT’S NEXT ## From observing the world to acting in it. Different models. Different challenges. A common need for meaningful real-world experience. / 01 OBSERVE → UNDERSTAND ### Vision & world models Rich first-person context for visual understanding, activity recognition, and learning how the physical world changes. Egocentric videoScene diversity / 02 PERCEIVE → MANIPULATE ### Robot learning & VLA Visual observations paired with movement and action, for imitation learning and vision-language-action research. UMI demonstrationsRobot action / 03 01→02→03PLAN → EXECUTE ### Long-horizon skills Multi-step demonstrations for studying task planning, bimanual coordination, and sequences of real-world actions. Multi-step tasksBimanual skills 04 / FROM EXPLORATION TO EXECUTION ## A clear path to the right data. [Start a conversation ↗](https://actionable.ai/#contact) 01 ### Tell us what you’re building. Share your model, target tasks, and data requirements. We’ll help define the collection that fits. 02 ### Evaluate the fit. Review sample access, capture specifications, annotation, and package structure with our team. 03 ### Move forward with clarity. Agree the scope, licensing, and delivery plan. Start with existing inventory or build a custom collection. LET’S MAKE IT ACTIONABLE ## Big ambitions. Meet real-world data. Tell us what you’re building. We’ll help you find the data to take it further. [info@actionable.ai ↗](mailto:info@actionable.ai) Based in Singapore. Built for what’s next.68 Circular Road #02-01 049422, Singapore ## Optional website analytics Allow Google Analytics to use cookies to help us understand visits to this website? We do not send your enquiry details to Google Analytics. [Privacy details](https://actionable.ai/privacy.html)