llms.txt
+23 −12
− > DataClue licenses real-world AI training data. In stock today: 800,000+ hours of egocentric (first-person) video of people doing real work, for robot learning, embodied AI, VLA pretraining and world models. Buyers can preview sample clips, see measured capture specs and request a quote online.− Pricing: $40/hour for complex scenarios (tool use, deformables, precision assembly) and $30/hour for standard scenarios, under a non-exclusive commercial training licence. Prices include full annotation: action segmentation, step-level narration and 2D hand keypoints (3D hand pose on stereo sessions). Exclusive licences, custom label specs and custom collection are quoted per project. Payment is by invoice after the licence agreement is signed. Every recording is made with the written consent of− - [Manufacturing & Production](https://dataclue.app/datasets/manufacturing-operations): 176,000 hours in stock, $40/hour. Bench assembly, part sorting and electronic component insertion recorded at the workstation. Scenarios: Screw and Nut Sorting and Assembly; Small Electronic Component Insertion and Assembly; Plastic Housing and Metal Component Assembly.− - [Household Services](https://dataclue.app/datasets/household-activities): 152,000 hours in stock, $40/hour. Cooking, food prep and laundry filmed from the wearer's point of view in real homes. Scenarios: Pancake Cooking and Plating; Vegetable Cutting and Preparation; Handwashing Laundry.− - [Warehousing & Logistics](https://dataclue.app/datasets/warehouse-logistics): 136,000 hours in stock, $30/hour. Stocking shelves, folding parcel boxes and moving pallets — logistics work at human scale. Scenarios: Stocking Warehouse Shelves; Parcel Box Folding; Manual Pallet Truck Operation.− - [Retail Services](https://dataclue.app/datasets/retail-services): 120,000 hours in stock, $30/hour. Supermarket and pharmacy picking recorded from the shopper's and picker's point of view. Scenarios: Product Selection and Shopping Cart Loading; Pharmacy Product Picking and Basket Loading.− - [Food Service & Hospitality](https://dataclue.app/datasets/food-service): 104,000 hours in stock, $30/hour. Tableware handling and drinks prep — repetitive, high-volume service tasks in long sessions. Scenarios: Tableware Wiping; Beverage Cup and Lid Assembly.− - [Specialized Operations](https://dataclue.app/datasets/specialized-operations): 72,000 hours in stock, $30–40/hour. Skilled trades, office handling and library work — the long tail of real-world tasks. Scenarios: Wall Thermostat Installation; Manual Metal Pipe Assembly; Cable Coiling and Organization; Paper Clip Linking and Arrangement; Moving Packaging Materials in a Shared Area; Library Lending Form and Book Organization.− - [Hospitality & Accommodation](https://dataclue.app/datasets/hospitality-accommodation): 40,000 hours in stock, $40/hour. Housekeeping work in guest and care-facility rooms, recorded from the worker's point of view. Scenarios: Bed Making and Linen Change.− - [UMI Gripper Demonstrations](https://dataclue.app/datasets/umi-gripper-demonstrations): 70,680 hours in stock, Quoted per project. Handheld-gripper demonstrations of household tasks: six synchronised cameras, gripper trajectories and subtask labels. Scenarios: Washing Cherry Tomatoes; Fitting a Sofa Cover; Clearing and Wiping a Kitchen Counter; Clearing Tableware to the Sink; Putting Away Small Clothes; Rinsing Utensils at the Sink; Shoe Arrangement.− - [Teleoperation data — custom collection](https://dataclue.app/datasets/teleoperation): Robot teleoperation data collected to your task spec: joint states, actions and synchronised camera streams. Custom collection with exclusive licensing available.− - [Company & data sourcing](https://dataclue.app/company): data is recorded first-hand on our own devices with written consent; quality control and how samples match delivered data.+ > DataClue licenses real-world AI training data. In stock today: 1,500,000+ hours, including 800,000+ hours of fully annotated egocentric (first-person) video of people doing real work at published prices, plus stereo and multi-camera, tactile glove, robot teleoperation and UMI data quoted per project, for robot learning, embodied AI, VLA pretraining and world models. Buyers can preview sample clips, see measured capture specs and request a quote online.+ Pricing: $40/hour for complex scenarios (tool use, deformables, precision assembly) and $30/hour for standard scenarios for fully annotated video (action segmentation, step-level narration and 2D hand keypoints (3D hand pose on stereo sessions)); raw video without annotation is $25/hour complex and $20/hour standard. All under a non-exclusive commercial training licence. Exclusive licences, custom label specs and custom collection are quoted per project. Payment is by invoice after the licence a+ - [Manufacturing & Production](https://dataclue.app/datasets/manufacturing-operations): 176,000 hours in stock, $40/hour annotated · $25/h raw. Bench assembly, part sorting and electronic component insertion recorded at the workstation. Scenarios: Screw and Nut Sorting and Assembly; Small Electronic Component Insertion and Assembly; Plastic Housing and Metal Component Assembly.+ - [Household Services](https://dataclue.app/datasets/household-activities): 152,000 hours in stock, $40/hour annotated · $25/h raw. Cooking, food prep and laundry filmed from the wearer's point of view in real homes. Scenarios: Pancake Cooking and Plating; Vegetable Cutting and Preparation; Handwashing Laundry.+ - [Warehousing & Logistics](https://dataclue.app/datasets/warehouse-logistics): 136,000 hours in stock, $30/hour annotated · $20/h raw. Stocking shelves, folding parcel boxes and moving pallets — logistics work at human scale. Scenarios: Stocking Warehouse Shelves; Parcel Box Folding; Manual Pallet Truck Operation.+ - [Retail Services](https://dataclue.app/datasets/retail-services): 120,000 hours in stock, $30/hour annotated · $20/h raw. Supermarket and pharmacy picking recorded from the shopper's and picker's point of view. Scenarios: Product Selection and Shopping Cart Loading; Pharmacy Product Picking and Basket Loading.+ - [Food Service & Hospitality](https://dataclue.app/datasets/food-service): 104,000 hours in stock, $30/hour annotated · $20/h raw. Tableware handling and drinks prep — repetitive, high-volume service tasks in long sessions. Scenarios: Tableware Wiping; Beverage Cup and Lid Assembly.+ - [Specialized Operations](https://dataclue.app/datasets/specialized-operations): 72,000 hours in stock, $30–40/hour annotated · $20–25/h raw. Skilled trades, office handling and library work — the long tail of real-world tasks. Scenarios: Wall Thermostat Installation; Manual Metal Pipe Assembly; Cable Coiling and Organization; Paper Clip Linking and Arrangement; Moving Packaging Materials in a Shared Area; Library Lending Form and Book Organization.+ - [Hospitality & Accommodation](https://dataclue.app/datasets/hospitality-accommodation): 40,000 hours in stock, $40/hour annotated · $25/h raw. Housekeeping work in guest and care-facility rooms, recorded from the worker's point of view. Scenarios: Bed Making and Linen Change.+ - [UMI Gripper Demonstrations](https://dataclue.app/datasets/umi-gripper-demonstrations): 90,680 hours in stock, Quoted per project. Handheld-gripper demonstrations of household tasks: six synchronised cameras, gripper trajectories and subtask labels. Scenarios: Washing Cherry Tomatoes; Fitting a Sofa Cover; Clearing and Wiping a Kitchen Counter; Clearing Tableware to the Sink; Putting Away Small Clothes; Rinsing Utensils at the Sink; Shuffling Playing Cards; Shoe Arrangement.+ - [Global Homes & Workshops](https://dataclue.app/datasets/global-egocentric-video): 58,000 hours in stock, Quoted per project. First-person video from homes and workshops across South Asia, Latin America and Asia, with IMU and annotated subsets. Scenarios: Garment Sewing at an Industrial Machine; Electronics Board Handling; Furniture Frame Assembly; Envelope Folding and Packing; Bathroom Vanity Tidying; Hand-Washing Clothes, with Gyroscope; Annotated Tabletop Manipulation.+ - [Stereo & Multi-Camera Egocentric](https://dataclue.app/datasets/stereo-multicamera-egocentric): 55,100 hours in stock, Quoted per project. Head-mounted stereo, wrist cameras, calibration and 3D head and hand trajectories. Scenarios: Folding Clothes, Stereo + Both Wrists; Electronic Assembly, Stereo + Both Wrists; Tabletop Sorting with 3D Hand Pose; Hotel Room Turndown with Hand Tracking; Washing Dishes and Cutlery, Stereo + IMU; Changing a Duvet Cover and Making the Bed, Stereo + IMU.+ - [Tactile Glove Hand Data](https://dataclue.app/datasets/tactile-glove-hand-data): 5,500 hours in stock, Quoted per project. Measured hand contact from tactile gloves, synchronised with egocentric RGB-D video, with finger joint angles or wrist cameras depending on the rig. Scenarios: Adjusting Headphones with Tactile Gloves; Slicing a Cucumber with a Sensing Glove.+ - [Robot Teleoperation Demonstrations](https://dataclue.app/datasets/robot-teleoperation-demonstrations): 5,600 hours in stock, Quoted per project. Teleoperated bimanual-arm and humanoid demonstrations of household tasks. Scenarios: Folding Shorts with Two Arms; Loading a Washing Machine (Humanoid Arm).+ - [Light Manufacturing & Handcraft](https://dataclue.app/datasets/light-manufacturing-handcraft): 192,000 hours in stock, Quoted per project. Real production lines and craft workshops: packaging, assembly, garments, accessories and nails. Scenarios: scenario list and samples on request.+ - [Retail, Office & Service Work](https://dataclue.app/datasets/service-office-work): 64,800 hours in stock, Quoted per project. Shops, offices, housekeeping, food service, hotels and parcel sorting from the worker's point of view. Scenarios: scenario list and samples on request.+ - [Homes, Room by Room](https://dataclue.app/datasets/homes-room-by-room): 82,300 hours in stock, Quoted per project. Everyday home tasks recorded first-person and organised by room. Scenarios: scenario list and samples on request.+ - [Offices, Schools, Shops & Stockrooms](https://dataclue.app/datasets/workplace-operations): 45,700 hours in stock, Quoted per project. The everyday hands-on tasks that keep offices, schools, shops and stockrooms running. Scenarios: scenario list and samples on request.+ - [Automotive & Electronics Assembly Lines](https://dataclue.app/datasets/industrial-assembly-lines): 100,450 hours in stock, Quoted per project. High-volume automotive, electronics, textile and cleanroom production, recorded first-person in 4K. Scenarios: scenario list and samples on request.+ - [Kitchens, Homes & Outdoors in Nine Countries](https://dataclue.app/datasets/international-kitchens-homes): 3,850 hours in stock, Quoted per project. Cooking, housework, crafts, shopping and farm work, recorded first-person in nine countries. Scenarios: scenario list and samples on request.+ - [Eye Tracking, RGB-D & Smart Glasses](https://dataclue.app/datasets/eye-tracking-rgbd-egocentric): 195 hours in stock, Quoted per project. Gaze, depth and smart-glasses capture for research that needs more than RGB. Scenarios: scenario list and samples on request.+ - [Teleoperation data — in stock and collected to order](https://dataclue.app/datasets/teleoperation): Robot teleoperation data: 5,600 hours of bimanual-arm and humanoid demonstrations in stock, plus collection to your task spec with joint states, actions and synchronised camera streams.+ - [Company & data sourcing](https://dataclue.app/company): real-world recordings with written consent, and more captured by our own team on request; quality control and how samples match delivered data.