From skilled hands to whole production lines: data captured at real industry sites, plus a correction loop that targets exactly where your model fails.
Six are available now. Two are in the pipeline and open to design partners.
First-person video, hand and finger movement, and experts narrating what they do. Captured with head cameras and sensor gloves, with consent.
For: robot-brain & humanoid companies, robot-hand makers
Screen recordings of professionals in CAD and design software: every click and keystroke, start and finished files, and their narration.
For: AI labs building computer-use agents, CAD AI, AI for engineering
Images and video of fabric flaws, stitching faults, circuit-board errors and gem flaws, labelled by the site's own inspectors.
For: inspection-AI companies, robot teams needing failure examples
3D scans and digital twins of factory lines, kitchens, hotel rooms and warehouses, captured with depth sensors.
For: world-simulator companies, navigation & simulation teams
Fixed-camera footage of people, materials and machines working together, with faces blurred.
For: world-simulator companies, AI-for-engineering labs
3D scans of real items (fabric, tools, food, components) with weight and material.
For: simulation & grasping teams, world simulators
Operation sequences, cycle times, defect logs, machine readings and maintenance records, licensed from partners and anonymised.
For: AI-for-engineering labs, industrial AI
Remote-control demonstrations, corrections and test results, from trained operators running your robot at partner sites.
For: robot-brain & humanoid companies
A demonstration shows the perfect path. A correction shows a robot how to recover from its own mistakes, exactly where it fails.
First-person video, hand tracking and task labels from real sites.
Robot on site: no
Tell us where your model fails; we collect more of exactly that.
Robot on site: no
Your robot on a partner floor; our operators take over when it errs.
Robot on site: yes
Scored tests on real tasks, judged by industry experts.
Robot on site: yes
Garments are our featured source: the industry already breaks every garment into timed, quality-checked operations, a ready-made task library.
| Skill | Source industries | Example tasks | Status |
|---|---|---|---|
| Cloth & soft materials | Garments & textiles, hotel linen & laundry, leather & footwear | Handling cut pieces, sewing, folding, bed-making | Available |
| Food handling | Commercial kitchens, food processing | Chopping, portioning, plating, packing | Available |
| Packing & picking | Warehouses & e-commerce: returns, bagging, kitting | Picking mixed items, bagging, packing cartons | Available |
| Fine hand skills Premium | Hand embroidery, gem setting & polishing, jewellery making | Needlework, stone setting, chain making | Available |
| Disassembly | E-waste & battery dismantling, licensed facilities only | Unscrewing, separating components, removing cells | Available |
| Design & engineering | Garment print & pattern design, jewellery CAD, engineering drafting | Vector artwork, colour separation, pattern grading, CAD drawings | Available |
| Cables & small-part assembly | Electronics manufacturing | Cable routing, connector insertion, board handling | On request |
Delivered in your format, documented with where, how and when every dataset was captured.
You specify tasks, format and volume; we collect to spec.
Ready-made datasets, licensed to you.
Process and inspection records licensed from our partners.
A continuing stream from instrumented sites, by subscription.
Scored tests at real sites for each model version.
Tell us your format and we'll match it.
Agree the tasks, data families, format and volume.
Capture at partner sites with consent and quality checks.
Labelled, documented data in your format.
Collect more of what your model gets wrong.
Tell us what your model needs to learn. We'll scope a pilot with real sites, real experts and clean consent. Read our data principles →