Egocentric Video Data for Robotics & AI, Sourced from Verified Workers Worldwide
Get thousands of hours of first-person footage for training computer vision, robot manipulation, and physical AI models. Delivered in days, paid in stablecoins.
Loopuman runs on-demand data campaigns for robotics and embodied AI teams. You specify the task, environment, and geography. Our verified human workers film it exactly as specified. You receive structured, reviewed footage filmed by verified workers from homes and environments your existing dataset does not have.
Verified Workers
Every worker passes a quiz and test submission before filming.
Approved Work Only
Campaign submissions are reviewed against your brief before payment is released.
Enterprise SLA
Custom volume pricing, dedicated support, and guaranteed delivery timelines.
Improvement in robot task success using human egocentric video
NVIDIA EgoScale, 2026
Of the footage collected on open upload platforms is unusable for training, recipe-specified capture is how we avoid it
Reported by robotics data teams
Quantities of human task footage are needed to train embodied AI, and demand keeps growing
Robotics data industry commentary
Source: NVIDIA EgoScale, 2026. Remaining figures are qualitative industry observations, not measured statistics.
The bottleneck is not footage. It is usable footage.
The biggest gap in training robots is not compute. It is real-world, first-person data, and most of what labs receive today is wasted. Poor camera angles. Hands occluded. Tasks cut short. No metadata. No provenance.
Robotics teams need footage that is specified before collection, captured to exact protocols, quality-verified before delivery, and stamped with cryptographic proof that a real human recorded it in a real environment.
Without those elements, more video only creates more noise. Loopuman solves this with Task Recipes, standardised specifications that tell workers exactly how to film, and an AI quality gate that checks every clip before it is ever delivered.
Whoever structures human work into robot-learnable data most effectively wins, not whoever collects the most.
How a Loopuman Data Campaign Works
From brief to verified, delivered footage in days.
You Brief Us
Tell us the task, how you want it filmed, and where in the world. Any physical task. Any geography. Any volume.
We Build Your Task Recipe
We convert your brief into a standardised specification: camera setup, scene requirements, task sequence, failure capture, quality checklist, and a training video workers watch before starting.
Workers Film It
Workers follow the Recipe on their smartphones. Every clip carries a capture timestamp and the verified worker and campaign reference before entering the review queue.
You Receive Only What Passes
Every clip is reviewed against your Task Recipe: hands visible throughout, full task completed including natural failures and recoveries, stable footage, consistent lighting. Only passing clips are packaged and delivered.
Task Types We Cover
Standard recipes ready immediately. Custom tasks scoped within 24 hours.
Kitchen Cleaning
Surface wiping, dish washing, organising items
Laundry and Folding
Folding, sorting, loading and unloading machines
Food Preparation
Cutting, peeling, pouring, handling ingredients
Object Pick and Place
Picking, sorting, stacking varied objects
Tool Use and Repairs
Screwdriver, hammer, tightening, fixing
Floor Cleaning
Mopping, sweeping, vacuuming
Daily Routines
Grocery unpacking, organising, getting dressed
Custom Task
Any physical task, we scope and build the Recipe for you
Want to Get Paid to Film?
Workers worldwide earn by filming themselves completing household tasks on their smartphones, following simple instructions we provide. No experience needed. Approved worker payouts use USDm, USDT, or USDC on Celo after your clip is approved.
- •Any smartphone works. No special equipment needed.
- •Follow a simple task specification we send you.
- •Get paid in seconds the moment your clip is approved.
Use AI Agents to Orchestrate Your Data Campaigns
Your AI agents (Claude Code, Meta Muse, OpenClaw, Devin, etc.) can use the Loopuman API to submit data collection tasks, monitor progress, and receive structured results. All via MCP, REST, or x402.
View Agent API DocsWhat Makes Our Footage Usable
Not just collected. Structured, verified, and provenance-stamped.
Geographic Diversity
Workers across Africa, Asia, and beyond filming in real homes that look nothing like a Western apartment. Diverse kitchens, tools, and environments. The variety that makes a robot work everywhere, not just in a lab.
Pay Only for Approved Clips
Every clip is reviewed against your Task Recipe before delivery. Hands visible throughout. Full task completed including failures and recoveries. You approve what you receive and pay only for clips you accept.
Real People, Transparent Payment
Every clip is filmed by a verified worker who is paid directly in stablecoins once you approve. You know who recorded the footage, where it came from, and that the person who filmed it was fairly paid for it.
Task-Specified, Not Upload-Anything
Workers follow a Task Recipe built to your exact specification every single time. Not generic uploads. Consistent structure that your downstream annotation and training pipeline can handle reliably from day one.
Workers Across the Globe
Geographic diversity is not a bonus. It is the data.
“Making robots generally useful for everyday household tasks like cooking, cleaning, that is going to be the last mile of automation.”
Rutav Shah, Robotics Researcher, University of Texas at Austin
Source: RNZ, 6 April 2026
That last mile is built on human footage. Structured. Verified. From the real world.
Frequently Asked Questions
Request a Data Campaign
Tell us what footage you need. We will respond within 24 hours.
Prefer to post it yourself? Post an egocentric video Job directly →