For enterprises

Real-world task data, collected without a hiring pipeline.

Training a robotics model on a specific skilled task usually means recruiting people who already know how to do it, scheduling shoots, and managing a crew. Sourceify replaces that with a bounty: describe the task, set a price per submission, and let a marketplace of experts who already do that work bring the footage to you.

54%improvement in robot task success rate from pretraining on large-scale egocentric human video, per NVIDIA's research — exactly the kind of data every Sourceify submission is captured to produce.

Why Sourceify exists

Sourceify started from a simple observation: language models ran out of internet to learn from, but nobody had built a real pipeline for the next dataset — verified footage of skilled people doing real physical work. Warehouses full of unlabeled video don't help; you need the task done correctly, on request, by someone who actually knows how.

We're not a staffing agency and we don't run a studio. We're a marketplace — you set the task and the price, a global pool of experts picks it up on their own time with their own equipment, and you get structured, validated data back without ever running a hiring process.

Every submission is automatically checked for task match and frame quality before it reaches you, and every expert is paid the moment their work is approved — no invoicing, no contracts to negotiate per recording.

How it works

01

Post a bounty with task instructions

Describe exactly what you need recorded and set the per-submission price.

02

Fund the submission pool

Deposit the campaign budget up front — experts get paid the moment their work is approved.

03

Track collection progress in real time

Watch submissions arrive against your target count as they happen.

04

Download or pipe approved data

Pull structured video and sensor telemetry for every approved recording.

What you actually receive

Every approved submission, structured the same way.

No raw, unlabeled video dumps — each submission ships as a package with the footage, sensor telemetry, and validation results already attached.

Every recording is captured head-mounted, hands-free — the phone rides on a cheap head strap so both of the expert's hands stay free to actually do the task, and the footage matches the first-person viewpoint your model will eventually see from the robot itself.

submission_8f3ac21/
submission_8f3ac21/
├── video.mp4
│   # 1080p · 30fps · head-mounted POV
├── telemetry.json
│   # accel + gyro samples, 100Hz
├── metadata.json
│   # task id, device, timestamps
└── validation.json
    # match confidence + review status
{
  "submission_id": "8f3ac21",
  "bounty_id": "brake-pad-replacement-v2",
  "expert_id": "exp_4471a2",
  "duration_sec": 214,
  "device": "iPhone 13",
  "resolution": "1920x1080",
  "task_match_confidence": 0.97,
  "hands_in_frame_pct": 0.94,
  "status": "approved"
}

Get started

Tell us what data you need.

Enterprise bounty accounts are set up by hand right now. This opens your email client with the details filled in — nothing is sent automatically.