Humanoids & physical AI
Operator demonstrations and long-horizon task video from the floor.
F4GE Data · Industrial AI
Real factory data.
Measured outcomes.
Synchronized video, machine telemetry, operator demonstrations, and inspection results from real manufacturing. For robotics and physical AI teams that need to know not just how work was done, but whether it was done right.
The gap
Knowing what moved isn't knowing what worked.
Motion data shows
- What moved
- Pose, path, timing
It can't prove
- How well it was done
- Whether inspection passed
F4GE ties every stream to the part it made and the inspection that released it.
Who it's for
Teams training on physical work.
Industrial robotics
Welding, machining, and finishing process data across parameters.
Manufacturing AI
Machine telemetry paired with measured outcomes.
Research groups
Scoped collections with documented provenance.
Sample record
From machine signals to training-ready data.
Every stream shares one clock and one serial, and ends in a measured result.
Sample record · illustrative values
- Serial
- 0417-A
- Machine
- 5-axis mill
- Program
- O1234 / N2210
- Spindle
- 12,400 RPM / 61% load
- Feed
- 0.08 mm/rev
- Vibration
- 2.3 mm/s RMS
- Cameras
- 2 × 120 fps, aligned
- Operator
- OP-31 (pseudonymous)
- CMM
- DEV +0.002 mm, pass
Modalities
Production access
Real production. Real ground truth.
Recorded where parts ship: operators on the line, machines under load.
Real machines
380+ machines, including 32 five-axis.
Real operators
Skilled people running live jobs.
Real results
Parts from first article to serial, CMM-released.
Certified base
A trusted production base, AS9100 and ISO 9001 certified.
- CNC milling (3- to 5-axis)
- Turning and mill-turn
- Grinding
- EDM
- Welding (MIG/MAG, TIG, laser, robotic)
- Forging
- Casting
- Injection molding
- Additive
- Sheet metal
- Heat treatment and finishing
- Hand finishing
- Assembly
- Inspection (CMM, NDT, vision)
Materials Al, steels, Ti, Ni superalloys, Cu alloys, engineering polymers.
How it works
Scope. Instrument. Capture. Deliver.
01 · Scope
Task, modalities, volume, and format become a written collection plan.
02 · Instrument
Cameras, microphones, force/torque, gloves, or your own hardware, on top of Cell OS.
03 · Capture
Recorded on live lines or collection-run parts. Pilot first.
04 · Deliver
Synchronized streams and a data card with inspection results.
Why a manufacturer
We make the parts. We capture the process.
Production first
Sensors ride cells that already run production.
Breadth by default
Many machines, controllers, and operator habits.
Inspection-room labels
Ground truth from the same CMM and NDT that release parts.
Repeatable
Same instrumentation each time, so the next collection starts faster.
Data rights
Every collection has a source. Every result has context.
Customer parts stay out
Only jobs agreed for the collection. No customer drawings or part identity.
Controlled data stays out
Same screening as our parts work; failed work stays out.
People are protected
Consent per collection, faces blurred, pseudonymous IDs.
Clear licensing
Commissioned means exclusive. Non-exclusive says so. Custody documented.
Get started
Build your dataset with F4GE.
Tell us the program, the modalities, and roughly how much data. We reply with a collection plan.
Buying parts instead? Parts RFQ: send a drawing