6,000
hours of capture per month, live today
ROBOT TRAINING DATA
Factories pay us to collect robot training data
First-person industrial manipulation, captured on our own hardware inside working factories — not staged labs, not recruited participants.
EGOCENTRIC RGB · WRIST IMU · HAND POSE · CYCLE SEGMENTATION
oven assembly
panel screw-driving · egocentric
01
position the power driver over the panel
0:00.00–0:03.00 · position_driver
02
drive screws into the side panel
0:03.00–0:06.00 · drive_screws
03
lift and reposition the driver
0:06.00–0:08.00 · reposition
04
reach down and align the next panel section
0:08.00–0:11.00 · align_panel
05
drive screws into the overhead panel
0:11.00–0:14.00 · drive_screws
06
continue driving screws along the panel
0:14.00–0:18.00 · drive_screws
07
reposition and align the next fastener
0:18.00–0:20.00 · reposition
08
drive screws into the panel edge
0:20.00–0:23.00 · drive_screws
09
move across to the black bracket
0:23.00–0:26.00 · move_to_bracket
10
drive screws into the black bracket
0:26.00–0:28.60 · drive_screws
1,500 h/week capacity30 facilitiesFirst contract — Encord (YC W21)
THE GAP
Robot foundation models are not compute-constrained. They're data-constrained.
Factories are constrained by their manual labor's efficiency.
HOW IT WORKS
Everyone else pays to create manipulation data. We get paid on both ends of the same footage.
FACTORYworking production line
$ pays us for process analysiscapture devices on the line
NUMENORhardware · pipeline · rights
$ pays us for the datalicensed dataset
AI LABrobot foundation model
FACTORY EFFICIENCY PLATFORM
ROBOTICS DATA PLATFORM
WHAT YOU GET
Capture spec
Every delivered hour ships to this exact specification — the sensors it was recorded with, the labels on every frame, the format it arrives in, and the rights that come with it.
| Device | Numenor NMR-01, in-house wearable capture unit |
| Modality | Egocentric RGB, head-mounted |
| Resolution | 1920x1080 @ 30 fps |
| Wrist telemetry | 6-axis IMU, 200 Hz, hardware-synced |
| Hand pose | 21-keypoint, per hand, per frame |
| Segmentation | Cycle boundaries, action units |
| Labels | Verb-object ontology |
| Delivery format | RLDS / LeRobot-compatible episodes |
| Throughput | 1,500 hours/week sustained |
| Licensing | Perpetual, non-exclusive; exclusive available |
Sample manifest
What buyers inspect before purchase. Load the sample, align frames to actions, find episode boundaries, verify rights — without asking us a single question.
episode_id · task_instruction · facility_id · operator_session_id
observation_streams · timestamps · cycle_boundaries · success_label
consent_id · license · provenance
THE DEVICE
We build our own capture units.
Off-the-shelf action cameras weren't built for an eight-hour shift on a production floor. Ours are: a 1 kg wearable unit, 8 hours of runtime — a full shift — hardware timestamp sync between video and IMU, and a mount that survives a factory and doesn't slow the operator down.
That means we control unit cost, sensor configuration, and what a new capture site costs to open. A competitor sourcing consumer hardware controls none of it.
EGO RGB · 30 FPSIMU 200 Hz · HW-SYNC1 KG UNIT8 H RUNTIME · FULL SHIFTFACTORY-PROOF MOUNT
HEAD RIG · EGO RGB + IMU
STEREO CAP · DUAL RGB
HEAD STRAP · EGO RGB + IMU
DEPTH CAP · RGB-D
WRIST UNIT · RGB + IMU
COMPUTE PACK · FULL-SHIFT BATTERY//PIPELINE — RAW FOOTAGE TO DELIVERED EPISODES, ALL OF IT OURS
01CAPTURE→02HW-SYNC→03CYCLE SEGMENTATION→04HAND POSE→05ONTOLOGY LABELS→06RLDS EPISODES
COVERAGE
Where the data comes from
Live in Uzbekistan today. Each new region opens with the same playbook and the same devices, run by our own team.
//PROCESSES
Six process families in capture: assembly, metalworking, sewing, filling, manual installation, warehouse picking.
UzbekistanLIVE
30 facilities · 6,000 hours/month. Assembly, metalworking, sewing, filling and packaging, manual installation, warehouse picking.
Central Asia2026
Opens on the same playbook, with the same NMR-01 fleet — run by our own team, not partners.
MENA2027
Aerospace MRO, shipbuilding, offshore — the rare processes that price highest.
— Rare processes price higher. An hour of aircraft engine MRO is not an hour of packaging, and the labs know it.
RIGHTS & PROVENANCE
Consent artifacts ship with the data. They are what makes the footage trainable, commercially.
//01ConsentEvery operator signs an individual, revocable release.
//02RightsCapture rights assigned to Numenor in writing by each facility. We license; they don’t.
//03AnonymizationFaces and identifying marks removed on request.
//04IPProcess-sensitive segments excluded per facility NDA.
//05ProvenancePer-clip chain of custody: facility, date, consent ID.
//06JurisdictionUzbekistan and UAE only. No sanctioned jurisdictions.
WHY THIS IS HARD TO COPY
Three moats, in order of strength.
//01
Not staged capture.
Most egocentric data on the market is recruited participants performing tasks for a camera, in homes and mock warehouses. Ours is people doing their actual job on a line that has to hit output today. Different distribution, real failure modes.
//02
The whole stack is ours.
We build the capture hardware, we run the pipeline from raw footage to delivered episodes, and we hold the factory relationships. Nobody in this business owns all three, which is why their cost per hour is set by vendors and ours isn’t.
//03
The factory pays.
Our competitors’ unit economics start negative. Ours start positive, so we can scale capture ahead of data revenue.
STAGED CAPTURE
NUMENOR CAPTURE
Who is recorded
✕Recruited participants performing for a camera
Operators doing their actual job
Where
✕Homes and mock warehouses
A line that has to hit output today
Task selection
✕Chosen by whoever pays for the rig
The factory’s actual process
Failure modes
✕Staged and clean
Real, in distribution
Rights
✕No consent chain
Consent artifacts ship with the data
TEAM
Three founders. Hardware, software, and the factory floor.
Islam Akramov
Co-founder, CEO
Factory access, data licensing, and the deal that pays for capture.
LINKEDIN ↗
Nusratullo Akhunov
Co-founder, Software
Built the entire pipeline: ingest, sync, hand pose, cycle segmentation, annotation, delivery.
LINKEDIN ↗
FAQ
Questions buyers ask.
Default licensing is perpetual and non-exclusive. Exclusive licensing is available per process or per facility — priced accordingly.
RLDS / LeRobot-compatible episodes: egocentric RGB at 1920x1080 @ 30 fps, 6-axis wrist IMU at 200 Hz hardware-synced, 21-keypoint hand pose per frame, cycle boundaries, and verb-object action labels — plus a manifest with consent_id, license, and provenance for every clip.
Yes — that is what booking capacity means. We sustain 1,500 hours/week across six process families today; rare processes price higher.
Every operator signs an individual, revocable release; facilities assign capture rights to Numenor in writing. Faces are removed on request, process-sensitive segments are excluded per facility NDA, and every clip carries its consent ID.
Load the sample: align frames to actions, find episode boundaries, and verify the rights chain — without asking us a single question.
Because the factory already paid for the capture. Teleoperation rigs run $30–100 per hour before margin; our capture is funded by the process-analysis contract.
ROBOT TRAINING DATA