01
Unstructured input
Bins arrive deformed. Items stacked, leaning, occluded. Calibration jigs do not survive a returns floor.
Foundation-model robotics
Automate the tasks classical robotics can't touch
Foundation models for robots, and the full lifecycle around them. Three to six months from kickoff to canary. Built for European manufacturers and 3PLs.
Where classical robotics breaks
Conveyor-fed, fixed-pose, single-SKU stations work. Everything else is still done by hand. That gap is where the cost lives, and where foundation models change the math.
02
Mixed SKU
Thousands of items. No two grippers tuned the same. Hand-coded heuristics break past the first SKU expansion.
03
Long-tail edges
The 5% of weird inputs blocks 100% of the automation case. Foundation models cover the tail.
What foundation-model robots can do today
The frontier is moving fast and unevenly. We'll help you assess when your task is feasible.
C-01 Pick-and-place · mixed bins
0.6–1.2 picks/sC-02 Sortation · dest routing
up to 24 lanesC-03 Light kitting · packing
multi-step chainsC-04 Q3·26 Bimanual manipulation
bag · fold · largeC-05 Q4·26 In-context SKU adapt
< 50 demosC-06 SOON Mobile manipulation
wheeled · multi-cell
Three reasons this actually ships
W-01 Whole lifecycle, one team.
Teleop, fine-tune, deploy, RL. Same engineers from kickoff to canary. No vendor relay.
W-02 The model stays yours.
Fine-tuned weights and your dataset, on your hardware. No server-side lock-in, no per-run fees.
W-03 Forward-deployed in Europe.
Copenhagen and Stockholm based. We come to your line: Munich, Lyon, Lisbon. Real factory work.
Hardware suited for dexterous tasks
Other arms and end-effectors are available on request - matched to your task and payload.
- Payload
- 6.0 kg peak
- DOF
- 7 per arm · bimanual
- Reach
- 633 mm
- Cameras
- Wrist ×2 · scene ×1
Teach · Deploy · Improve
Three phases. Same team. Three to six months from kickoff to canary on the first task.
Operators demonstrate.
Trained operators teleop the target task across the real SKU mix. Wrist and scene cameras record every demonstration.
- Capture
- wrist + scene
Fine-tune & ship.
A foundation model, fine-tuned on the captured demos and deployed to your controller. Canary first, then full rollout.
- Latency
- < 50 ms
RL on production data.
Production rollouts are scored on real outcomes. Weekly refinements push success rate up the curve.
- Cadence
- weekly
Call first. A week on your line when it fits
Many teams come with questions before they're ready to put us on the floor. The call is how we figure out whether the audit is the right next step.
- Day 1
Site visit, walkthrough.
Our engineers walk your line. Arms, grippers, WMS, throughput.
- Day 2–3
Task scoping, feasibility.
Which flows are foundation-model-ready, which need waiting, which are better classical.
- Day 4
Demo capture (optional).
20–40 demos on one candidate task. Real data in the report.
- Day 5
Written report, signed off.
Scoped pilot proposal: target flow, integration, capex, success criteria.
07 — Next
Initiate the audit
One week, on your line. The report is yours.