142 / min
Bin Picking
02:14A Tier-1 automotive supplier needed to feed a stamping press 24/7. Our system now grips 142 random, mixed parts per minute — reflective metals, deformables, tangled geometries. No reprogramming. Just adapt.
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Physical AI · Edge-first · Q2 pilots open
We give Vision AI eyes to your Robots
Real-time, on-robot Vision AI with sub-millimetre precision. No cloud, no lag — just fast, deterministic decisions on the line.
30ms
End-to-end latency
<1mm
Pose accuracy
0
Cloud dependencies
17 yrs
Industrial software heritage
2 hubs
Singapore HQ · Chennai R&D
7 robot brands
ABB · Fanuc · KUKA · UR · Yaskawa · Comau · Flexiv
9 partners
NVIDIA Cosmos · Isaac · Holoscan · Omniverse · …
Why now
Physical AI is here. The infrastructure isn't.
Foundation models can finally reason about the physical world. But the cell still waits for the cloud. The robot still drifts. The line still stops.
We built S3nsei for the next decade of factories — where intelligence lives on the robot, not in a data center 8,000 km away.
MARKET
$240B
Industrial automation spend by 2030 — driven by labour gaps and reshoring.
THE TAX
180–400 ms
Typical cloud round-trip per frame. Unusable for closed-loop control.
THE SHIFT
Edge-first
Foundation models now run at < 30 ms on a Jetson — no GPU farm required.
THE RISK
Brittle CV
Trained-once vision systems fail on new SKUs, new lighting, new lines.
Architecture
How S3nsei Works.
Two halves of one stack. Industrial hardware meets foundation models — engineered to run independently on the cell.
On-robot compute & sensing
Hardware
COMPUTE
NVIDIA Jetson Orin
Camera
3D depth sense + ToF Array
STORAGE
NVMe Audit Buffer
POWER
24V DC · 60W TDP
Vision AI model stack
Software
VLM
Custom VLM 5
SEGMENTATION
SAM 2
POSE
FoundationPose
RUNTIME
TensorRT · ROS 2
Industries
Built for the industries where mistakes are expensive.
Four verticals. One vision stack. Each cell shipped with a customer-grade SLA, not a slide deck.
Automotive
0 escapes on BIW lines
From XUV 3XO sub-frame inspection to body-in-white de-racking — vision-led QC at takt-time.
Logistics & Warehousing
142 picks / minute
Mixed, reflective, deformable bins. Zero-training perception that adapts to new SKUs in hours.
Pharmaceutical
GMP-validated cells
Vial, blister, and ampoule handling under Annex 1 — every frame logged, every dispatch auditable.
Aerospace & Heavy
Sub-mm fastening
Torque-aware fastening and SOP verification on parts that weigh more than the robot.
Technical Proof
It runs. On the robot. Right now.
No cloud round-trip. No managed inference endpoint. A single binary on the edge device, deterministic latency, full observability.
- Onboard inferenceJetson Orin · x86 · ARM · custom NPUs
- DeterministicP99 latency budgeted at 30ms
- AuditableEvery frame, pose, and dispatch logged locally
Solved Challenges
One Vision Stack. Infinite Industrial Applications.
Deploy high-precision Vision AI in days, not months. Our pre-configured use-cases come battle-tested and ready for immediate integration on your production floor.
<0.5mm
Pick & Place
01:48Electronics assembly demanded repeatable placement across varying surface tolerances. We deliver sub-half-millimetre accuracy, cycle after cycle, on any material — from PCBs to curved housings.
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AUTO
De-racking
03:02An OEM's paint shop required autonomous handling of body-in-white panels without a single scratch. Our Vision AI now deracks painted parts, fragile glass, and sensitive composites — zero damage, zero downtime.
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ISO 5393
Fastening
02:36Precision assembly lines needed torque-aware operations that never compromise. We handle bolts, screws, and rivets with 0.1mm sub-millimetre accuracy — ISO 5393 compliant, every single time.
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±0.1mm
Dispensing
01:24Aerospace sealing required adhesive bead tracking with zero tolerance for error. Our closed-loop correction maintains ±0.1mm accuracy — even on complex 3D contours and varying flow rates.
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GMP
Pharma
02:08GMP-compliant facilities demanded validated handling of vials, blisters, and ampoules. Our system meets stringent pharmaceutical standards — traceable, auditable, production-ready.
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Next step
Ship a vision-led cell this quarter.
Pick the rung you're on. We meet teams where they are — from a 30-minute technical briefing to a fully shipped pilot cell.
No NDAs to start · Engineer-to-engineer · Singapore + Chennai