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v0.2 ENHANCED • OPEN CORE + ENTERPRISE

The Intelligent OS
for End-of-Line Palletizing

One engine. Browser, CLI and robot.
Live mixed-SKU optimization. A stability number you can check. An ROI model with every input editable.

+16.2% density on the reference order
Every number traceable to the code
Deterministic plans, hash-addressed
SCROLL TO DISCOVER
BUILT FOR
F&B MANUFACTURING
3PL & E-COMMERCE
PHARMA & REGULATED
ROBOT INTEGRATORS
no deployments yet — read why
NEW • LIVE CELL OS

Try to stop it.
We dare you.

Cut the cloud link mid-pallet — the cell finishes from local cache. Misfeed a box — motion only resumes when a vision frame clears the 0.95 confidence gate. Freeze the heartbeat — the watchdog latches FAULT_ESTOP in 2.5 seconds instead of moving blind.

This is a simulation of the pre-gate edge state machine in gateway/edge_orchestrator.py, which is now quarantined: its motion writes refuse. The supported path to a real cell is the safety gate and the Universal Robots adapter, verified so far against URSim only.

Run the shift
IDLE
MOVING
EXCEPTION_HANDLING
FAULT_ESTOP
[12.4s] Cloud link severed — active pallet continues from local pattern cache
[15.1s] frame-3: conf 0.9312 ≤ 0.95 — no autonomous write, re-imaging
[15.5s] frame-4: conf 0.9875 > 0.95 — correction dx=-9.93 dy=2.31 mm written, move re-armed
[31.0s] Pattern plan_cell_1 complete — 12 placements, pallet #1 out
The hidden cost of "good enough"

Manual and basic automation is bleeding your margins.

Labor & Injury Crisis

High turnover, repetitive strain injuries, and inconsistent quality. One bad pallet can cost thousands in returns and claims.

Mixed-SKU Chaos

Mixed-SKU orders are where fixed patterns stop working, and where cells and people fall back to hand-built stacks.

No Proof, No Trust

Black-box patterns. No stability validation. No ROI numbers. Integrators and plant managers are flying blind on every deployment.

The one hard capability

Live Mixed-SKU
Pallet Optimizer

Upload your SKU list. Get a validated 3D plan in under a second, with a stability score you can check, a density figure against a buildable baseline, the checks that did not run, and a content hash the CLI reproduces.

+16.2%
Density vs an unoptimized valid stack
median of 32 orderings; +4% to +30% across the 10th-90th percentile
0.898
Stability score on that plan
0.6 × support 0.943 + 0.4 × CoM 0.832
< 1s
Time to a validated plan
engine runs in single-digit milliseconds; the demo adds an animation
$539k
Modelled annual saving, default inputs
3.7-month payback at $165k system cost — all inputs editable
Robot & cell showcase — rendered illustrations

What a cell running this software would look like

These are generated renders of a reference cell, not photographs of a Palletizer OS installation — there are none yet. The figures beside each image are computed on page load from the engine's reference plan, or are the published specification of the arm modelled; each is traceable at /provenance. Click any image for what the software does and does not do.

SWIPE OR DRAG · CLICK ANY CELL FOR MEASUREMENTS & TECHNICAL DETAIL

Who it is for today

Where this fits now, and where it does not

3PL & e-commerce

Many SKUs per order is what the optimizer is for. Run your own order at /demo; the plan id matches the CLI's.

Integrators

One adapter contract, one UR adapter verified against URSim, and a gate that refuses to move without a grant.

Mid-market plants

A 30-day software pilot with a kill date, measured against your own baseline pallets.

Not yet: regulated lines

No compliance pack, audit log or validated hardware exists. Pharma and food lines are not a fit until they do.

However you arrived

Three ways into the same engine

A person, an integrator and an agent get identical results — the same algorithm and the same content hash. Pick the door.

In the browser

Plan your own SKUs, check a plan somebody sent you, and read how the engine decides before you trust it.

In your stack

The engine is a package under Apache-2.0; the hosted API adds keys, history, exports and signed attestations.

For an agent

An MCP server, hosted or over stdio, with the tools to plan, validate and verify — and no tool that can move anything.

Get started

Check it on your own SKUs

Run the live engine on your own SKU data — measured density, stability, and ROI before you ever talk to us.

NO CREDIT CARD • INSTANT ACCESS TO OPTIMIZER • REFERENCE DATASET METRICS COMPUTED LIVE

Where does every number on this site come from?