Automation consulting & physical AI

Automate the step that's holding everything back.

Every operation has one step that sets the pace for all the others: its bottleneck. Robots placed anywhere else look busy but change nothing. We help factories, warehouses, hospitals and medical labs find that step, then use AI-powered robots to break it open, so your people stop waiting on it.

Cycle time6.00 s
Rate600 /h
Speed0.00 m/s
Picks0
Philosophy

Every operation moves at the speed of its slowest step.

Picture a group out on a hike. The group can only move as fast as its slowest walker. Speed up anyone else and the line just stretches out, with people waiting at every turn. A factory works the same way, and so does every lab, hospital and warehouse. That's why we always start by finding your bottleneck, and why it's in our name.

Every hour your bottleneck sits idle is an hour your whole operation loses. Time saved anywhere else never reaches your customers or patients.

The rule we design by
Before: robots anywhereoutput 140 /h
Sort can only handle 140 items an hour, so the whole line delivers 140. Adding a robot at Ship, the fastest step, would change nothing.
After: robot at the bottleneckoutput 220 /h
One robot at Sort lifts the whole line by 57%. Process is now the slowest step, so that's where we look next.

Example figures for illustration. Your real numbers come from the assessment.

Services

One team, from finding the bottleneck to breaking it.

Too many automation projects stall between the consultant's report and the installer's work. We do both, so the people who find your bottleneck are the same people who fix it, and work alongside your team long after day one.

We listen

Bottleneck assessment

We spend time with the people doing the work, follow items through your operation and find the one step that limits everything. Sometimes the answer isn't a robot, and we'll tell you so.

  • On-site visits and conversations with your staff
  • A map of your flow showing where work piles up
  • A clear cost and payback estimate for fixing it
We design

System design

We design a system for your bottleneck step, and test it with your real items to confirm it lifts the whole operation, not just one station.

  • Before-and-after output estimates for your whole flow
  • The right robots, grippers and cameras, from any vendor
  • Safety planning for robots working near people
We build

Implementation

We install and set up the system on site, and train its AI on your own products, samples and supplies.

  • Installation with minimal disruption to your day
  • AI trained on the items you actually handle
  • Connections to the software you already use
We collaborate

Change management

A robot only pays off once people have made it part of their day. We work side by side with your operators and managers to shape that change together, keep improving the system with them, and take on the next bottleneck as partners.

  • A change plan built with your team, not handed to them
  • Hands-on training and a champion on every shift
  • Regular reviews with your team on what to improve next
Change management

80% of robotics is change management.

The robot is the easy part. Projects succeed or fail on whether the people around it trust it, know how to work with it and see their day get better. So we plan for the change as carefully as we plan the robot.

The robot

Hardware, software, AI models and installation. Hard engineering, but it's the part most projects already plan for.

The change around it

New routines, new roles, training, trust and leadership. This is where most automation projects quietly stall, and where we spend most of our effort.

Involve the team from day one

Operators know where work really piles up. They help shape the design, test it and decide how the system runs.

Explain what changes

We hold open sessions on every shift so people hear early what the robot will do, what it won't, and how their role changes.

Redesign roles, not just stations

We work with your managers on new routines and skills, so freed-up time goes to more valuable work instead of disappearing.

Train until people are confident

Hands-on training for operators and supervisors, plus a trained champion on each shift who can answer questions on the spot.

Less strain, safe to work beside

We move the heaviest, most repetitive work first, and plan every system so people can work next to it with confidence.

Measure adoption, not just uptime

We track whether people are using the system and how their day has changed, and we adjust until the change sticks.

Physical AI

Why bottlenecks resisted robots until now.

Bottleneck steps tend to be the messy ones: mixed products, jumbled bins, sample racks that are never quite the same. Traditional robots need everything perfectly arranged. Physical AI gives robots sight and judgement, so they can finally take on these steps.

box 0.98 pouch 0.94 vial 0.97

Seeing

Cameras and AI recognize items wherever they land, in clutter and changing light, without custom fixtures.

grasp #1 p=0.91 grasp #2 p=0.72

Grasping

The robot works out how to pick up items it has never seen before, and chooses the most reliable grip.

99% 90% wk 1 wk 8 pick success

Learning on the job

Every pick, miss and recovery teaches the system, so it gets more reliable the longer it runs.

Industries

Bottlenecks we know well.

Each industry has its usual suspects. These are the steps where we most often find work piling up.

IndustryWhere it usually backs upWhat physical AI takes on
Clinical & research labsSorting incoming samples before they reach the analyzersTubes, vials and racks in many formats, with barcode tracking from arrival to result
Hospitals & pharmaciesPicking medications and restocking suppliesPicking, restocking and delivering supplies between departments
E-commerce & 3PLPiece picking at peak seasonThousands of different products, soft and irregular packaging
Metal fabrication & automotiveLoading parts into machinesParts lying in random positions in deep bins
Food, beverage & consumer goodsEnd-of-line palletizingMixed box sizes, stacking plans worked out on the fly
Electronics & medical devicesKitting parts for assemblySmall parts, precise placement

In healthcare settings, we design around your existing safety, hygiene and quality procedures.

Contact

Where does work pile up for you?

Tell us where your team is always waiting, or where the backlog never clears. An engineer, not a salesperson, will reply within two business days to set up a call or a visit.