Factory digital twin · For plant owners, US and abroad

Your floor is losing money. We find where, then bring the robot AI that fixes it.

We price every loss on your line, build a twin of your worst station, and let leading robot-AI teams train on it until one hits the target you set. You pay for a robot only if it hits that target on your real floor.

Book my free loss check → See what you get

No shutdownNDA firstVendor-neutralPay only if it hits target

What is your line losing?Your numbers
You're losing about $1,152,000 a year. Cutting it by 30% is worth $345,600 a year. Find my real number, free →

Move the sliders to your plant. The loss check replaces these guesses with measured numbers.

Built by engineers from

What you get

A report your CFO can sign. In your hands in 14 days.

Every loss on the line (scrap, rework, bad batches, yield loss), priced in dollars, with the fix that pays back first. This is the format of the free loss check report.

Loss report · Line 2 · 14-day captureSample

Loss found

$2.1M / yr

Fixable in year one

$740k

Fastest payback

5 mo

WhereLossCost / yrBest fix tested in twinPayback
BatchingBad batches$960,000Dosing check at the mixer, tank or drum + recorded SOP5 mo
GradingMis-grades$610,000Vision grading at inspection7 mo
Trim & cutScrap$380,000New cut pattern, no robot needed2 mo
Pack-outInjuries, open shifts$150,000Fixed arm cell (humanoid ranked last)13 mo

Each row is a candidate task. Pick one, set the bar it must clear, and robot-AI teams train on it in your twin before anything touches your line.

Plants like yours

Different floors. Same leaks.

Where raw materials vary and one wrong step can ruin a batch, money leaks in the same few places. Here is where we look first.

Meat, poultry & hides

  • Trim yield at the cut line
  • Mis-grades at inspection
  • Hide damage and downgrades

Often tested first: Vision check at the trim table

Dairy & ice cream

  • Off-spec batches
  • Fill-weight giveaway
  • Waste at changeovers

Often tested first: Fill-weight check tied to the filler

Corn syrup, starch & milling

  • Off-spec batches
  • Yield lost between steps
  • Rework and re-runs

Often tested first: Dosing and sampling check at the tank

Beverages & bottling

  • Syrup dosing errors
  • Fill-level rejects
  • Losses at changeovers

Often tested first: Dosing check in the mix room

Bakery, snacks & confectionery

  • Weight giveaway
  • Scrap at forming and cutting
  • Pack-out rejects

Often tested first: Portion-weight check before the oven

Chemicals, coatings & cleaners

  • Mis-dosed batches
  • Re-blends and rework
  • Spills and injuries

Often tested first: Recorded dosing SOP at the mixer

Leather, textiles & footwear

  • Dye-lot mismatch
  • Grading errors
  • Cut waste on hides and fabric

Often tested first: Vision grading plus a new cut pattern

Don't see your line?

If one bad batch costs you real money, the loss check works the same way.

Book a free loss check

How you pay

Free to find. Pay only when it works.

We're vendor-neutral. Fixes from any maker are tested in a twin of your station against the target you set, before you spend capex, and you pay only if the fix hits it.

Step 1 · Loss check

$0

Every loss on one line, priced in dollars.

  • Loss report in dollars, station by station
  • The fixes worth testing, ranked by payback
  • No shutdown, NDA signed before any camera goes up
  • You keep the report either way

Your footage and data belong to you and stay in your control.

Step 2 · Test, then fix

On target

You set the bar. You pay only if the fix clears it.

  • Every option tested in a twin of your station before capex
  • Vetted robot-AI teams train on your task in the twin
  • Robots, vision, process changes: whatever pays back first
  • Vendor-neutral: we don't sell robots
  • Pilot on your floor, measured against your target
  • No payment if it misses the target

Target and terms agreed in writing before the pilot.

Why now

Robot AI just got good. It hasn't seen your floor.

The new robot brains are general. Your recipes, your raw materials and your pack sizes are not. Test them in a twin of your floor before you spend.

This year alone

  • SEP 2026

    Agility's Digit 5 lifts 50 lb for 20+ hours a day, with $300M in orders from a single customer. source

  • JUL 30, 2026

    Google DeepMind's Gemini Robotics 2 hits 89.6% on precise insertion, but 44% tying a bag. source

  • MAY 2026

    Hyundai plans 25,000+ Atlas humanoids for its plants, starting in Georgia in 2028. source

  • APR 16, 2026

    Physical Intelligence's π0.7 does tasks it was never taught. Still a research model. source

Same robot. Different floor.

High-utilization floor~6 mo
Medium-utilization floor~15 mo

Humanoid payback swings 2.5× on layout, flow and shifts. Robots train in a twin of your floor first, so you know which side you're on before the PO.

IDTechEx, May 2026, via Automation.com

What the loss check costs you

$0 to start. One walk-through.

  • A 20-minute call
  • A walk-through of one area
  • Your cycle times

If it finds nothing worth fixing, you've lost nothing. If no robot hits your target in the twin, you've paid nothing for a robot.

We already work with an integrator or vendor. Why add you?

Keep them. We don't sell robots or software, and we run alongside your quality systems. We test their proposal in a twin of your station first, so you know it pays back before you sign. If their fix wins, they build it.

We already track OEE. What does this add?

OEE tells you how much time you lose. We price each loss in dollars and show which fix pays back first, including what machine counters miss: manual steps, batching, grading and trim. Send us your OEE data and we build on it.

Who sees our data?

Only the team on your line sees it, under an NDA signed before any camera goes up. We measure stations, not people: faces are blurred and there is no individual performance tracking. Cameras run on their own network, nothing connects to your systems, and your footage and recipes stay yours.

What do we commit to?

One page: the task, the target (say 98% accuracy at your line speed) and a paid pilot if a robot hits it in the twin. You pay for deployment only if it hits the target on your real floor.

How it works

From your floor to a robot that clears your bar.

  1. WEEKS 1–2

    Capture

    Cameras go up alongside production. You get every loss in dollars.

  2. WEEK 3

    Set the bar

    Pick one task and the accuracy and speed a robot must hit.

  3. WEEKS 4–6

    Twin

    That station, its items and cycle times, in simulation.

  4. WEEKS 6–10

    Robots train

    Vetted robot-AI teams train in your twin. Nothing touches your line.

  5. AFTER

    Pilot

    The best one runs on your floor. You pay only if it clears the bar.

San Francisco · Mission Bay

Show us the line that costs you most.

We see every new robot first. Robot-AI teams from our San Francisco network train on your task, so you get the best one, not the one a vendor is pushing.

Bring to the 20-minute call
  • The line or step that hurts most
  • A rough number from the calculator above
  • One task you'd pay to have done right every time
Book my free loss check →

Prefer email? Send us the station that costs you most:
[email protected]