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Periodic · independent · in service

Zurich, Switzerland

Automated inspection for humanoids

A humanoid is certified once, before it ships. AIH Global measures each unit for as long as it runs: on the operator's site, against a calibrated reference, signed by a third party.

01/09

Certificate, day one

The question

Humanoids get certified. At design, once, before the first unit ships. The model passes its tests, the file gets its stamp. Agility, the most deployed maker, is going through that certification right now, to operate without a safety fence.

That is the industry’s stated goal for 2027: remove the fence. Humanoids working next to people.

From day one on site, the certificate starts aging. And one question has no answer:

who can say that this machine, this exact serial number, is still safe today?

AT ISSUEIN SERVICEDESIGN CERTIFICATETYPE TESTPASSEDSTAMPEDT0FIXED AT ISSUE — DOES NOT AGEPLANT FLOORDAYS IN SERVICE00001234567890WHO CAN SAY THAT THISMACHINE, THIS EXACTSERIAL NUMBER, IS STILLSAFE TODAY?AS APPROVEDFROM DAY ONE ON SITE, THE CERTIFICATE STARTS AGINGT0TODAY
Fig. 01 — From day one on site, the certificate starts aging.

02/09

Version drift

The machine does not stay the machine you certified

The controller of a humanoid is an AI model, updated over the air, weekly at the most advanced makers. Every update changes how the humanoid moves, corrects and reacts.

The law has started to draw the consequence. EU Machinery Regulation 2023/1230, applicable from 20 January 2027: a substantial modification can turn a machine back into a new machine, to be certified again. And safety functions based on self-evolving behavior lose the right to self-declaration: a notified third party must assess them.

Both rules bind the maker, at market placement. After day one, in service, no text names a method, a frequency or a third party.

The certificate covers the machine as approved. Nobody covers the machine as it runs.

CERTIFICATE — THE MACHINE AS APPROVEDv1.0v1.1v1.2v1.3v1.4v1.5v1.6v1.7OTA7 WEEKSEVERY UPDATE CHANGES HOW THE HUMANOID MOVES, CORRECTS AND REACTS.NOBODY COVERS THE MACHINE AS IT RUNS.
Fig. 02 — Every update changes how the humanoid moves, corrects and reacts.

03/09

Wear, uncorrected

Meanwhile, the mechanics wear

A humanoid carries 30 to 50 precision gear reducers.

8,000 to 10,000hours

Rated life

At 16 hours a day, that is under two years.

On a robot arm, wear showed early and honestly, in the parts: an oval hole, a drifted weld. The operator’s quality control read the signal and planned maintenance in time.

The humanoid erases that signal. Its AI sees every small mechanical error and corrects it in real time: command a 20 cm lift, the worn arm reaches 19, the software makes it 20. The parts stay perfect while the wear keeps growing.

And nobody is in a hurry to look. Replacing a reducer costs parts and downtime. Letting the software compensate costs nothing, today. The economics reward riding the margin, and the first visible sign that it ran out is the incident.

JOINTS30 TO 50 PRECISION GEAR REDUCERSSERVICE HOURS0246810×1000 HRATED LIFE 8,000 TO 10,000 H16 H A DAY — UNDER TWO YEARSTHE LIFT LOOPCM21201918COMMANDED 20.0 CMWORN REACH 19.0 CMΔ 1.0 CMCOMMAND20.0 CMWORN ARM19.0 CMREPORTED TO THE FLEET20.0 CMSOFTWARE CORRECTION +1.0 CMTHE PARTS STAY PERFECTWHILE THE WEAR KEEPS GROWING.
Fig. 03 — command a 20 cm lift, the worn arm reaches 19, the software makes it 20.

04/09

Self-measurement limits

“Then just maintain it well”

The obvious answer, and the objection we hear first. Yes: maintain it well. The maker’s telemetry will watch the fleet, count corrections, schedule parts. Real, useful, and it answers exactly one question: what should I maintain?

It cannot answer the other one: can this machine be believed? Three structural reasons.

  1. It measures the humanoid with the humanoid’s own sensors, and sensors drift too. A scale can show the same weight every day and still read 10% high forever. Only a reference weight reveals it.

  2. Its baseline resets. The AI model is the controller, so after every update, “more corrections than yesterday” cannot be told apart from “mechanics got worse”.

  3. And whoever reads the dashboard, it stays a self-declaration: the maker grading its own machines in front of the insurer, the buyer, the labour inspector, the court.

This is not an opinion about humanoids. It is the codified definition of inspection: ISO 17020, the standard behind vehicle and elevator inspection bodies, requires the inspecting body to be independent from the design, manufacture, supply and maintenance of what it inspects. Maintenance keeps the machine running. Proof is a separate trade.

MAKER TELEMETRYSELF-REPORTEDUNITSELF-CHECKSTATUSUNIT 01OKUNIT 02OKUNIT 03OKUNIT 04OKUNIT 05OKUNIT 06OKFLEETOKIT STAYS A SELF-DECLARATIONIN FRONT OFTHE INSURER?THE BUYER?THE LABOUR INSPECTOR?THE COURT?CAN THIS MACHINE BE BELIEVED?
Fig. 04 — the maker grading its own machines in front of the insurer, the buyer, the labour inspector, the court.

05/09

Precedent, by hand

The pattern exists. It just does not scale by hand.

For machines that work next to people, the pattern is a century old. An elevator is certified at build; in Germany, an approved independent body still inspects every single one, every year, and triggers the safety gear for real. A car is homologated; it still passes a calibrated brake bench its whole life, and since May 2023 European test lanes plug into the car’s own OBD and cross-check it. Independent, periodic, instrumented. Self-diagnosis and external inspection have coexisted for thirty years, because they answer different questions.

Now apply that pattern by hand to humanoids: 30 to 50 joints per humanoid, force, perception, balance, software that changes weekly, fleets of hundreds per site. A person with a checklist cannot see 0.1 mm of joint drift or a force sensor reading 8% high. And a corps of independent inspectors large enough to hold that cadence cannot be trained faster than the fleet grows. By hand, the check is either too slow to be real or too shallow to mean anything.

So we built the inspection into a machine.

ELEVATOR, GERMANY — APPROVED INDEPENDENT BODYSAFETY GEAR TRIGGERED FOR REALEVERY SINGLE ONE, EVERY YEARCAR — CALIBRATED BRAKE BENCHBRAKE FORCECALIBRATED BENCH, ITS WHOLE LIFESINCE MAY 2023 — OBD CROSS-CHECKINDEPENDENT, PERIODIC, INSTRUMENTEDAPPLIED BY HAND TO A FLEET OF HUMANOIDSBY HAND0.1 MM JOINT DRIFTFORCE SENSOR 8% HIGHFLEETS OF HUNDREDS PER SITETHE CHECK IS EITHER TOO SLOW TO BE REAL OR TOO SHALLOW TO MEAN ANYTHING.
Fig. 05 — Independent, periodic, instrumented.

06/09

Instrumented pass

The product

The test station

A fixed stand on the operator’s site. The humanoid steps on and runs the same scripted routine every time: reach a handle at a precisely known position, press a calibrated force point, read test targets. Part of the routine runs with the AI correction switched off. Correction on, the humanoid hides its wear. Correction off, the wear shows. 10 to 15 minutes per pass, no human in the loop.

The record

Every pass stored under the humanoid’s serial number: measurements, the exact software version that day, alerts, incidents. After an update, a before and after report. One life record per humanoid, kept by a third party, readable by the people the operator chooses.

The certificate

Once or twice a year, our engineer does what the station cannot: triggers the emergency stop, measures the stopping distance, puts the humanoid in surprise situations, audits the record against reality. Then signs. A signature binds a person. A machine cannot sign.

THE TEST STATION1231HANDLE AT A PRECISELY KNOWN POSITION2CALIBRATED FORCE POINT3TEST TARGETSONE PASS01THE HUMANOID STEPS ON02GRABS THE REFERENCE HANDLE03CORRECTION SWITCHES OFFCORRECTION OFF, THE WEAR SHOWS04MEASUREMENTS STREAM05THE RECORD FILLS06A SIGNATURE CLOSES ITA SIGNATURE BINDS A PERSON10 TO 15 MINUTES PER PASSNO HUMAN IN THE LOOP
Fig. 06 — 10 to 15 minutes per pass, no human in the loop.

07/09

Market position

Where we stand

Two sides are heading toward each other. On one side, everyone who can stop a deployment: employees and their representatives, labour inspectors, insurers, the law. They need guarantees. On the other, everyone who needs this technology to move: makers, operators short of workers, the capital behind them. They need speed.

We are built to satisfy both at once: measurement rigorous enough to stand in front of an inspector or a court, automated enough to never slow a fleet down.

WHO CAN STOP A DEPLOYMENTEMPLOYEES AND THEIRREPRESENTATIVESLABOUR INSPECTORSINSURERSTHE LAWTHEY NEED GUARANTEES.WHO NEEDS IT TO MOVEMAKERSOPERATORS SHORTOF WORKERSTHE CAPITALBEHIND THEMTHEY NEED SPEED.AIH GLOBALCONNECTED TO BOTHWE ARE BUILT TO SATISFY BOTH AT ONCE
Fig. 07 — Two sides are heading toward each other.

08/09

Regulatory clock

Why now

Applicable from

20 January 2027

EU Machinery Regulation 2023/1230

20 January 2027: the Machinery Regulation applies, and self-learning safety functions lose self-declaration. The first humanoid insurance policies exist, in China, and every humanoid pays the same premium, new or worn: nobody can measure the difference yet. Design certification is being written. For humanoids, in-service inspection is not standardized, not announced, not staffed. That gap is the company.

09/09

Founding, Zurich

Who

AIH Global is built in Zurich by Melvin Zerigue, industrial quality engineer: metrology, quality certification, hardware prototyping, modeling, code.

The first station is under construction now, around a Unitree G1.