Physical AI Training for Humanoid Robots

The key to humanoid robots in daily operations is process know-how.
We teach them industrial work in manufacturing & logistics and pave the way for deployment from day one, with simulation environments & reusable robot skills built on 500,000+ data hours & millions of process cycles of real process data.

FROM DATA TO DEPLOYMENT

Humanoid Robots Need to be Trained, Taught & Integrated

TRAIN
Physical AI Training
Real process and simulation data becomes training data, enabling humanoid robots to learn real process action instead of single movements.

TEACH
Robot Skill Factory
Reusable robot skills for logistics and manufacturingp rocesses: created once, reused across applications.

INTEGRATE
Physical AI Enablement
A structured path from robot concept to operational reality.

TRAINING

Physical AI Training:
Preparing Humanoid Robots for
Real Processes

We develop simulation environments, reusable robot skills & deployment pipelines that prepare humanoid robots for industrial work processes in manufacturing & logistics.

What is Physical AI training?

Physical AI Training is the process of teaching robots to perceive their environment, understand instructions and execute physical tasks. It combines real-world data, simulation and synthetic data with methods such as imitation learning, reinforcement learning and transfer learning from foundation models, built on the process expertise we have developed
over the years.

TRAIN · ROBOT SKILL FACTORY

Robot Skill Development for Humanoid Robots

Buying a robot does not make it productive.

Supporting change management and innovation.

Support successful business transformations and innovation by using data-driven insights to engage employees and facilitate industrial change.

What is our Robot Skill Factory?

Humanoid robots provide hardware, sensors and foundational intelligence. Productive deployment still requires task-specific data, training environments, robot skills, validation and integration into real operations. Our Robot Skill Factory is a development environment for creating, testing and deploying reusable robot capabilities in logistics and manufacturing processes.

INTEGRATE

Physical AI Enablement:
From Concept to Productive Deployment

We help companies integrate Physical AI into existing manufacturing & logistics environments, leveraging our network of experienced integration partners for seamless implementation.

Minetiq · Robot Blueprint

Technical & Operational Steps to Productive Deployment

01

Assessment

Selection of suitable processes for automation with humanoid robots, including initial data collection & process analysis, while establishing a general data foundation for the optimization of manual processes.

02

Preparation

Development of a simulation model representing thereal-world process (3D model, process & motion simulation).

03

Training

Training a humanoid robot using real & simulated motion data.

04

Pilot Usage

Initial testing of humanoid robots in a real operational environment under supervision.

05

Scaling

We work with you to develop a future-proof operating model & select the right partner for sustainable
day-to-day operations.

SUCCESSFULLY IMPLEMENTING HUMANOID ROBOTS

From Use-Case to Live-Operation: Robot Blueprint

Assessment, simulation, training & robot deployment from a single source.

FAQ section

Frequently Asked Questions

What is Physical AI?

Physical AI is artificial intelligence that operates in the physical world. For example, in robots that perceive their surroundings and perform tasks in logistics and manufacturing.

What is Physical AI Training?

Deterministic programming tells a robot exactly whatto do in a fixed, predictable setting. Physical AI Training lets a robot learnhow to do a task, so it can cope with variation, uncertainty, and newsituations. The result is greater flexibility, faster deployment, and robotsthat keep improving instead of breaking when the environment changes.

Why do Humanoid Robots Fail in Industrial Operations?

Today’s humanoid robots fail after short action sequences. Three things are missing: process depth (entire shifts instead of single movements), range of variation (no process runs the same way twice) and location context (where and when each step takes place). The hardware is notthe bottleneck

What is a Robot Blueprint?

The Robot Blueprint identifies where humanoid robots can create the greatest value in your operations and what is required for successful implementation. We begin by identifying suitable use cases, capturing real-world process data, and assessing the most promising applications. Based on these insights, we select the most appropriate robot, validate the solution in simulation, and train it for your specific workflows. The solution is then deployed in a real-world pilot environment. Once its business value has been demonstrated, the developed robot capabilities can be replicated and scaled across additional processes and locations.

Which Processes can Humanoid Robots Take Over?

Potential use cases include intralogistics (such as handling, internal transport and order picking), manufacturing (such as machine tending, material supply and quality control) and assembly (such as
pre-assembly tasks and line feeding). The assessment shows which of them aretechnically plausible and economically promising for your operation.

What are the Advantages of Training Physical AI with Real Data Compared to Training in a RoboGym?

The disadvantage of a so-called RoboGym is that it can only train partial tasks, such as individual movements within a larger process. Our approach is different. We train on hundreds of thousands of real motion data points from the shop floor, long-horizon data, and millions of end-to-endprocess runs. This makes training significantly faster and more precise, so your robot can be deployed sooner.

Which Humanoid Robots does the Training Work With?

Our models are fully robot-agnostic, meaning thetraining works for robots from different manufacturers. Mobile robots can be trained as well. We have no exclusive partnerships with individual manufacturers and remain completely independent.

Do you also Manufacture Robots, or Can I Buy Robots From You?

We do not manufacture robots ourselves. Instead, we provide a training platform that teaches robots your processes. However, we can procure robots through our partners. We remain completely independent in this regard as well.

Which Industries & Processes do You Offer the Robot Blueprint & Training for?

We are currently focusing exclusively on processes within logistics and production. However, our offering is industry-agnostic(e.g. retail, logistics service providers, manufacturers, automotive, etc.).

SUCCESSFULLY IMPLEMENTING HUMANOID ROBOTS

Ready to Step Into the Era of Humanoid Robotics?

PROCESS EXPERIENCE
10+ years
HOURS OF PROCESS DATA
500,000+
PROCESS CYCLES
1,000,000+