AI & Robotics Engineering

Intelligence. Engineered to act.

Human expertise becomes robot capability. We engineer the skills that make machines useful.

CaptureSkillsWorkforce

Berlin · Built for real-world work

AI-generated concept illustration

Engineering the work beyond the robot.

The GappAI CEO and Yanlin Wang, AGIBOT’s Vice President, Sales — Europe, meet at IFA Berlin to discuss robot skills, real-world applications and potential cooperation.

Inside the AGIBOT discussions
GappAI × AGIBOT — Physical AI, cooperation discussions. Approved artwork with both logos and the IFA Berlin 2026 meeting photograph.
Robot skills · Integration · Field pilotsMeeting: 5 September 2026
GappAI and Unitree representatives at IFA Berlin 2026

From humanoid platforms to real-world work.

GappAI met with Lyn Wang, Regional Manager at Unitree Robotics, at IFA Berlin to discuss robot skills, industrial integration and potential cooperation.

Inside the Unitree discussions
FEATURED INTELLIGENCENEW REPORT

GappAI Review / Q3 2026

Which humanoid platforms are moving closest to real-world deployment — and what does it actually take to turn a robot into a productive worker?

Explore the Report
GappAI ReviewIssue 01 / Out now
GappAI Review issue one cover: Beyond the Screen

Physical AI. Business. Everyday life.

Tomorrow’s world of work.
Read it today.

What makes a robot useful? How will our work change? Explore the people, skills and decisions behind Physical AI in the first issue of GappAI Review.

Read the issue — free

Open to everyone · No sign-up

Web articles in English and German · Magazine & PDF in English

01 / The GappAI intelligence loop

Human expertise. Robotic capability.

Learn. Deploy.
Learn again.

GappAI is building the Physical AI workforce infrastructure that turns human expertise into reusable skills and measurable robotic work — across supported robot platforms.

  1. 01Data engine

    GappAICapture

    Understand the work.

    Structure expert demonstrations and permissioned robot data into evidence for learning.

    Human demonstrations · Robot experience

  2. 02Intelligence & IP

    GappAISkills

    Engineer the capability.

    Turn that evidence into training-ready data, policies, evaluations and versioned, reusable robot skills.

  3. 03Deployment & operations

    GappAIWorkforce

    Put intelligence to work.

    Deploy and manage skills on customer, partner or GappAI-controlled robots. Return field experience to the system.

    Integration · Monitoring · Improvement

The architecture behind the loop

Work Graph structures the work. Skill Core + Robot Adapters separate task intelligence from the machine. Skill Passport records the evidence for each supported configuration.

Explore the system architectureArchitecture defined · Engineering in development · Validation required for each release

Learn from humans. Deploy intelligence. Learn from robots. Repeat.

Global cloud. Real-world intelligence. GappAI uses Google Cloud. Concept illustration of cloud infrastructure beneath an intelligence layer and robotic operations. Capture → Skills → Workforce. Customer platform in development.
Global cloud. Real-world intelligence. Architecture concept — customer platform in development.

Our intelligence.
Global foundations.

GappAI connects professional data, reusable skills and robotic operations through Capture → Skills → Workforce. Google Cloud is part of our technology stack. We are developing the customer cloud platform to manage deployments, distribute skill updates and turn operational data into insight.

Explore infrastructure & data governance
Customer-platform architecture / Design direction
GappAIIntelligence, software & integration
  1. CaptureProfessional data
  2. SkillsReusable capabilities
  3. WorkforceManaged operations
Data · Skill versions · Operational insight
Cloud services provider

Google Cloud

Germany-first cloud architecture

In development, with German-region hosting as the deployment target.

What we are building for your operations

01

Central operations

Bring robot deployments and operational visibility together in a customer platform.

02

Controlled skill updates

Distribute approved skill versions across deployments, with a defined path to rollback.

03

Operational insight

Use task results and intervention data to guide evaluation and skill improvement.

02 / Commercial entry point

Robot access · Physical AI · Deployment

Access the robot.
Build the capability.

Work with GappAI on robot purchase, rental or managed services. We connect platform selection to your operation, then scope the integration, skills and support the work requires.

Explore robot platforms
Platform architecture

One Workforce. Multiple robot bodies.

View platform architecture
  • Humanoids
  • Manipulators
  • Mobile Manipulators
  • Autonomous Mobile Robots
  • Quadrupeds
  • Industrial Robotics
01 / Access model

Purchase

Robot procurement with integration, skill development and commissioning scoped to your requirements.

Discuss a purchase
02 / Access model

Project Rental

Robot access for evaluation, research and time-bound projects, with an agreed support scope.

Discuss project rental
03 / Access model

Robot-as-a-Service

Robot hardware, software, skills and defined operational support brought together in a managed service.

Discuss RaaS
Explore RobotsStart a Physical AI Pilot

Platform, availability and service scope are confirmed per project. New operational capabilities begin with a bounded, measurable pilot.

GappAI Live

Event robot rental

Make the future part of your brand.

Capture attention. Start conversations. Make your ambition visible — with robotics shaped by GappAI software and skills.

For trade fairs, brand launches, company events and exceptional private occasions. One or more days, with operator support.

Explore GappAI Live

Enquiries open. Dates and scope confirmed individually.

Concept illustration of an ivory humanoid robot on a stage before a globe and copper light orbits.
Concept artwork · Robot configuration and capabilities confirmed individually.

GappAI Ventures

New perspectives. Built together.

Strategic Ventures and Open Ventures. For ambitious founders in our field and beyond.Explore GappAI Ventures
Collaborate · Build · Invest

Give experience a new body.

Your people know how the work gets done. GappAI turns that operational expertise into robot skills, engineered around your tasks and working environment.

Explore GappAI Skills
Concept illustration of a humanoid robot examining a precision copper component.
AI-generated concept illustration · Not a customer deployment
GappAIAI & Robotics EngineeringGappAI GmbH · Berlin
03 / Company

Built in Berlin

Closing the gap between human skill and robotic autonomy.

We bring research, software engineering and robotics integration together to turn operational expertise into deployable robot intelligence.

Our mission is to make reliable robotic capability accessible without requiring every customer to build its own robotics organisation. Defined tasks, measured performance and responsible deployment guide our work.

Company, mission & vision GappAI Labs

Social responsibility

2027 / Planned launch

GappAI Discovery

Education for the next generation

For the next generation.
For Germany’s future.

Explore GappAI Discovery
AI-generated concept: school students explore robot software with university mentors and an operator wearing GappAI clothing; a humanoid robot stands in a separate demonstration area.
GappAI DiscoveryAI-generated concept · Not a past event. People, platform and equipment are illustrative.

Understand.

Question.

Create.

01Our purpose

Germany’s future capacity to innovate also depends on the opportunities young people have to explore technology. As a technology company based in Berlin, GappAI wants to contribute its engineering expertise to that shared educational task.

02The next generation

The programme is intended for children and young people in Germany, whatever their background. By exploring how people demonstrate, test and improve a robot skill, learners can discover the role of software and the people behind it. Our aim is to encourage curiosity, critical questions and confidence to pursue their own ideas.

03GappAI Engineering

The programme plans to demonstrate skills developed and validated by GappAI on a robot platform owned by GappAI. Students will explore how human knowledge is translated, through software and training, into a task a robot can perform.

Launch planned for 2027, subject to the necessary conditions being met and applications being suitable for the programme. No participation fee for schools or students.

Explore GappAI Discovery

The next economy needs intelligence that can act.

Capture builds the data foundation. Skills develops reusable intelligence. Workforce connects it to real operations. Explore the engineering platform GappAI is building—and where your organisation could contribute.

Start a strategic conversation
Concept illustration of a robot beside a globe containing connected industrial infrastructure.
AI-generated concept illustration · Not a customer deployment
GappAIAI & Robotics EngineeringGappAI GmbH · Berlin
04 / Research

Research & applied robotics

GappAI Labs

GappAI Labs is the research and applied robotics group of GappAI GmbH. It studies how human expertise, multimodal data and robot learning become reusable intelligence for real-world deployment.

Concept illustration of a bipedal humanoid learning precision manipulation
Simulation · Evaluation · SafetyConcept illustration
01

Human-to-Robot
Skill Transfer

02

Dexterous Manipulation &
Multimodal Perception

03

Cross-Embodiment
Learning

04

Simulation, Evaluation
& Safety

Explore GappAI Labs
05 / Technology

From human expertise
to autonomous action.

Capture records how experts work and how robots perform. Skills converts that evidence into governed, reusable intelligence. Workforce deploys it across robotic systems. Every operation returns new learning; every cycle increases reliability and autonomy.

01

Observe

Capture expert demonstrations, context and operating conditions.

02

Learn

Convert perception and action into reusable physical skills.

03

Operate

Deploy, adapt and improve through real-world experience.

Perception · Manipulation · Control

Physical intelligence begins where sensing becomes action.

Engineering demonstration / Current evidence

A transparent starting point

Demonstrate first.
Measure in the field.

Our current media illustrates the task classes and manipulation capabilities we are engineering toward; it is not presented as a customer deployment. Every paid pilot is defined around evidence that can support a clear next decision.

View the pilot protocol
01

Task completion

Successful executions under agreed operating conditions.

02

Cycle time

Time and throughput compared with the pilot target.

03

Intervention rate

Where and how often human support remains necessary.

04

Safety performance

Events, boundary violations and controlled-stop behavior.

Product direction / GappAI Skill Library

From projects to reusable assets

Build once.
Adapt across work.

Paid pilots can produce validated, versioned robot skills. Over time, customers may license a compatible skill and adapt it to their robot and environment instead of beginning again from zero.

Explore the Skill Library
Precision AssemblyMachine TendingLine-Side Material HandlingHospitality Linen Handling

Product direction · Illustrative skills are not represented as currently deployment-ready.

Platform layer / GappAI Capture

Human + robot data

Learn from experts.
Learn from operations.

GappAI Capture combines permissioned Human Professional Data with Robot Operational Data. Demonstrations show how work should be done; deployed robots reveal success, failure, intervention and edge cases that only appear in reality.

01DemonstrateExperts perform real work in context.

02StructureVision, motion, force, sequence and context become governed training data.

03DeploySkills run on supported robots under defined boundaries.

04Learn backTask outcomes, interventions and edge cases strengthen the next version.

Project-specific rights, consent, purpose limits, access controls and retention rules govern every data program. Customer-confidential information is separated from reusable GappAI methods and IP.

06 / Engineering

One intelligence layer

Many machines.
One learning system.

GappAI is not defined by a single robot. We connect AI, sensing, control and deployment to move physical operations from assisted execution toward lasting autonomy.

  • Hardware-awareDesigned to move across robotic forms.
  • Real-world firstBuilt around operating data, not staged demos.
  • Continuously improvingIntelligence compounds with every task.
07 / Embodiment

Humanoid dexterity

Human skills.
Humanoid form.

Physical intelligence must move beyond navigation and repetition. We develop transferable skills for robots that perceive, manipulate tools and carry out work designed around the human body.

Precision assembly

Controlled bimanual manipulation for repeatable production work.

Machine tending

Reliable component handling between machines, fixtures and line-side flow.

Controlled validation

Evaluate physical capability before moving into real operations.

08 / Industrial & Infrastructure Systems

Infrastructure at machine scale

Factories and infrastructure
are physical systems.

GappAI develops transferable physical skills for factories, municipalities, infrastructure operators and the built environment—from assembly and inspection to cleaning, installation and maintenance.

Manufacturing & assembly

Repeatable manipulation across production, machine tending and line-side work.

Logistics & infrastructure

Material movement, inspection and maintenance across operational systems.

01Precision assembly

02Machine tending

03Material handling

04Industrial inspection

05Logistics infrastructure

06Public infrastructure

09 / Applications

Start with real operations.
Build for every sector.

Our first market is manufacturing and industrial operations, where physical work is measurable, repeatable and commercially critical. The long-term intelligence layer remains sector-independent.

01 Manufacturing & Assembly

02 Industrial Operations

03 Logistics & Infrastructure

04 Public Systems

05 Buildings & Property

06 Construction

07 Hospitality

08 Homes & Everyday Life

10 / Buildings & everyday life

Human-centered environments

Every building is a field of physical work.
Every home is a future robotics environment.

From commercial properties and hospitality operations to the homes people live in, everyday environments contain thousands of physical tasks still performed by hand. GappAI develops the perception, manipulation and learning systems required for robots to work safely and adapt as these environments change.

01 / Property operations

Buildings that can support themselves.

Cleaning, inspection, material movement and routine technical work across residential and commercial properties.

02 / Hospitality

Service work with physical intelligence.

Repeatable operations that require dexterity, consistency and safe interaction in spaces shared with people.

03 / Home assistance

Robots that learn everyday routines.

A long-term path toward organizing, cleaning, handling household objects and supporting daily life.

04 / Assisted living

Support designed around dignity.

Research directions for physically demanding daily tasks, developed with safety, human oversight and clear boundaries.

Let’s find the value in your operation.

For industry, hospitality and public services: identify a task, establish a baseline and test where robotics can make a measurable difference. Together, assess feasibility, integration and the business case.

Discuss your pilot
Concept illustration of a robotic hand supporting a factory, a hotel and a public building.
AI-generated concept illustration · Not a customer deployment
GappAIAI & Robotics EngineeringGappAI GmbH · Berlin
11 / Deployment path

Start with structured work.
Build toward everyday autonomy.

Each operating environment expands the intelligence required for the next. We begin where performance can be measured and build toward increasingly open, human-centered spaces.

Today / 01

Industry

Measurable tasks, controlled environments and operational proof.

Today / 02

Public systems

Infrastructure, maintenance and essential city operations.

Next / 03

Buildings

Dynamic spaces shared by people, services and machines.

Long term / 04

Homes

General-purpose physical intelligence supporting everyday life.

Explore a Physical AI pilot
13 / Careers

Build intelligence
that moves.

We are interested in engineers and researchers working across robotics, embodied AI, perception, controls, learning systems, simulation and real-world operations.

Explore careers
14 / Physical AI Radar

Monthly intelligence

The Physical AI signal.
Without the noise.

Humanoid platforms, robot learning, training data, industrial deployment and the partnerships shaping the market—selected and interpreted by GappAI.

Explore the Radar & archive
15 / Contact

Bring us the operation people still do every day.

Let's make it learn.

Start a conversation
GappAI GmbH
c/o Factory Works GmbH
Rheinsberger Straße 76/77
10115 Berlin · GermanyAmtsgericht Charlottenburg
HRB 226214 B