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

AI & Robotics Engineering
Human expertise becomes robot capability. We engineer the skills that make machines useful.
CaptureSkillsWorkforce
Berlin · Built for real-world work
AI-generated concept illustration
Physical AI · Cooperation discussions
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

Unitree Robotics · Cooperation discussions
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 discussionsGappAI 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
Physical AI. Business. Everyday life.
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 — freeOpen to everyone · No sign-up
Web articles in English and German · Magazine & PDF in English

Company news · Global expansion
Berlin remains our foundation. Silicon Valley will extend our reach.
Human expertise. Robotic capability.
GappAI is building the Physical AI workforce infrastructure that turns human expertise into reusable skills and measurable robotic work — across supported robot platforms.
Structure expert demonstrations and permissioned robot data into evidence for learning.
Human demonstrations · Robot experience
Turn that evidence into training-ready data, policies, evaluations and versioned, reusable robot skills.
Deploy and manage skills on customer, partner or GappAI-controlled robots. Return field experience to the system.
Integration · Monitoring · Improvement
Every operation informs the next skill version.
Success · Failure · Intervention · Edge casesThe 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.
Learn from humans. Deploy intelligence. Learn from robots. Repeat.

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
Intelligence, software & integrationGoogle Cloud
In development, with German-region hosting as the deployment target.
What we are building for your operations
Bring robot deployments and operational visibility together in a customer platform.
Distribute approved skill versions across deployments, with a defined path to rollback.
Use task results and intervention data to guide evaluation and skill improvement.
GappAI Live
Event robot rental
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 LiveEnquiries open. Dates and scope confirmed individually.

GappAI Ventures
Human expertise. Robotic capability.
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
AI & Robotics EngineeringGappAI GmbH · BerlinBuilt in Berlin
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 LabsEducation for the next generation

Understand.
Question.
Create.
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.
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.
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.
Strategic capital · Research funding · Partnerships
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
AI & Robotics EngineeringGappAI GmbH · BerlinResearch & applied robotics
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.

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.
Capture expert demonstrations, context and operating conditions.
Convert perception and action into reusable physical skills.
Deploy, adapt and improve through real-world experience.
Physical intelligence begins where sensing becomes action.
A transparent starting point
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 protocolSuccessful executions under agreed operating conditions.
Time and throughput compared with the pilot target.
Where and how often human support remains necessary.
Events, boundary violations and controlled-stop behavior.
From projects to reusable assets
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 LibraryProduct direction · Illustrative skills are not represented as currently deployment-ready.
Human + robot data
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.
Motion · vision · touch · context
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.
One intelligence layer
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.
Humanoid dexterity
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.
Controlled bimanual manipulation for repeatable production work.
Reliable component handling between machines, fixtures and line-side flow.
Evaluate physical capability before moving into real operations.
Infrastructure at machine scale
GappAI develops transferable physical skills for factories, municipalities, infrastructure operators and the built environment—from assembly and inspection to cleaning, installation and maintenance.
Repeatable manipulation across production, machine tending and line-side work.
Material movement, inspection and maintenance across operational systems.
01Precision assembly
02Machine tending
03Material handling
04Industrial inspection
05Logistics infrastructure
06Public infrastructure
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
Human-centered environments
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.
Cleaning, inspection, material movement and routine technical work across residential and commercial properties.
Repeatable operations that require dexterity, consistency and safe interaction in spaces shared with people.
A long-term path toward organizing, cleaning, handling household objects and supporting daily life.
Research directions for physically demanding daily tasks, developed with safety, human oversight and clear boundaries.
Your operation. Its next opportunity.
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
AI & Robotics EngineeringGappAI GmbH · BerlinEach operating environment expands the intelligence required for the next. We begin where performance can be measured and build toward increasingly open, human-centered spaces.
Measurable tasks, controlled environments and operational proof.
Infrastructure, maintenance and essential city operations.
Dynamic spaces shared by people, services and machines.
General-purpose physical intelligence supporting everyday life.
We are interested in engineers and researchers working across robotics, embodied AI, perception, controls, learning systems, simulation and real-world operations.
Explore careersMonthly intelligence
Humanoid platforms, robot learning, training data, industrial deployment and the partnerships shaping the market—selected and interpreted by GappAI.
Explore the Radar & archive