Train and manage existing robots.
Skill development, platform adaptation, licensing, fleet supervision and continuous improvement.
Physical AI Infrastructure · Berlin
Physical AI infrastructure.
For real-world work.
GappAI teaches, deploys and operates robotic capacity. Customers can bring their robots—or contract measurable outcomes from GappAI-managed fleets.
Skills · Fleet intelligence · Managed operations · Asset platform
01 / Hospitality02 / Technical maintenance03 / Skilled trades
02 / Compounding value
The GappAI value flywheel
Every operation
strengthens the next.
Contracted physical work can support fleet investment. Operating fleets create permissioned experience. That experience strengthens reusable skills, improves performance and opens further deployments.
Contracted work→Fleet capital→Managed robots→Operational data→Stronger Skill Library→More deployments
Skills become reusable assets.
Validated learning can be versioned, adapted and licensed across supported robots and environments.
Physical work becomes managed capacity.
Customers can contract for availability, throughput or completed work instead of building a robotics organisation.
Fleet assets can sit outside the technology balance sheet.
Suitable project vehicles can connect validated demand with asset and infrastructure capital.
03 / Technology
From human expertise
to autonomous action.
We capture how real work is done, translate it into machine-readable skills and operate those skills across robotic systems. Customers can bring their own robots—or build toward a fully managed GappAI service. Every operation creates new data. Every cycle increases autonomy.
Observe
Capture expert demonstrations, context and operating conditions.
Learn
Convert perception and action into reusable physical skills.
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 protocolTask completion
Successful executions under agreed operating conditions.
Cycle time
Time and throughput compared with the pilot target.
Intervention rate
Where and how often human support remains necessary.
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 LibraryIndustrial Torque AssemblyMunicipal Surface CleaningHospitality Linen HandlingTraffic Infrastructure Maintenance
Product direction · Illustrative skills are not represented as currently deployment-ready.
Method / Human skill capture
Real work becomes training data
Record the expert.
Teach the machine.
Instrumented gloves, body sensors and task-facing cameras capture how skilled people perceive, decide and move. GappAI turns those demonstrations into measurable, reusable robot skills.
Human demonstration
Motion · vision · touch · context
01DemonstrateExperts perform real work in context.
02MeasureSensors capture perception and action.
03TransferRobots learn, deploy and improve.
04 / Research
Research directions
Intelligence grounded
in the physical world.
Our research direction connects robot learning with the realities of perception, contact, uncertainty and long-horizon action. The objective is not a single demonstration, but systems that generalize and improve.
Human-to-Robot
Skill Transfer
Learning reusable behaviors from expert demonstration and operational data.
Multimodal
Perception
Combining vision, depth, touch and context for physical understanding.
Adaptive
Autonomy
Systems that reason, recover and improve under changing conditions.
Simulation &
Evaluation
Measuring reliability before and throughout real-world deployment.
05 / 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.
06 / 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.
Culinary precision
Fine manipulation for professional food preparation.
Precision agriculture
Perception and dexterity for delicate, high-volume food production.
Real-world autonomy
Designed for changing environments beyond the lab.
07 / Public & Industrial Systems
Infrastructure at machine scale
Cities and industries
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.
Public infrastructure
Installation and maintenance for traffic and city systems.
Industrial operations
Repeatable precision across production, inspection and service.
01Municipal cleaning
02Traffic systems
03Factory operations
04Public infrastructure
05Construction support
06Inspection & maintenance
08 / Applications
Start with real operations.
Build for every sector.
Initial applications begin where physical work is measurable, fragmented and repeatable. The long-term intelligence layer remains sector-independent.
01 Manufacturing
02 Public infrastructure
03 Municipal operations
04 Construction
05 Buildings & property
06 Hospitality
07 Mobility
08 Homes & everyday life
09 / 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.
Buildings that can support themselves.
Cleaning, inspection, material movement and routine technical work across residential and commercial properties.
Service work with physical intelligence.
Repeatable operations that require dexterity, consistency and safe interaction in spaces shared with people.
Robots that learn everyday routines.
A long-term path toward organizing, cleaning, handling household objects and supporting daily life.
Support designed around dignity.
Research directions for physically demanding daily tasks, developed with safety, human oversight and clear boundaries.
10 / 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.
Industry
Measurable tasks, controlled environments and operational proof.
Public systems
Infrastructure, maintenance and essential city operations.
Buildings
Dynamic spaces shared by people, services and machines.
Homes
General-purpose physical intelligence supporting everyday life.
11 / Responsibility & collaboration
12 / Company
Built in Berlin
Closing the gap between human skill and robotic autonomy.
GappAI is an engineering-led Physical AI infrastructure company based in Berlin. We connect human skill, robot learning, fleet operations and real-world deployment.
Our mission is to make reliable robotic capacity accessible without requiring every customer to build its own robotics organisation—from trained customer fleets to complete GappAI-managed operations.
Company, mission & vision Managed robotic operations Investment case Academic partnerships Media & brand assets13 / 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 careers14 / Contact
GappAI GmbH
c/o Factory Works GmbH
Rheinsberger Straße 76/77
10115 Berlin · GermanyAmtsgericht Charlottenburg
HRB 226214 B
c/o Factory Works GmbH
Rheinsberger Straße 76/77
10115 Berlin · GermanyAmtsgericht Charlottenburg
HRB 226214 B