Investment case / GappAI GmbH

Physical intelligence. Commercial discipline.

A Berlin-based company developing the intelligence that teaches robots useful work — and the infrastructure to validate, deploy and operate those capabilities.
AI-generated architectural concept of a GappAI investor meeting room with a large presentation screen, natural stone floor and GappAI-branded folders.
AI-generated architectural concept.

Investment case / GappAI GmbH

Berlin / Physical AI

The core asset is the reusable work capability, not the robot alone. Service income and contracted rental complement a technology-led model designed to scale through skills, licences and managed operations.

Concept illustration of a robot beside a globe containing industrial infrastructure
AI-generated concept illustration
Foundation
Berlin · HQ & Labs
Technology focus
Industrial Kitting & Machine Tending
Development approach
Prove → repeat → expand

Development-stage platform. Commercial availability is confirmed by programme, configuration and contract.

01 / Earnings architecture

Three earnings engines. One operating strategy.

Each activity serves a different financial purpose. Short bookings target early cash contribution; longer contracts support rental visibility; proprietary skills create the path to recurring technology income.

01

Short-duration services

GappAI Live

Early cash contribution

Operator-supported robot rental for trade fairs, corporate events, brand activations and suitable private occasions. Booking terms and delivery costs are agreed before commitment.

Revenue basis
Daily or multi-day rental + agreed services
Economic test
Paid utilization · contribution per booking

In preparation · enquiries open

Explore GappAI Live
02

Long-duration rental

Enterprise fleets

Contracted rental income

Acquire suitable robots from international manufacturers against qualified enterprise demand. Structure longer-term rental with credit assessment, agreed security, service responsibilities and suitable financing.

Revenue basis
Contracted rent + defined service coverage
Economic test
Collections · lease coverage · residual value

Contract- and financing-led expansion

Robot access & operations
03

Proprietary technology

Skills & platform

Recurring software value

Paid readiness and pilot engineering establish a capability. Validated skills can then support licences, platform/site fees and managed operations across supported deployments.

Revenue basis
Pilot → deployment → licence & operations
Economic test
Reuse · recurring revenue · renewal

Architecture defined · validation-led rollout

Explore GappAI Skills

Customer-owned robots. GappAI-enabled work.

Purchase & project rental

Hardware sales and project rental provide additional entry points for integration, skill licensing and support. Customer ownership can extend GappAI’s technology relationships without funding every robot. Hardware revenue and margin are assessed separately from recurring software and services.

Customer acquisition & expansion

One operation. A route to multiple sites.

Initial focus: plant and operations teams with repeatable industrial kitting or machine-tending tasks. Direct qualification is the first route; suitable OEM and integration partners are potential delivery channels.

  1. 01

    Paid assessment

    Task, baseline & business case

  2. 02

    Paid pilot

    Bounded tests & acceptance criteria

  3. 03

    Deployment contract

    Agreed capability, price & support

  4. 04

    Multi-site expansion

    Comparable tasks; fresh validation

Customer economics: compare cost per accepted cycle, availability and intervention needs against the current process, including integration, operators, maintenance and financing. Savings require measured evidence; expansion is not automatic.

Pilot scope & commercial terms
Revenue quality before revenue volume.
  1. Customer receipts
  2. Delivery & asset obligations
  3. Cash contribution
  4. Staged reinvestment

Track cash separately from recognized revenue. Assess operator time, logistics, maintenance, financing, working capital and overheads. Managed-capacity contracts may bundle rent, licences and services; these are not automatically additive revenue streams.

02 / Technology & scale

Own the intelligence. Repeat the capability.

Hardware enables movement; useful work requires task intelligence. GappAI’s intended proprietary layer turns work knowledge into robot-appropriate skills, validation evidence and ongoing operations.

Why GappAI — beyond a hardware purchase

Robot makers, model providers and integrators remain essential. GappAI’s intended differentiation is a reusable work layer across supported robot platforms, carrying task knowledge and operating evidence beyond a single installation. The customer proposition is a validated operation, not a robot alone.

GappAI / Target technology architectureImplementation and validation in development
01Capture
02Skills
03Workforce
Structured work

Work Graph

Tasks, objects, tools, decisions and contact linked to success, failure and recovery.

Reusable task intelligence

Skill Core + Robot Adapters

Shared policies and interfaces, combined with platform-specific control and calibration.

Versioned evidence

Skill Passport

Test conditions, hardware, performance and operating limits attached to each skill version.

Capture → Compile → Validate → Deploy → Operate → Learn

The route to repeatable economics

  1. 01

    Reuse the task core

    Retain eligible work structure, skill logic and evaluation methods.

  2. 02

    Adapt the deployment

    Scope robot interfaces, tooling, calibration and site integration.

  3. 03

    Revalidate the operation

    Test each configuration, update its Passport and monitor delivery.

The economic test is lower incremental engineering effort with reliable service delivery. Every new configuration requires its own validation. Skill Passport is a technical record, not independent safety certification.

Customer control. Defined IP boundaries.

Inspect the complete architecture

Raw customer data remains under customer control. Customer-specific adapter rights are contractual; the reusable framework and Skill Core are intended as GappAI IP, respecting third-party rights. Cross-customer learning requires explicit opt-in and suitable derived data.

Designed for enterprise scrutiny

Data & infrastructure

Google Cloud is in use within GappAI; the customer platform is in development. Data location, access, retention and reuse are confirmed per project.

Safe, controlled operation

Human oversight, local safety controls, approved releases and rollback form part of the deployment design; each use case requires verification.

Accountable delivery

Contracts define hardware, software and site responsibilities, acceptance criteria and support boundaries before deployment.

03 / Capital allocation

Demand before assets. Evidence before expansion.

Separate the capital that develops technology from the capital that finances robots. This preserves flexibility while allowing appropriately contracted fleet opportunities to grow.

Technology capital

Build reusable assets

Talent and test infrastructure → validated skills → repeatable deployments. Fund Work Graph, Skill Core, adapters and evaluation against technical milestones.

Fleet capital

Finance contracted use

Qualified contracts → suitable hardware → service and collections. Customer/OEM hardware first; leasing or dedicated fleet structures where justified.

Fleet investment decision sequence
  1. 01

    Qualify

    Customer credit and task suitability

  2. 02

    Contract

    Term, pricing, security and responsibilities

  3. 03

    Finance & acquire

    Match commitments to suitable hardware

  4. 04

    Operate & collect

    Service, collections and asset performance

Owned fleets follow suitable long-term contracts and financing. Security arrangements reduce exposure; credit loss, downtime, maintenance, obsolescence and residual-value risk remain. Fleet investment and R&D budgets are assessed separately.

A financing proposal tied to measurable delivery

Each proposal should specify the amount, milestone budget, cash runway and base/downside scenarios, separating technology equity from fleet finance. Capital release follows pilot evidence, customer acceptance and support capacity. Detailed assumptions belong in confidential diligence; no funding commitment is asserted.

04 / International execution

German foundation. European reach. Global ambition.

Germany anchors the engineering and validation approach, with proximity to industrial customers, applied research and export-oriented business networks. U.S. and Turkish relationships are designed to extend access to technology, capital and customers around one shared GappAI platform.

Strategic access / International development

One platform. Complementary market roles.

World map showing Berlin as GappAI’s headquarters, a Silicon Valley presence planned for 2027, and a relationship network in Türkiye. Lines illustrate strategic connections, not operating service coverage. The Türkiye marker represents a country-level network, not an office address.

Strategic connections, not a map of current service coverage. Türkiye indicates a country-level network, not an office location.

DE

Germany

Berlin · headquarters & engineering base

A base for European customer development and access to Germany’s industrial and international trade networks. Engineering quality is demonstrated through validation and customer results, not location alone.

US

United States

Silicon Valley · presence planned for 2027

Access to AI and robotics ecosystems, technology partners, specialist talent, investment dialogue and U.S. customer development.

TR

Türkiye

Relationship network · representation under evaluation

Commercial and industrial relationships support customer access and potential delivery partnerships. A formal office would follow qualified demand and a defined operating mandate.

Reuse the intelligence. Localise the delivery.

A shared Skill Core, evaluation framework and operations layer are intended to support multiple markets. Local adapters, validation and delivery partners address each deployment. The aim is geographic growth without rebuilding the technology stack in every country.

Focused representation and local partners precede major office commitments. Market entry remains subject to funding, applicable requirements and delivery capacity; a German headquarters does not imply service availability throughout Europe.

05 / Brand & ecosystem

Build trust. Earn access.

GappAI’s public-facing programmes support visibility, technical credibility and institutional relationships. Their strategic value is assessed through engagement quality and business outcomes, alongside their individual missions.

Sector knowledge

GappAI Review

Published research and editorial content create a channel for professional readership, expertise and qualified dialogue.

Read the publication
Social contribution

GappAI Discovery

Planned for 2027: sponsor-funded school activities, with no GappAI profit markup and no participation fee for schools or students.

Explore the programme
Direct experience

GappAI Live

Robot encounters connect the brand with prospective customers and partners, complementing the rental proposition.

Explore the experience
  1. Visibility
  2. Qualified relationships
  3. Paid engagements
  4. Repeat business

Public- and private-sector cooperation can support joint delivery, sponsorship and market access. Discussions, sponsorships and signed partnerships are disclosed distinctly; institutional names and logos require a real relationship and permission.

Measure qualified enquiries, conversion to paid work, sponsor continuity and acquisition cost. No standalone monetary brand valuation is asserted.

Research partnerships. A stronger capability base.

Academic partnership framework

The academic initiative invites applied research, supervised student work and evaluation collaboration. Eligible grants and co-funded research may complement equity without shareholder dilution. These are development routes, not announced partnerships or awarded funding; Discovery retains its separate social mission.

06 / Institutional diligence

Make the investment case measurable.

Institutional value depends on demonstrable IP, durable revenue, repeatable economics and accountable execution. The framework below defines what needs to be evidenced as the company develops.

Value drivers and required investment evidence
Value driverEvidence to review
Technical performanceTask success, accepted throughput, cycle time, intervention load and recovery under stated conditions.
Commercial tractionExecuted contracts, customer acceptance, collections, renewals and a permissioned reference.
ScalabilityCore reused, engineering hours per rollout and contribution after direct operating and asset costs.
Capital efficiencyCash runway, fleet utilization, financing obligations and downside scenarios.
Governance & IPOwnership and data rights, decision controls, risk reporting and clear separation of reusable and confidential assets.

These are intended milestones and diligence measures, not reported achievements. Valuation and financing remain subject to evidence, independent assessment and negotiation.

Institutional & strategic capital

A clear thesis. A substantive conversation.

We welcome dialogue with strategic investors, venture and growth funds, industrial partners and suitable asset-financing providers. Confidential review can cover corporate records, financial assumptions, the IP strategy, programme evidence and commercial pipeline, according to availability and confidentiality requirements.