Nexus Group Initiative

Nexus Field OS

The operating layer for distributed physical intelligence.

We connect robots, edge devices and industrial systems into trusted cognitive nodes, transforming real-world operations into measurable intelligence, automation opportunities and financeable productivity gains.

Abstract industrial cognitive network with connected devices and robots
01

The Next Industrial AI Will Be Trained on Real Operations

The next generation of industrial AI will not be built only on internet-scale text. It will emerge from real-world operational experience: machines, workers, robots, sensors, workflows, exceptions, bottlenecks and measurable outcomes.

Nexus Field OS captures this experience through distributed cognitive nodes and transforms it into structured intelligence for automation, optimization and Physical AI.

Factory process transforming into structured data graph
02

Industrial Automation Is Still Fragmented

High CapEx Barriers

European SMEs need automation, but upfront robot investments remain difficult to justify.

Disconnected Data

Operational data exists across machines, cameras, files, PLCs, MES and ERP systems, but it is rarely connected into a usable intelligence layer.

Context-Poor Robots

Robots often lack the contextual understanding required to operate effectively in real industrial environments.

Opaque ROI

Without continuous measurement, automation ROI remains hard to prove, finance and scale.

03

A Cognitive Infrastructure for Physical AI

Nexus Field OS is a distributed software layer that turns industrial devices into cognitive nodes. Each node can observe, process, classify and exchange operational events while respecting local data control and enterprise governance.

The platform enables companies to move from isolated automation projects to a trusted network of operational intelligence.

Cognitive Nodes

Local Node Agent

Experience Graph

Robot-as-a-Service

Process Mining

Data Trust

Physical AI Training

Automation Finance

Device Layer
Robots, Edge Devices, Sensors, Cameras, PLCs, MES/ERP
Field OS Layer
Nexus Field OS — Event Protocol, Orchestration, Experience Graph
Intelligence & Business Layer
Optimization, RaaS, Financing, Benchmarking, Physical AI
04

Every Device Can Become a Cognitive Node

A cognitive node can be a robot, a laptop, an edge box, a camera, a PLC-connected system, a local server, a wearable device, a smart tool or a future intelligent machine.

Each node contributes a fragment of operational experience. Together, these fragments form a distributed cognitive field.

Robots

  • Cobots
  • AMRs
  • Inspection robots
  • Humanoids
  • Service robots

Edge Devices

  • Laptops
  • Mini PCs
  • AI boxes
  • Local servers

Industrial Systems

  • PLCs
  • MES
  • ERP
  • Machine logs

Sensors

  • Vision
  • Audio
  • Vibration
  • Temperature
  • Location
  • RF

Human Operations

  • Actions
  • Exceptions
  • Annotations
  • Feedback
Heterogeneous industrial cognitive network with connected devices
05

The Lightweight Agent That Extends the Network

The Nexus Node Agent is a lightweight local software component that can be installed on laptops, edge devices, industrial PCs or robot-connected systems. It enables data collection, event classification, local AI processing and secure synchronization with the wider Field OS infrastructure.

Simple installation
Local-first operation
Offline compatibility
Modular connectors
Camera, file, API, MQTT, OPC-UA, PLC, ERP/MES and robot SDK support
Local AI models for event tagging, anomaly detection and process summarization
Controlled sharing of authorized events only
06

From Raw Data to Operational Experience

Nexus Field OS does not simply collect data. It transforms industrial activity into an Experience Graph: a structured, temporal and contextual representation of what happens inside real operations.

The Experience Graph captures:

Actions Machine states Movement patterns Downtime Quality issues Human-robot interactions Bottlenecks Throughput variations Exceptions Process improvements

This becomes the foundation for automation ROI, benchmarking, robot training, process optimization and industrial intelligence.

Experience Graph abstract data visualization with connected nodes and timelines
07

Automation Without the CapEx Barrier

Nexus Field OS enables a new model for industrial automation: robots deployed as a service, measured continuously, financed through verified productivity gains.

Instead of asking companies to purchase automation upfront, Nexus can identify automation opportunities, deploy multi-brand robotic solutions, measure before-and-after performance and structure commercial models around recurring fees, performance contracts or saving-share mechanisms.

Robot + Node Agent + Process Mining + Data Trust + Saving Contract
=
Financeable Automation
08

The First Commercial Wedge: Automation MRI

Automation MRI is the entry product for companies that want to understand where automation can create measurable value.

Nexus installs the Node Agent, observes selected processes, creates a baseline and identifies opportunities for robot deployment, workflow optimization and measurable savings.

Deliverables

Process baseline
Bottleneck analysis
Automation opportunity map
Robot suitability assessment
ROI estimate
Data readiness score
Pilot deployment plan

This can be sold as a paid audit before larger Robot-as-a-Service deployments.

09

Trust Comes Before Data

Industrial companies will only share operational experience if control, transparency and value are clear. Nexus Field OS is designed around data governance, customer control, selective sharing and separation between raw data, derived events, anonymized benchmarks and trained models.

Local-first processing
Customer control
Consent-based sharing
Audit trails
Data residency options
Anonymization and aggregation
Clear separation between raw data, events, benchmarks and models
Compliance-aware architecture for European industrial environments
Secure data trust architecture with protected industrial nodes
10

Multiple Revenue Layers

01

Automation MRI

Paid industrial audit for process mapping, baseline, ROI and robot deployment planning.

02

Robot-as-a-Service

Recurring revenue from deployment, integration, maintenance and software orchestration.

03

Saving-Share

Performance-based revenue linked to verified productivity gains.

04

Field OS License

Software licensing for node agents, dashboards, orchestration and Experience Graph.

05

Robot Provider Services

European process intelligence, testing, benchmarking and adaptation services for robot manufacturers.

06

Financing Layer

Future financing products built around verified automation savings and performance contracts.

11

A Defensible Layer Between Factories and Physical AI

Nexus Field OS is not another robot distributor. It is the trusted operating layer that makes robots measurable, financeable and adaptable to real industrial environments.

Data Moat

Real operational experience, contextualized and multi-sector

Network Moat

Every new node improves the intelligence layer

Trust Moat

Governance, contracts, compliance and local data control

Market Moat

Europe-China bridge for Physical AI adoption

Hardware-Agnostic Moat

Multi-brand robot orchestration

Financial Moat

Automation linked to measurable operational savings

12

Platform Architecture

5

Business Layer

Robot-as-a-Service, saving-share, financing, provider marketplace, strategic consulting

4

Intelligence Layer

Optimization, benchmarking, predictive insights, robot training, ROI modeling

3

Nexus Field OS

Event protocol, orchestration, process mining, Experience Graph, Data Trust

2

Nexus Node Agent

Local collection, event classification, edge AI, connectors, privacy control

1

Physical World

Robots, operators, machines, sensors, cameras, PLCs, ERP/MES

13

MVP Roadmap

Month 1

Event Protocol and Node Agent Architecture

Month 2

Windows/Linux Agent with Basic Connectors

Month 3

Process Mining Dashboard and Baseline Reporting

Month 4

Robot or Simulator Integration and Basic Orchestration

Month 5

European Pilot with Automation MRI

Month 6

Investor Demo Showing Before/After Process Data, Saving Potential and Experience Graph

14

Where Nexus Field OS Starts

The first target customers are European SMEs and mid-market industrial companies with repetitive operations, rising labor costs, fragmented data and clear automation potential.

Ideal Sectors

Manufacturing Logistics Packaging Food processing Warehousing Inspection Light assembly Industrial services

Buyer Personas

CEO COO Operations Director Innovation Manager Plant Manager Private equity operating partner

From Robot Deployment to Industrial Cognitive Infrastructure

Nexus Field OS turns every deployment into operational value, every device into a cognitive node and every real-world process into computable experience.