Next Step for Equipments & Systems
Features solution
Design, build, deploy, and operate your Agentic Digital Twin for excellence of critical and industrial systems.
TwinForgeAI platform is a solution for defining your Autonomous Digital Twin strategies based on Agentic AI, for :
- predictive maintenance and real-time fault characterization
- monitoring, optimizing, alerting you of system failures, and defining which procedures it can execute autonomously;
- the architecture for deployment, data processing, and supervision of Agentic Digital Twins and stakeholders in your organization.
Make your system and equipment autonomous in its operational environment and mission context by coupling the Agentic Digital Twin with your system and under your authority.
System interface and data collection module
The Agentic Digital Twin measures physical and logical variations in the system and its operational context, with updated fault predictions. It reevaluates priorities and strategies according to the mission, situation, or orders received, including in degraded mode.
Data-Processing module
The Agentic Digital Twin captures the state of the system in real time and acts autonomously, capable of making decisions locally without immediate human intervention, while taking into account the operational context and mission orders received from the authority.
AI & simulation module
The Agentic digital Twin uses local data to predict failures, trigger preventive actions, or dynamically adapt operations. The result: fewer breakdowns and optimized life cycle.
Agentic Module
Agentic AI remains explainable, observable, and accountable. It collaborates with humans, follows their priority orders (if available), and writes understandable reports on the decisions made. It will choose the best screen, media channel, and most optimized XR device to communicate with human operators, even in degraded mode.
Alerting configuration module
Our in-situ Agentic Digital Twin operates independently within your private cloud [isolated or private network] or isolated systems, ensuring mission continuity even in degraded connectivity. With contextual awareness and secured autonomy, it guarantees data sovereignty, operational safety, and system-level resilience under all conditions.
UI/Xr configuration & situational service module
By integrating the Agentic Digital Twin at the design stage, you secure high-integrity data flows for AI processing, enable continuous analytical monitoring and certified alerting — while maintaining full visibility over your operational cost model, enforcing end-to-end QoS commitments, and reaching high standards in technical support quality throughout the asset life cycle.
Design to deployment
"A shared lifecycle where engineers, maintainers, operators, and mission planners co-design and deploy the Agentic Digital Twin with its system."

Design & Coupling
Engineering team, industrial equipment manufacturer, instrumentation, metrology, test bench
- Model the Agentic Digital Twin (logic, data, behaviors, physical quantities, sensors). Perception, reasoning, and action capabilities.
- Coupling with real equipment (flows, connectors, observable functions). Connection to sensors, actuators, data flows. Synchronization with the machine's operating cycle. Protocol compatibility verification. Alignment with the physical, logical, and network environment.

Deployment
Integrator, industrial OT/IT, technical domain authority
- Deployment, refers to the on-site installation of te pair of the Agentic Digital Twin and its physical system. Placing the unit in its real production environment, physical integration, environmental compatibility and initial network/system accessibility, in preparation for mission-readiness validation.
- Digital Commissioning.

Mission Activation Operations
Mission authority, control center, maintenance, operational safety, support, field team
- Define the mission, the mission defines performance objectives, failure monitoring, autonomy levels, alert and human collaboration.
- Engage the Agentic twin, activation of autonomous services and start of nominal mode.
- Supervise & Collaborate, xR/UI interaction. Monitoring of Agentic decisions and human acknowledgment.
- Adapt & Evolve, Continuous learning and compare fleet of equipments/Agentic DTs community. Reconfiguration of scope. Model revision of failure monitoring code and troubleshooting process codes.
Keys benefits
Onboard processing is a key enabler to meet the sovereignty, security, and operational continuity requirements of critical projects.
By ensuring that data is processed locally, directly within the system, this approach avoids exposure to third-party cloud infrastructures and guarantees full control over the data lifecycle. It addresses growing digital sovereignty obligations, particularly in sensitive sectors such as sensitive sites, space, energy, and critical infrastructure.
Beyond security, onboard processing also enhances the performance and reliability of isolated and autonomous systems by enabling them to operate optimally even in disconnected environments. It ensures the availability of critical functions under degraded conditions and contributes to the overall resilience of field-deployed systems.
Real-time adaptation
The Agentic Digital Twin measures physical and logical variations in the system and its operational context, with updated fault predictions. It reevaluates priorities and strategies according to the mission, situation, or orders received, including in degraded mode
Contextual Decision-Making Autonomy
The Agentic Digital Twin captures the state of the system in real time and acts autonomously, capable of making decisions locally without immediate human intervention, while taking into account the operational context and mission orders received from the authority.
Anticipation and Responsiveness
The Agentic digital Twin uses local data to predict failures, trigger preventive actions, or dynamically adapt operations. The result: fewer breakdowns and optimized lifecycle
Human-machine collaboration in situational intelligence
Agentic AI remains explainable, observable, and accountable. It collaborates with humans, follows their priority orders (if available), and writes understandable reports on the decisions made. It will choose the best screen, media channel, and most optimized XR device to communicate with human operators, even in degraded mode
Autonomous Mission Continuity. Sovereign by Design
Our in-situ Agentic Digital Twin operates independently within your private cloud or isolated systems, ensuring mission continuity even in degraded connectivity. With contextual awareness and secured autonomy, it guarantees data sovereignty, operational safety, and system-level resilience under all conditions.
Explainability – Traceability – Operational Control
By integrating the Agentic Digital Twin at the design stage, you secure high-integrity data flows for AI processing, enable continuous analytical monitoring and certified alerting — while maintaining full visibility over your operational cost model, enforcing end-to-end QoS commitments, and reaching high standards in technical support quality throughout the asset lifecycle

System, Twin, and Human evolve together
The cooperation between the human operator, the Agentic Digital Twin, and the system opens new perspectives in system intelligence — enabling greater precision in perception, decision-making, and action, to push back uncertainty.
Human - System - Agentic Digital Twin