The Engineering Platform

Precision AI: Unified Design, Simulation & Production

Transform how engineers build—from 3D concept to validated production.
Adaptive, Explainable, and Sovereign-by-Design

EU Data Sovereignty Explainable AI (XAI) Traceable Simulations
Core Modules

Integrated Engineering Workspace

Five interconnected modules that transform your engineering workflow from concept to production.

3D Design Cockpit

3D Design Cockpit

Parametric modeling enhanced by Large Engineering Models (LEMs). Understand and refine complex meshes with role-aware agents that adapt to your engineering domain and workflow preferences.

Simulation Centre

Simulation Centre

Run multi-physics scenarios (thermodynamics, aerodynamics, electronics) by combining established solvers with ML/DL/RL surrogates for unprecedented speed.

Pre-Production

Pre-Production

Validate manufacturability, analyze risk, and generate BOM automatically. Ensure your designs are production-ready with AI-driven quality assurance and cost optimization.

Production Hub

Production Hub

Monitor, optimize, and trace every manufactured component via live telemetry. Close the loop from production back to design with real-time performance data and quality metrics.

ML Workbench

ML Workbench

Develop, train, and deploy machine learning models with our intuitive workbench. Leverage our library of pre-trained models and algorithms to accelerate your engineering workflows.

Manufacturing OS

Manufacturing OS

Streamline your manufacturing workflows with our operating system. Integrate with your existing tools and machines to optimize production planning, execution, and monitoring.

Insights Engine

Insights Engine

Unlock hidden insights from your engineering data with our advanced analytics engine. Identify trends, patterns, and correlations to inform your design and manufacturing decisions.

XAI

Explainable AI (XAI)

Understand every decision with transparent AI. Our XAI module provides clear insights into model predictions, ensuring trust and compliance in your engineering workflows.

Unified 3D • Simulation • Domain-tuned AI

EU Data Residency
Explainable AI (XAI)
Audit & Traceability
Security by Design
Pay-as-you-go
ENGINEERING WORKFLOW

How it works

Our platform guarantees First-Pass Manufacturability by streamlining the entire workflow from initial CAD design to deployable AI surrogates.

1

CAD Ingestion

Import your CAD models in standard formats (STEP, IGES, STL). Our vision models understand geometry, features, and engineering intent.

2

Simulation Setup

Define boundary conditions, materials, and physics models. Our AI assists in parameter selection based on your design goals.

3

Simulation Execution

Run high-fidelity simulations powered by physics solvers and accelerated by our distributed computing infrastructure.

4

AI Surrogate Training

Generate Physics-Aware Neural Networks (PANNs) that create fast surrogate models for rapid iteration.

5

Deployment & Integration

Export trained models via API for integration with your existing tools and workflows, with full explainability and audit trails.

PLATFORM CAPABILITIES

Core Features

Four essential capabilities that power your engineering workflow from design to deployment.

CAD Ingestion

Process complex 3D models from all major CAD formats with advanced geometry understanding.

  • Multi-format support (STEP, IGES)
  • Automatic feature recognition
  • Mesh optimization and repair

Simulation Orchestrator

Manage complex workflows across multiple physics domains with distributed computing infrastructure.

  • Multi-physics support
  • Parallel computing optimization
  • Automated meshing and setup

AI Surrogates

Physics-informed neural networks that provide real-time predictions. Reduce simulation time from hours to milliseconds.

  • Physics-constrained networks
  • Uncertainty quantification
  • Explainable AI predictions

Enterprise APIs

Integrate platform capabilities into existing workflows with comprehensive REST and GraphQL APIs.

  • Secure authentication
  • Webhook integrations
  • SDK support for Python, JavaScript
Advanced Intelligence & Governance

Key Capabilities

Advanced capabilities that set our platform apart in the engineering AI landscape.

Explainable AI Layer

Full control, EU-based compliance. Your data never leaves your designated jurisdiction with complete audit trails.

Explainable AI Layer

Knowledge Graphs

Full control, EU-based compliance. Your data never leaves your designated jurisdiction complete audit trails.

Knowledge Graphs

Reinforcement Agents

Full control, EU-based compliance. Your data never leaves your designated jurisdiction with complete audit trails.

Reinforcement Agents

Data Sovereignty

Full control, EU-based compliance. Your data never leaves your designated jurisdiction with complete audit trails.

Data Sovereignty

Pay-as-you-Go Cloud

Full control, EU-based compliance. Your data never leaves your designated jurisdiction with complete audit trails.

Pay-as-you-Go Cloud

Integrated Ecosystem

Full control, EU-based compliance. Your data never leaves your designated jurisdiction with complete audit trails.

Integrated Ecosystem
System Design

Platform Architecture

Three foundational pillars that make our platform scalable, secure, and seamlessly integrated.

Cloud-Native Architecture

Containerized microservices designed for scalability and resilience, enabling seamless handling of complex engineering workloads.

  • Kubernetes-based orchestration
  • Auto-scaling for dynamic workloads
  • High availability and fault tolerance

Enterprise Security

Data protection and compliance with robust security measures tailored for enterprise engineering environments.

  • SOC2 Type II compliance
  • End-to-end encryption
  • Role-based access control

Open Integration

Seamlessly connect with existing engineering tools and enterprise systems through flexible and secure APIs.

  • REST and GraphQL APIs
  • PLM and ERP connectors
  • SDKs for Python, JavaScript, C++
Performance Metrics

Measurable Results

Our engineering platform delivers quantifiable improvements across key performance indicators that matter to engineering teams.

Customer Feedback

What Our Clients Say

Leading engineering teams across industries are achieving breakthrough results with our platform.

"Neodustria's platform transformed our design process. The AI surrogate models reduced our simulation time from days to minutes, allowing us to explore 5x more design variants and ultimately deliver a 30% more efficient product."

MC

Dr. Michael Chen

Lead Engineer, Automotive Innovation

"The simulation accuracy is unmatched. We've been able to reduce physical prototyping by 40% while maintaining confidence in our designs. The platform's ability to handle complex multi-physics problems has been game-changing for our aerospace applications."

SJ

Sarah Johnson

Principal Engineer, Aerospace Systems

"What impressed us most was how seamlessly the platform integrated with our existing PLM systems. The API-first approach meant we could maintain our workflows while gaining the benefits of AI-powered simulation. Our team adopted the technology in weeks, not months."

TW

Thomas Weber

Director of Digital Manufacturing

Advantages

Why Choose Our Platform

Three key advantages that make our engineering platform the right choice for your team.

AI that Understands Physics

AI that Understands Physics

"Our models are physics-aware — not black boxes. Every prediction respects fundamental engineering principles and constraints."

  • Physics-constrained neural networks
  • Domain-specific knowledge integration
  • Validated against established solvers
Explainable by Default

Explainable by Default

"Every prediction, decision, and simulation is traceable. Full transparency for regulatory compliance and engineering confidence."

  • Complete audit trails
  • Decision explanation reports
  • Regulatory compliance documentation
Integrated Ecosystem

Integrated Ecosystem

"From 3D to manufacturing — no context lost, no data leakage. Seamless integration with your existing engineering tools."

  • CAD, PLM, ERP connectors
  • End-to-end workflow integration
  • Zero data silos
Enterprise Ready

Security & Explainable AI

Our platform is built with enterprise-grade security and explainability at its core, ensuring you maintain full control and transparency.

Enterprise Security

  • SOC2 Type II Compliant
  • End-to-end encryption
  • Role-based access control
  • EU data residency options
  • Audit logging and compliance reporting
  • Private cloud deployment available

Explainable AI (XAI)

  • Full model lineage tracking
  • Physics-constrained neural networks
  • Uncertainty quantification
  • Feature importance visualization
  • Simulation-to-surrogate validation
  • Regulatory compliance documentation
FAQ

Frequently Asked Questions

Neodustria provides a unified, cloud-native platform that eliminates data silos. Our core differentiation is Physics-Aware AI, which integrates physical laws into the models, guaranteeing higher accuracy and trustworthiness than black-box AI or fragmented legacy PLM systems.
We operate on a consumption-based OPEX model. You only pay for the compute resources and modules you actively use, eliminating the high upfront CapEx and recurring licensing costs associated with traditional industrial software. This significantly reduces your overall Total Cost of Ownership (TCO).
Sovereign-by-Design means our architecture is intentionally built within the EU, ensuring EU Data Sovereignty. All data is secured in ISO 27001-certified data centers and governed by strict role-based access control (RBAC), ensuring zero IP leakage and regulatory compliance.
We achieve this by establishing a Single Source of Truth (SSoT) and using AI Surrogates and multi-physics simulations early in the design phase. This rigorous virtual validation eliminates the need for costly physical prototypes, guaranteeing designs are production ready on the first pass.
Explainable AI (XAI) provides full auditability and traceability for every AI-driven decision and simulation result. In critical applications (like aerospace), engineers must understand why the AI made a recommendation. XAI ensures compliance and builds the necessary confidence to trust autonomous tools.
Yes. Our platform utilizes robust Enterprise APIs (REST/GraphQL) and industry-standard connectors to ensure seamless open integration with existing systems like CATIA, Siemens Teamcenter, or SAP. This ensures zero data silos and protects your prior investments.