Frontier AI for manufacturing.

Build better products faster with a fully integrated AI stack for industrial engineering.

Talk to our industrial and manufacturing experts

Trusted by global manufacturing leaders.

Engineering intelligence, on your terms.

Enable the AI‑native product lifecycle to accelerate design, reduce simulation bottlenecks, and drive continuously optimized asset control without sacrificing IP or compliance.

Physics AI and data intelligence.

Move from disconnected tools and simulation bottlenecks to a connected engineering intelligence loop across design, digital models, and operational assets.

AI that drives connected workflows.

Launch multi-step agentic workflows that carry work from analysis through execution, coordinating tools, models, and systems while reducing manual handoffs.

Industrial-grade control, enterprise scale.

Deploy with mission‑critical governance and visibility, keep sensitive engineering data controlled, and scale from one workflow to company‑wide AI assistants and automation.

Compounding advantage.

Continuously sharpen your competitive edge with a modular, extensible platform that evolves with the frontier, coupled with applied AI experts that help you grow scalable AI capabilities and skills over time.

Put AI at the heart of the industrial engineering lifecycle.

Combine physics AI and engineering data intelligence in a continuous loop that improves real-world performance over time.

Design.

Bring CAD, PLM, and engineering documentation into a unified context. Teams can generate, iterate, and evaluate more design options within defined engineering constraints using your industrial knowledge. Test more variants faster, catch requirement conflicts earlier, and capture knowledge for reuse across programs.

Validation.

Add physics AI models to your simulation workflows—from CFD and structural FEM to coupled multi-physics—to reduce iteration time and compute cost. Accelerate FMEA, test planning, and simulation analysis to surface risks earlier, streamline compliance evidence, and shorten the path to certification and launch.

Production.

Connect engineering intent to execution across CAD, CAM, planning, and shop‑floor systems. Make faster, better‑grounded decisions when constraints shift, support operators with AI assistants, and improve stability across complex processes.

Quality and operations.

Bring inspection, sensor, operational, and in-field performance data into a continuous feedback system. Detect anomalies, identify root causes, and feed insights back across design, validation, and production—while enabling predictive maintenance and higher-uptime service models.

Mission-critical AI in practice.

Built to accelerate the next generation of industrial innovation.

Deploy and scale AI systems that understand your engineering data, coordinate complex workflows, and run on private infrastructure built for mission-critical product development.

Frontier AI tailored to your product lifecycle.

Customize frontier models on your engineering corpus and multimodal data including drawings, CAD/STEP, and simulation outputs to deliver domain‑aware reasoning across the lifecycle, plus unlock physics‑aware surrogate models to reduce solver bottlenecks where it matters.

Agentic workflows from engineering to execution.

Design and govern multi-step agentic workflows that coordinate tools, models, and systems from analysis through execution, with human-in-the-loop controls, evaluation, and audit trails that make automation dependable in mission-critical environments.

Private AI infrastructure at scale.

Access high-performance GPU capacity, reference architectures, and proven operating patterns in a private, Mistral-operated bare-metal environment, keeping sensitive data under control and enabling dedicated connectivity into your network for hybrid architectures as training and inference scale.

Accelerate simulations with physics AI.

Deploy physics AI models that replace costly solvers, reducing iteration time from hours to seconds while preserving accuracy.

Learn more about physics AI

NeuralWing.

Modify wing geometry to maximize aerodynamic efficiency.

NeuralMould.

Simulate injection moulding across geometries and materials.

Move from isolated AI experiments to industrial AI capabilities that compound across products, processes and programs.