Generative Design

Design alternatives generated from CAD and simulation data optimize weight, strength, and manufacturability

Business impact

• Product creation lead time — Shortens development cycles by automating design iteration and evaluation processes
• Product development cost — Lowers costs through material optimization and reduced prototyping needs
• Weight reduction — Achieves lighter components by optimizing material distribution and geometry
• Strength improvement — Enhances structural performance by evaluating multiple design alternatives for durability
• Material usage — Minimizes waste by generating efficient designs tailored to manufacturing constraints
• Design efficiency — Improves design workflows by integrating AI with CAD and simulation tools
• Sustainability — Supports eco-friendly designs by optimizing energy use and reducing carbon footprint

Data requirements

• CAD models (Code) — Provide geometric and parametric design inputs for generative algorithms
• Simulation data (CAE/FEA/CFD) (Numeric) — Offer performance feedback to evaluate and optimize design alternatives
• Material properties databases (Structured) — Inform constraints and optimization criteria for strength and weight
• Manufacturing constraints (Structured) — Define feasible design parameters based on production capabilities and costs
• User feedback and preferences (Text) — Incorporate human input to guide design goals and usability considerations

AI methods and techniques

• Generative AI — Generates multiple design alternatives based on input constraints and objectives
• Predictive AI — Predicts performance outcomes to guide iterative design improvements
• Agentic AI — Autonomously explores design space and optimizes solutions with minimal human intervention

AI models and model families

GPT-4o, Claude, Llama, Custom deep learning models for simulation surrogates

Industries

Real-world evidence

16 documented case studies on record.

Companies using this: Airbus SE, Baytree, Daiwa House Industry, General Motors, Gensler, Kartell, MX3D, New Balance, Pelli Clarke, Pelli Clarke Pelli Architects, RESTOR University Birmingham University Cambridge Chetwoods Architects, Siemens AG, Stanley Black & Decker, Transcend Software Inc, University Stuttgart and 1 more.