Beyond Blueprints: How Artificial Intelligence Is Revolutionizing 3D Form Exploration in Product Design

Sayan Madan

doi:10.36948/ijfmr.2025.v07i06.59897

Beyond Blueprints: How Artificial Intelligence Is Revolutionizing 3D Form Exploration in Product Design

Author(s)	Mr. Sayan Madan
Country	India
Abstract	This study examines how artificial intelligence (AI) revolutionizes 3D form exploration in product design through diffusion, implicit, and graph-based neural architectures. Traditional CAD tools restrict creativity within fixed geometric parameters, whereas AI enables designers to generate complex, manufacturable, and diverse forms. Using benchmark datasets and hybrid models, the research evaluates geometric fidelity, manufacturability, and creative diversity through metrics such as Chamfer Distance (CD), Form Diversity Index (FDI), and Manufacturability Index (MI). Results show that diffusion and Diffusion GNN hybrids outperform conventional GANs and VAEs in accuracy and novelty. User studies with industrial designers highlight that human–AI collaboration enhances ideation speed and creative satisfaction without compromising structural feasibility. The findings establish AI as a catalyst for co-evolutionary design where computational intelligence augments human intuition offering a scalable framework for interpretable, efficient, and ethically responsible generative design systems.
Keywords	Artificial Intelligence (AI); Generative Design; 3D Form Exploration; Diffusion Models; Graph Neural Networks (GNNs); Implicit Representations; Human AI Collaboration; Computational Creativity; Product Design; Machine Learning
Field	Computer > Artificial Intelligence / Simulation / Virtual Reality
Published In	Volume 7, Issue 6, November-December 2025
Published On	2025-11-15
DOI	https://doi.org/10.36948/ijfmr.2025.v07i06.59897

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Beyond Blueprints: How Artificial Intelligence Is Revolutionizing 3D Form Exploration in Product Design

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