Micro EV Tractor Born from Co-Creation with Yamaha Motor – Addressing IP Management in the Era of Generative AI [From Silicon Valley, Vol.7]

As the Co-Founder and Chief Design Officer of Final Aim, a startup operating in the U.S. and Japan, I have been leveraging cutting-edge technology to redefine design and manufacturing. One of the most rapidly evolving technological fields in recent years is Generative AI. Across industries, including the automotive sector, Generative AI is reshaping business strategies, planning, and design processes, unlocking new potential.

Through our recent collaboration with Yamaha Motor, we explored the frontiers of AI-driven development. While previous articles have highlighted the design process and outcomes, this article focuses on an increasingly critical issue: intellectual property (IP) management in the age of Generative AI.

TEXT : Yasuhide "Yasu" Yokoi PHOTO:YAMAHA, Yasuhide "Yasu" Yokoi

Generative AI and IP: A New Challenge in Design

As previously discussed, Generative AI is transforming the design landscape. In our project with Yamaha Motor, AI-generated mobility designs garnered attention but also introduced complex IP management challenges.

To address these challenges, we integrated our proprietary online design and IP management platform, “Final Design,” ensuring proper utilization of Generative AI and effective IP protection. This article explores practical insights into IP risks, solutions, and the future potential of AI-driven design.

The Micro EV Tractor born from co-creation with Yamaha Motor
AI-driven design and its unique characteristics
By leveraging Generative AI, we rapidly generated an extensive array of design concepts

IP Challenges and Solutions in the Era of Generative AI

Generative AI analyzes and learns vast datasets to generate new designs and concepts within minutes. While this offers immense creative potential, it raises legal and intellectual property concerns.

  • Ownership of AI-Generated Designs

A fundamental question arises: Who owns the rights to AI-generated designs? Under current IP laws, if human creativity and intent are not sufficiently demonstrated, AI-generated outputs may not qualify for copyright protection. In cases where Generative AI autonomously produces content without human intervention, ownership remains unclear. This ambiguity can complicate the legal recognition and commercialization of AI-generated designs.

  • “Similarity” and “Access” of Existing Copyrighted Materials

In copyright law, the key factors for determining infringement are typically similarity (substantial similarity in expression) and access (whether the creator had access to the original work). Generative AI may create outputs that are substantially similar to existing copyrighted works. If such similarity is combined with evidence of access to the original work, it could raise concerns about potential copyright infringement.

Practical Solutions for Managing AI-Generated Designs and IP

  • Managing the Design Process and Documenting AI Utilization

To legitimately claim ownership and avoid IP conflicts, designers must meticulously document their use of AI. This includes:
– Who used the AI system
– Which AI tool was used
– What prompts (text inputs) were provided
– What reference images were incorporated
– How the final output was modified and refined
These records serve as critical evidence in asserting human creative contribution and ensuring compliance with copyright laws.

  • Reviewing AI Service Providers’ Terms of Use

AI platforms have varying terms regarding content ownership. Some waive copyright claims, while others assert ownership over AI-generated works. Users must carefully review service agreements to prevent potential conflicts over IP rights.

International Legal Perspectives on Generative AI and IP

The challenges related to the use of Generative AI, including the management of design data and record-keeping, are concerns not only within Japan but are also gaining significant attention globally. Organizations such as the WIPO (World Intellectual Property Organization) and the U.S. Copyright Office, similar to Japan, have issued guidelines to promote the proper use and management of Generative AI.

These global regulatory efforts highlight the importance of AI governance and IP protection, emphasizing transparency, accountability, and compliance.

Japan’s Agency for Cultural Affairs: “Copyright Seminar on AI and Copyright”

World Intellectual Property Organization (WIPO): “Generative AI Navigating Intellectual Property”

United States Copyright Office: “Copyright Registration Guidance: Works Containing Material Generated by Artificial Intelligence”

WIPO “Generative AI Navigating Intellectual Property”

How Final Design Managed IP in the Yamaha Motor Project

Final Aim’s proprietary platform, Final Design, seamlessly manages design processes and intellectual property in AI-driven projects.
Specifically, through its key functions, it realizes a new approach to managing design and IP in Generative AI utilization.


・   Recording and Visualizing the AI-Generated Design Process
     It records and manages the entire generation process, including which
     Generative AI tool was used, what prompts and reference images were
     provided, when the data was generated, and who the creator was.    

  Furthermore, it securely stores and tracks important design-related contracts
  and other key documents related to intellectual property.
  The platform ensures that the transition from AI-generated ideas to human
  creativity and the process leading from final design to engineering and
  manufacturing data remains fully visualized and traceable. Thus, it maintains a
  verified and transparent record of proper AI usage.

Centralized management of critical data—final designs, intermediate outputs, contracts, and intellectual property—generated during the use of generative AI, with tamper-proof integrity.
  • Supervision by Leading Global IP Attorneys and Experts
    Leveraging our presence in both the U.S. and Japan, the platform is supervised by top-tier international law firms and intellectual property attorneys to meet the highest legal and compliance standards globally. Additionally, it incorporates blockchain and smart contract technologies to ensure the highest level of transparency and resistance to data tampering, providing unparalleled protection for designers and creators.
Supervised by one of the world’s leading law firms to ensure the protection of designers’ rights

In this project with Yamaha Motor, Final Design played a crucial role in ensuring transparency in AI utilization, reducing overall IP risks, and securing the intellectual property of the final designs.
Specifically, the platform meticulously recorded and managed all data utilized in Generative AI processes. The system allowed for a complete and traceable record of how AI-generated ideas evolved, incorporating Yamaha Motor’s expertise and contributions from designers, engineers, and other project members.
Furthermore, it securely stored the entire workflow, from final design to engineering and manufacturing data, in a tamper-proof format, ensuring that all records remain immutable.

Ultimately, throughout the project, the “Final Design” platform enabled the appropriate management of AI-generated outputs, significantly reducing intellectual property risks. It also established a framework that allows AI-generated designs to be legally and securely utilized in the future.
The integration of Generative AI and human creativity was further strengthened, allowing designers to make informed creative decisions based on AI-generated ideas, thereby realizing groundbreaking design innovation.

Centralized management of designs by generative AI and their processes
Not only contracts and images, but also 3D data related to design and manufacturing are securely managed with tamper-proof integrity, ensuring intellectual property rights of the final design

Designers at the Center, Pioneering the Future Alongside Generative AI

The collaboration between design, Generative AI, and intellectual property in the Yamaha Motor project serves as a guiding light for the future of design. Not only was the quality of the output significant, but the value of the entire process itself was immense. From now on, designers will not only need the ability to understand and utilize advanced technologies such as Generative AI and blockchain but also be required to possess comprehensive knowledge that includes intellectual property. Furthermore, it will be essential for them to apply these technologies both ethically and creatively, leveraging them with wisdom and insight.

Design is no longer a process that exists in isolation. It is evolving into a comprehensive and integrated activity that must seamlessly collaborate with hardware, software, web technologies, and AI, requiring close cooperation with legal and intellectual property experts. Designers themselves will need to adapt to this evolution, harnessing a broad range of knowledge and insights to take on a leading role in shaping the future.

The Yamaha Motor project’s example has demonstrated that overcoming complex challenges leads to new possibilities that push design to the next level. The knowledge and experience gained from this project have proven invaluable assets in paving the way for the future of design.

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著者プロフィール

横井 康秀 Yasuhide “Yasu” Yokoi 近影

横井 康秀 Yasuhide “Yasu” Yokoi

横井 康秀/Yasuhide “Yasu” Yokoi
株式会社Final Aim 共同創業者 兼 最高デザイン責任者。日本生まれオ…