Preferred Networks Secures ¥5 Billion Investment from Kodansha and Toei Animation to Advance Generative AI and Media Tech

Preferred Networks Inc., a Tokyo-based AI startup, has raised ¥5 billion (approximately $32 million USD) from a consortium of influential investors including Kodansha and Toei Animation. The funding will be used to accelerate the development of foundational generative AI models and specialized AI semiconductors. This strategic investment hints at a deeper collaboration between AI innovation and content production, particularly in the anime and entertainment industries.

Founded with a vision to blend AI with practical applications, Preferred Networks has quickly positioned itself at the intersection of cutting-edge machine learning and real-world use cases. The company has previously raised ¥19 billion in late 2024 from Mitsubishi Corporation and SBI Group, signaling sustained investor confidence.

Kodansha and Toei Animation are not just financial backers—they bring cultural capital and decades of storytelling expertise. Their involvement suggests future integrations of AI technologies in manga, animation, and other media pipelines. Preferred has been exploring AI-powered high-resolution 3D modeling techniques, especially for use in TV and film, by transforming hundreds of photographs into richly detailed digital environments.

Toei Animation is already working closely with Preferred on AI tools to assist in anime background generation, paving the way for greater efficiency and creative flexibility in content production. A new joint venture between the two companies is also being considered, which could redefine how animation studios approach pre-production and design workflows.

Other investors participating in this latest round include TBS Holdings’ investment arm, Sumitomo Mitsui Trust Bank, and Mizuho Bank, although detailed breakdowns of equity vs. loan contributions remain undisclosed.

This funding isn’t just about growth—it’s a bet on the transformative power of AI in Japan’s traditional media sectors. By collaborating directly with content creators, Preferred Networks aims to provide practical, scalable AI tools that blend seamlessly with existing production ecosystems. The convergence of AI, anime, and 3D content creation signals a new era in Japanese entertainment technology.

What Undercode Say:

The alliance between Preferred Networks and industry giants like Kodansha and Toei Animation reflects a pivotal shift in the Japanese technology landscape—AI is no longer an auxiliary tool, but a central driver of innovation in creative sectors. This partnership represents more than capital injection; it’s about building AI-native content ecosystems.

From a technological standpoint, the development of generative AI models paired with AI-specific semiconductors suggests that Preferred Networks is aiming to reduce reliance on overseas hardware and models—most notably, those developed in the US. This would align with Japan’s national interest in achieving digital sovereignty in foundational technologies.

The emphasis on 3D modeling using real-world imagery is particularly significant. As streaming services demand richer visual experiences and faster production cycles, AI-enhanced virtual production will likely become standard. Preferred Networks is betting on this future, and its tools could become a mainstay in animation and VFX workflows.

Toei Animation’s involvement is no accident. As one of Japan’s most prominent animation studios, its engagement signals a serious intent to embed AI deeply within content pipelines. Traditional animation is labor-intensive and time-consuming; integrating AI-generated backgrounds or layout assistance could dramatically reduce production times while preserving artistic quality.

Kodansha’s participation points toward similar opportunities in publishing. Manga production, for example, involves complex background work and asset management. AI could streamline this by offering layout suggestions, automatic shading, or even real-time collaboration between artists and AI systems.

Financially, Preferred’s mixed funding model—part equity, part debt—shows confidence from both venture investors and traditional banking institutions. The absence of detailed funding breakdowns is typical in Japan, where corporate culture often favors discretion, but the strategic value of these stakeholders is clear.

Preferred Networks has previously collaborated with other large corporations, such as Toyota, which used its AI technologies for autonomous driving. Now the pivot into creative sectors shows the company’s desire to diversify its application portfolio and influence.

For Undercode readers, this is an instructive case of AI expansion beyond the typical data center or enterprise environment. We’re seeing real AI deployment in cultural sectors—an area long thought to be insulated from automation due to its subjective nature. That’s changing fast.

There’s also a lesson here for startups: strategic partnerships with legacy content creators can fast-track adoption, especially if the tech genuinely enhances creativity instead of replacing it. The ideal AI product is not disruptive in the Silicon Valley sense, but integrative—augmenting existing workflows rather than upending them.

Undercode will continue monitoring Preferred Networks closely, especially if the rumored joint venture with Toei takes off. That move could produce Japan’s first AI-native animation pipeline, setting new benchmarks for efficiency and aesthetic quality.

This also reaffirms that Japan’s tech ecosystem is evolving. It may not move at Silicon Valley’s pace, but it moves with precision—and when the sectors of AI and media overlap in Japan, the results tend to be deeply impactful.

Fact Checker Results:

Preferred Networks has publicly confirmed the ¥5 billion funding, with Kodansha and Toei Animation as key investors.
The development of AI-generated 3D environments and anime background support tools is already in progress through past collaborations.
Specific funding splits between equity and loans are undisclosed, but multiple financial and media entities were involved.