The Future of Generative AI: Ownership, Infrastructure, and Learning in Public
Hatched by Kazuki Nakayashiki
Aug 06, 2023
3 min read
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The Future of Generative AI: Ownership, Infrastructure, and Learning in Public
Introduction:
Generative AI has emerged as a rapidly growing market, with various players vying for their share of the pie. However, the question of ownership and sustainability in this space remains unanswered. In this article, we will explore the current landscape of generative AI, the role of infrastructure companies, and the importance of learning in public.
The Rise of Generative AI Applications:
Generative AI applications, such as image generation, copywriting, and code writing, have experienced remarkable growth, surpassing $100 million in annualized revenue. These applications have been driven by novelty and a multitude of use cases. However, while these companies are growing their topline revenues quickly, they often struggle with retention, product differentiation, and gross margins.
The Value of Infrastructure Companies:
Infrastructure vendors have emerged as the biggest winners in the generative AI market, capturing the majority of the revenue flowing through the stack. On average, app companies spend a significant portion of their revenue on inference and fine-tuning, either directly to cloud providers or to third-party model providers. This indicates that a considerable amount of revenue in generative AI goes to infrastructure companies.
Nvidia's Dominance:
Nvidia, with its data center GPU revenue of $3.8 billion, has established itself as a significant player in the generative AI space. The company's dominance in infrastructure highlights the lucrative and durable nature of this layer in the stack. While various moats, such as scale, ecosystem, and algorithmic moats, provide temporary advantages, it is yet to be seen if any layer of the stack will experience strong, direct network effects.
The Importance of Learning in Public:
Learning in public is not only altruistic but also the fastest way to learn, establish a network, and build a career. By sharing knowledge and documenting one's journey, individuals can benefit themselves while also contributing to the community. Being helpful on the internet and organizing information can have a significant impact, even surpassing the abilities of search engines like Google.
Overcoming Challenges:
While learning in public is encouraged, it is essential to acknowledge that some individuals may have personal safety concerns or other reasons to learn in private. However, for those who can engage in public learning, it is crucial to focus on one's needs and develop intrinsic drive instead of relying solely on external motivation. Embracing the discomfort of being wrong and learning from mistakes is an integral part of the process.
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