The Intersection of Generative Tech and Building Virality into Products

Kazuki Nakayashiki

Hatched by Kazuki Nakayashiki

Sep 20, 2023

3 min read

0

The Intersection of Generative Tech and Building Virality into Products

Introduction:
In today's rapidly evolving tech landscape, two key aspects stand out - generative technology and building virality into products. Generative tech, represented by the 5-layer tech stack, encompasses general AI models, specific AI models, and hyperlocal AI models. On the other hand, building virality involves incorporating features that encourage users to spread awareness and invite others to join. This article explores the commonalities between these two areas and provides actionable advice for entrepreneurs and product developers.

The Power of AI Models:
At the core of generative technology are AI models that create outputs in various domains such as text, images, videos, speech, and games. General AI models like GPT-3, DALL-E-2, Whisper, and Stable Diffusion are capable of handling broad categories of outputs. On the other hand, specific AI models focus on more specialized tasks like generating ad copy, song lyrics, or e-commerce photos. Hyperlocal AI models take specialization a step further, tailoring outputs to individual preferences or specific styles.

Data Network Effects and Defensibility:
While having proprietary and trusted data at the hyperlocal layer provides some defensibility, it's important to note that data network effects tend to asymptote over time. Competitors can find similar datasets and claim to offer similar outputs. Therefore, relying solely on data as a defensibility strategy may not be sustainable in the long run. However, it is crucial to explore data network effects at the hyperlocal layer to leverage proprietary data for a competitive advantage.

The Role of the API Layer or Generative OS:
The API layer or Generative OS acts as a bridge between applications and AI models, allowing applications to access the necessary models. This layer also enables the easy swapping of AI models, potentially leading to commodification. With thousands of applications expected to be built in the next two years, both incumbents and new companies will emphasize generative features, making it essential to be adaptable and keep an eye on competitors.

Building Virality into Products:
Virality plays a vital role in the success of modern products. By incorporating features that encourage users to invite friends, embed the product, and share content on social networks, entrepreneurs can create a viral loop that spreads awareness and drives user growth. Incentivizing both sides of the equation is crucial to ensure the success of the viral loop.

Actionable Advice:

  1. Product Speed: Emphasize launching the product quickly and iterate based on user feedback. Don't spend excessive time searching for the perfect dataset or model. Let the model learn and improve over time.
  2. Fundraising Speed: Find investors who align with your vision and are willing to sprint with you. Their support and resources can propel your product forward.
  3. Sales Speed: Aggressive sales efforts can help embed your product in the market and build network effects. Actively seek out customers, borrow ideas from competitors, and continuously improve your offering.

Conclusion:
The intertwining of generative technology and building virality presents exciting opportunities for entrepreneurs and product developers. By leveraging AI models at different layers, exploring data network effects, and incorporating viral features, businesses can create innovative products that captivate users and drive growth. However, it is essential to remain adaptable, continuously improve the product, and focus on the quality of the core mechanics to ensure long-term success in this dynamic landscape.

Sources

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