The Economic Case for Generative AI and Foundation Models: Revolutionizing Industries and Unlocking New Behaviors
Hatched by Kazuki Nakayashiki
Sep 28, 2023
3 min read
2 views
The Economic Case for Generative AI and Foundation Models: Revolutionizing Industries and Unlocking New Behaviors
Introduction:
Generative AI has the potential to revolutionize various industries, ranging from language education to business operations. The economic value of this technology is expected to be transformative, with its impact positively correlated with the median wage of the industry. However, the historical challenge with AI lies in building attractive business models. While AI has shown impressive accuracy for well-defined tasks, humans often outperform AI in long-tail problems that require contextual understanding. This reliance on humans can be costly and difficult to scale, impacting gross margins. Despite these challenges, generative AI and foundation models offer immense potential for market transformation and the emergence of entirely new behaviors and markets.
Emergence of New Behaviors and Markets:
New user behaviors often underlie massive market shifts, and startups that cater to emergent consumer needs can flourish without having to compete against entrenched incumbents. Just as personal computers, the Internet, and smartphones disrupted traditional industries, generative AI holds the same transformative power. Companies like ChatGPT, Midjourney, and Character.AI have achieved unprecedented levels of adoption and revenue growth, indicating strong market demand for generative AI solutions. The use cases for generative AI are diverse, including creative content generation and companionship, and these applications are already being applied to large markets such as images, videos, music, games, and chat.
The Promise of Marginal Cost Reduction:
Generative AI promises to bring the marginal cost of creation to zero, similar to how microchips brought down the cost of compute and the Internet reduced the cost of distribution. As the marginal value of creation decreases, demand is expected to surge. The Jevons paradox, which has consistently held true in technological advancements, suggests that when the cost of a good with elastic demand decreases, the demand for it increases exponentially. This leads to more jobs, economic expansion, and better goods for consumers. Just as the microchip and the Internet had profound impacts on society, generative AI is poised to do the same.
Actionable Advice:
-
Embrace the Emergence of New Behaviors: Keep an eye on emerging consumer needs and behaviors that may be fertile ground for startups. Focus on catering to these needs and leveraging generative AI to create innovative solutions that can disrupt traditional markets.
-
Explore Use Cases Beyond Existing Markets: While existing markets provide a proof point for the value of generative AI, it is important to look beyond them. Historically, major economic shifts occur when capabilities and economics change dramatically. Therefore, explore new applications and industries where generative AI can offer significant value and transform the market.
-
Prepare for Marginal Cost Reduction: As generative AI reduces the marginal cost of creation, businesses should be prepared for increased demand. Identify areas where this technology can be applied to improve efficiency, productivity, and customer experience. Invest in AI capabilities and explore partnerships with generative AI companies to stay ahead of the curve.
Conclusion:
Generative AI and foundation models hold immense economic potential, with the ability to transform industries and unlock new behaviors. Despite the challenges of building attractive business models and the reliance on human involvement for accuracy, generative AI has already demonstrated its value through widespread adoption and revenue growth. By embracing the emergence of new behaviors, exploring use cases beyond existing markets, and preparing for the marginal cost reduction, businesses can harness the power of generative AI to drive innovation and stay competitive in a rapidly evolving landscape.
Sources
Hatch New Ideas with Glasp AI 🐣
Glasp AI allows you to hatch new ideas based on your curated content. Let's curate and create with Glasp AI :)
Start Hatching 🐣