The Elephant in the Room: The Myth of Exponential Hypergrowth and the Future of Search

Kazuki Nakayashiki

Hatched by Kazuki Nakayashiki

Aug 16, 2023

5 min read

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The Elephant in the Room: The Myth of Exponential Hypergrowth and the Future of Search

When it comes to high-growth companies, there is a common misconception that their growth follows an exponential pattern. However, this is far from the truth. In reality, high-growth companies experience quadratic growth, not exponential growth. This phenomenon is known as Growth Decay or Growth Persistence.

As Benjamin Brewster aptly puts it, "In theory, theory and practice are the same. In practice, they're not." While exponential growth may seem like the correct model for the core growth mechanism of a product, it is important to recognize that it cannot continue growing exponentially indefinitely. This is because every product, no matter how successful, eventually runs out of market.

To understand this concept better, let's take a look at the logistic curve. In the early days of a product, when it is far from reaching its market saturation point, the growth curve appears exponential. However, as the product penetrates around 25% of the market, the curve starts to flatten into linear growth. This is due to the tension between the exponential force of growth and the decreasing number of potential customers.

Eventually, the growth curve levels out at what is known as the "carrying capacity," which represents the fully-saturated market. This phenomenon is not limited to products; it also applies to biological viruses infecting a population. To continue growing, at-scale companies often need to invest billions of dollars in increasing the size of the market or finding new markets altogether.

One way to visualize this growth pattern is through Elephant Curves. By plotting growth as market share, we can see how the carrying capacity of the underlying market can change over time. In the early stages, it is crucial to focus on winning market share in one space, creating the first Elephant Curve. However, as the product matures, more drastic measures are required, such as developing wholly new products or significant updates to address new markets.

While marketing-driven growth has its place, it is essential to recognize the power of word-of-mouth-driven growth. Not only is it more cost-effective, but it also grows automatically as the company expands. Therefore, it is worth investing time and effort into building word-of-mouth into the product itself, rather than relying solely on the marketing team.

John Wanamaker once famously said, "Half my advertising is wasted. I just don't know which half." This statement highlights the inefficiencies of traditional marketing methods. In contrast, word-of-mouth-driven growth is inherently more effective and sustainable.

Now, let's shift our focus to the future of search. Currently, the search experience is primarily centered around generic searches on the internet. However, there are several missing components that need to be addressed. Firstly, there is a lack of clear definitions and examples when it comes to differentiating between content search and recommendation.

Additionally, the current search landscape lacks a comprehensive understanding of categories and verticals. By narrowing down the search scope or focusing on specific verticals, users can improve the signal-to-noise ratio and find more relevant information.

Curiosity is a natural human desire that drives us to acquire knowledge. To cater to this innate curiosity, people often curate information they have searched for in the past. By creating a curated bucket of relevant information, individuals can save time and avoid information overload.

When curating information, two important aspects come into play: quality and scope. Maintaining the quality of the curated bucket can be achieved through social accountability. By associating public aspects with the curated content, users can ensure that the information they share is reliable and valuable.

Interestingly, the word "curate" and "curious" are derived from the same Latin word, "cura," meaning care. This connection highlights the importance of carefully selecting and organizing information. In the case of the "In-cura-net," an interest graph and social graph can be utilized to search for information within curated buckets.

The future of search lies in vertical search through high-quality curated buckets, which we can refer to as the "in-cura-net." By leveraging interest graphs and social graphs, users can tap into curated content that aligns with their specific interests and needs.

In conclusion, the myth of exponential hypergrowth in high-growth companies has been debunked. Instead, these companies experience quadratic growth, which eventually levels out at the carrying capacity of the market. To drive sustainable growth, it is crucial to invest in word-of-mouth-driven growth and continuously adapt to new markets.

Moreover, the future of search lies in vertical search through curated buckets, utilizing interest graphs and social graphs. By curating and organizing information, users can enhance the search experience and find more relevant and valuable content. To make the most of this future, here are three actionable pieces of advice:

  1. Emphasize word-of-mouth-driven growth: Invest in building a product that naturally encourages sharing and referrals. Leverage the power of satisfied customers to drive sustainable growth.

  2. Explore vertical search: Instead of relying solely on generic searches, narrow down the search scope and focus on specific verticals. This will improve the signal-to-noise ratio and provide more relevant search results.

  3. Curate and organize: Take the time to curate and organize the information you search for. By creating a curated bucket of valuable content, you can save time and avoid information overload in the future.

By implementing these strategies, companies and individuals can navigate the complexities of growth and search in the modern world. The key is to recognize the limitations of exponential hypergrowth and adapt to the realities of quadratic growth, while also embracing new search methodologies that prioritize quality and relevance.

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