Traditional valuation models assume growth decays over time. However, when a company at scale, like Databricks, begins to reaccelerate, it defies these models. This rare phenomenon signals an expanding market or competitive advantage, justifying massive valuation premiums that seem disconnected from public comps.

The case of Netflix in 2016, with a P/E over 300, shows that high multiples can reflect a company strategically sacrificing short-term profits for global expansion. Instead of dismissing such stocks as expensive, investors should use second-order thinking to ask *why* the market is pricing in such high growth.

Unlike Private Equity or public markets, venture is maximally forgiving of high entry valuations. The potential for exponential growth (high variance) means a breakout success can still generate massive returns, even if the initial price was wrong, explaining the industry's tolerance for seemingly irrational valuations.

Contrary to the instinct to sell a big winner, top fund managers often hold onto their best-performing companies. The initial 10x return is a strong signal of a best-in-class product, team, and market, indicating potential for continued exponential growth rather than a peak.

Dara Khosrowshahi's M&A experience taught him that great acquisitions often seem overpriced. Markets value companies on linear projections, but transformative companies grow exponentially. The key is to pay for the unseen "hockey stick" growth curve that the market misses, meaning you will always overpay relative to current sentiment.

Investing in a high-growth company like ClickHouse at a $15B valuation isn't complex; it's a direct bet on "growth persistence." The entire financial model hinges on the assumption that the recent, extreme growth rate will continue for another 2-3 years. Any premature deceleration invalidates the entry price.

Financial models struggle to project sustained high growth rates (>30% YoY). Analysts naturally revert to the mean, causing them to undervalue companies that defy this and maintain high growth for years, creating an opportunity for investors who spot this persistence.

Investors instinctively value the distant future cash flows of elite compounding businesses higher than traditional financial models suggest. This phenomenon, known as hyperbolic discounting, helps explain why these companies consistently command premium multiples, as the market behaves more aligned with this model than standard exponential discounting.

This provides a simple but powerful framework for venture investing. For companies in markets with demonstrably huge TAMs (e.g., AI coding), valuation is secondary to backing the winner. For markets with a more uncertain or constrained TAM (e.g., vertical SaaS), traditional valuation discipline and entry price matter significantly.