Contrary to the 'get in early' mantra, the certainty of a 3-5x return on a category-defining company like Databricks can be a more attractive investment than a high-risk seed deal. The time and risk-adjusted returns for late-stage winners are often superior.

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.

When a company is growing 10x or 50x year-over-year, obsessing over the entry multiple is a mistake. An initially 'insane' valuation can look cheap in retrospect. The primary focus should be on determining if the company is on an exponential curve; price is the least important factor in that equation.

Thrive's data shows the number of companies reaching $100B+ valuation grew faster last decade than those reaching $10B. This suggests it's a higher-probability bet to identify future mega-winners from an established pool of large companies than to pick breakout unicorns from a much larger, riskier field of thousands.

Top growth investors deliberately allocate more of their diligence effort to understanding and underwriting massive upside scenarios (10x+ returns) rather than concentrating on mitigating potential downside. The power-law nature of venture returns makes this a rational focus for generating exceptional performance.

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.

The standard VC heuristic—that each investment must potentially return the entire fund—is strained by hyper-valuations. For a company raising at ~$200M, a typical fund needs a 60x return, meaning a $12 billion exit is the minimum for the investment to be a success, not a grand slam.

The private market ecosystem exhibits extreme value concentration. Just 20 'platform companies' account for 80% of all private enterprise value, and a mere 4 companies are responsible for 65%. This power law reality dictates that being in these few key companies is all that matters for generating top-tier returns.

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.