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Research and reporting on tech, AI, early-stage investing and the startup ecosystem.

101 articles

  • Venture Math: The Power Law and What it Takes to Return a Fund
    Venture Capital2 min read

    Venture Math: The Power Law and What it Takes to Return a Fund

    In venture capital, returning a fund isn’t enough—LPs expect outsized returns to justify the high risk. Due to high failure rates and dilution, only a massive outlier (100x+) can make the math work, making power-law outcomes essential for top-tier fund performance.

  • Interest Rates & VC Capital Allocation
    Venture Capital1 min read

    Interest Rates & VC Capital Allocation

    Venture capital thrives in low-rate environments, but rising interest rates and strong public equity returns have made VC less attractive on a risk-adjusted basis. If high rates persist, LPs may shift capital away from VC—unless macro conditions or tech growth swing the pendulum back.

  • Inside the VC Machine: Roles, Incentives, and What They Mean for You
    Venture Capital3 min read

    Inside the VC Machine: Roles, Incentives, and What They Mean for You

    VC teams are structured with distinct roles and incentives—from analysts seeking career growth to GPs driven by fund performance and personal capital at stake. Founders should understand who they’re talking to during fundraising, recognizing that while junior team members are valuable allies, invest

  • Cracking the Code: Median ESOP Allocations and What They Mean for Your Startup
    Markets & Strategy1 min read

    Cracking the Code: Median ESOP Allocations and What They Mean for Your Startup

    A well-structured ESOP motivates employees and helps startups attract top talent, but it must be balanced to manage dilution for founders and investors. As your company grows, so should your option pool—aligning team incentives with long-term success is key to building a high-performing startup.

  • Optimizing Common Equity: Understanding the Dilution Impacts of an ESOP
    Venture Capital2 min read

    Optimizing Common Equity: Understanding the Dilution Impacts of an ESOP

    An ESOP is essential for attracting talent and aligning teams in early-stage startups, but its structure can significantly impact founder and investor dilution. Creating the ESOP pre-money protects new investors but dilutes existing shareholders more, so founders must strategically plan size and tim

  • Investors’ Edge: Preferred Shares Explained
    Venture Capital2 min read

    Investors’ Edge: Preferred Shares Explained

    Preferred shares give investors downside protection and priority in exits, while common shares are typically reserved for founders and employees. With tools like liquidation preferences and conversion options, preferred shares—especially participating ones—offer investors strong exit upside, making

  • Cap Table—the DNA of a Company’s Equity
    Venture Capital1 min read

    Cap Table—the DNA of a Company’s Equity

    A cap table is the foundation of your startup’s ownership, tracking how equity is distributed and how fundraising impacts it over time. Understanding it is critical, and using a dynamic model with SAFE, Series A, and ESOP scenarios can help founders make smarter equity decisions.

  • Equity: Choose Wisely, Raise Strategically
    Venture Capital1 min read

    Equity: Choose Wisely, Raise Strategically

    Venture funding can accelerate growth, but founders must be strategic with equity to avoid excessive dilution and misaligned investors. The best investors offer more than capital—aligning on vision and long-term value is key to maintaining a healthy cap table and founder motivation.

  • The SAFE Calculator
    Venture Capital2 min read

    The SAFE Calculator

    SAFEs let early-stage startups raise capital quickly by promising investors future equity, typically triggered during the next priced round or an acquisition. Key terms like valuation caps and discounts determine how much equity investors get.

  • Is the IRA Here to Stay?
    Energy2 min read

    Is the IRA Here to Stay?

    Despite Trump’s vow to repeal the IRA, a full rollback is unlikely due to economic gains in red states and internal GOP resistance; a partial repeal is more realistic. Even if scaled back, core clean energy incentives are expected to survive, keeping climate tech investment cautiously optimistic.

  • The Dry Powder Paradox: A Venture Capital Conundrum
    Venture Capital1 min read

    The Dry Powder Paradox: A Venture Capital Conundrum

    Venture capital is awash with dry powder, but too much capital chasing too few quality startups is inflating valuations and leading to rushed, inefficient investments. To avoid distorted returns and ecosystem imbalances, funds must prioritize strategic deployment over speed and hype.

  • The $157B OpenAI Valuation Bear Case
    AI & Models1 min read

    The $157B OpenAI Valuation Bear Case

    Critics argue OpenAI’s $157B valuation is overhyped, citing a lack of technical moat, intense competition from big tech and open-source models, and rapidly declining pricing power. Coupled with leadership turnover and an unsustainable 42x revenue multiple, the bear case sees OpenAI as more MySpace t

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