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    Insights

    Insights for private market operators.

    Deep analysis on valuations, audit readiness, LP reporting, and operational excellence, written by people who have lived the fund back office.

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    Valuations & LP Reporting

    Your SAFE Converted. Do You Know What You Own Now?

    Angels get investor updates, K-1s and decks. What they rarely get is the paper showing what their SAFE turned into after the Series A. That can change.

    4 min read
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    Private Markets Operations

    What Does the Fund Get at $150 Million? Your CFO Shouldn't Need an Afternoon to Answer

    Every rumored exit starts the same fire drill: find the charters, rebuild the waterfall, answer "what if $175M?" The terms are in the documents already.

    4 min read
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    AI & Automation

    One Year In: What Building an AI-Native Company Actually Changed

    A year after starting GoodStream, a clean SOC 2 Type 2 report and seven things about building an AI-native company that surprised a seventh-time founder.

    4 min read
    A clean, home-built portfolio dashboard on a laptop screen, with a stack of executed documents (SPA, charter, side letter, convertible note) feeding into it from below through a single highlighted pipe labeled with a page reference.
    AI & Automation

    Build the Dashboard, Then Point It at Verified Data

    VCs are building their own portfolio dashboards. The numbers came out of documents, and one extraction pass gets them right about 63% of the time.

    3 min read
    Two valuation cards side by side, a faded "$26B, May" card and a bright "$48B, September" card, with a Q2 LP letter envelope sitting between them and a stock purchase agreement page underneath the bright card.
    Valuations & LP Reporting

    Cognition Doubled in Four Months and the Quarterly Mark Didn't Move

    Cognition went from $26B in May to $48B in September. A fund that marks every 90 days is guessing most of the year. Read the paper the day it lands.

    4 min read
    A stylized org chart of portfolio company nodes, two of them connected by a highlighted line, with a voting agreement page and an amended charter page pinned beneath the line as the source documents.
    Private Markets Operations

    Your Board Seat Map Should Build Itself

    The DOJ spent a year on two a16z board seats. Two portfolio companies drifted into competition and no system flagged it. The paper was in the folder.

    4 min read

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