Ep 82 - Valuation is a (Financial) Story, Here’s How to Get it Right, With Dan Gray

Most founders think about valuation backwards. They treat it as either a mathematical formula or an auction, when actually it's something much more fundamental: a story about risk and time that determines whether you'll survive long enough to succeed.

Dan Gray, who has spent years analyzing venture deals, argues that this misunderstanding creates a cascade of problems that can kill companies years after they raise money. The conventional wisdom treats valuation as a number to optimize in isolation. Gray's framework treats it as one variable in a multi-round chess game where the wrong early moves create impossible endgames.

The core insight is deceptively simple but widely ignored: investors want to fund growth, not risk reduction. "They want you to come to raise money having just derisked something and looking for money to then grow. They don't like you coming to them and saying, we need money to derisk this thing," Gray explains. This distinction shapes everything about how you should think about raise timing and sizing.

Most founders reverse this logic. They raise money to figure out whether their idea works, then wonder why investors seem unenthusiastic or offer unfavorable terms. The better approach is to raise exactly enough money to reach a specific derisking milestone, plus a small buffer, then return to market from a position of strength. This requires brutal honesty about what your next major milestone actually is and how much capital you need to reach it.

The math matters because dilution compounds across rounds. "Quite often, it might be that they give up too much equity early on, and then they struggle later in the life of the company. You know, they may get to the point where they have, like, real intensive CapEx later on if they're building something, and suddenly to raise the money for that part of the process, is a lot more expensive than they can manage," Gray notes. The expensive early round becomes a poison pill that makes later rounds prohibitively dilutive.

This connects to a broader misunderstanding about how valuation actually works. "Lots of people think of valuation either as a financial calculation. So you put in your financials and it outputs a number magically that is the perfect value for your company. Or they think of it as a market driven process where it's investors bidding against each other and if you're a more popular company, the valuation will raise higher." Both models miss the point. Valuation is a story about risk, and the best stories are about risk that has already been retired.

The tactical implications extend beyond fundraising strategy to investor selection. Gray advocates for targeting VCs who have recently raised funds rather than those three or four years into their investment cycle. "Usually better to try and raise money from a VC that has recently raised a fund rather than one that's in like year three or year four." Fresh funds have more deployment pressure and longer time horizons. Old funds are more selective and thinking about portfolio management across shorter time frames.

For deep tech companies specifically, this framework becomes even more critical because the capital requirements are higher and the timeline longer. Gray argues that reputation matters more in this segment because "one of the hallmarks of a great firm is that they've lasted for a long time." Contrarian deep tech investing requires sustained conviction across multiple market cycles. New firms might have the capital but lack the institutional patience to support companies through extended development timelines.

The practical framework is straightforward: identify your next major derisking milestone, raise exactly enough to reach it with a modest buffer, then return to market having reduced a major category of risk. Repeat this process rather than trying to raise massive rounds that fund multiple milestones at once. Each successful milestone should improve your story and your terms.

This approach requires founders to think like portfolio managers rather than lottery ticket holders. Every dollar raised has a cost in future dilution. Every milestone achieved changes your risk profile and therefore your valuation story. The goal is not to minimize the number of rounds or maximize early valuation, but to maintain enough equity ownership to make success meaningful while accessing enough capital to reach the next inflection point.

Watch for founders who talk about valuation as a mathematical optimization problem or who raise large rounds to fund multiple uncertainties simultaneously. These are signals that they may be setting up future problems. Look for founders who can clearly articulate their next major derisking milestone and who size their rounds accordingly. The discipline required to execute this approach often correlates with the discipline required to build successful companies.