There is a moment in every platform shift when the opportunity is real but the evidence is incomplete. The technology works, but not perfectly. The market is forming, but not formed. The consensus view — the one you could defend in any committee meeting — is to wait. I have spent enough years around markets to know that this is precisely the moment when the most valuable decisions get made, and it is why I believe AI investing is, at its core, a discipline of conviction over consensus.
The edge disappears with the crowd
Consensus is comfortable because it is shared. But in investing, comfort and return tend to move in opposite directions. By the time an opportunity is obvious to everyone — when the category has a name, the conferences have a track, and the deals are oversubscribed — the early advantage is gone. What remains is competition on price, and price is the weakest form of edge an investor can have.
Platform shifts sharpen this dynamic to a point. Artificial intelligence is compressing product timelines so aggressively that the window between "too early to tell" and "everyone already knows" has never been shorter. The investors who matter in this era will be the ones who did their thinking before the crowd arrived — who formed a view when forming a view still required judgment rather than the recitation of an agreed-upon narrative.
"If you wait until the picture is complete, you are no longer investing. You are confirming."
What conviction looks like in a management team
Conviction is not volume, and it is not certainty. The loudest leader in the room is often the least examined. When I meet a management team, I am looking for three signals that, together, tell me their conviction is load-bearing rather than decorative.
- •Depth of understanding — They know the technology from the inside — what it can genuinely do today, not what the demo suggests it might do someday.
- •Honesty about limits — They volunteer where the system fails, where a human still belongs in the loop, and what would have to become true for the product to work at scale.
- •Rate of learning — The distance between what they knew last quarter and what they know now is large — and the trajectory is visible in the product.
A management team that scores well on all three does not need the market's permission to keep building. That independence — belief grounded in understanding rather than applause — is the raw material of every durable company I have studied.
My own act of conviction
I try to hold myself to the same standard. After more than two decades in investment and portfolio management — most recently at Richmond Capital Management — I had a career that consensus would have told me to keep. The prudent move was to stay. But the more time I spent with modern AI systems, the clearer it became that this was not another cycle to be traded around; it was a redrawing of the map. Leaving traditional asset management to work on AI full time, as CEO of Fifth Turn Capital, was my own version of the decision I now ask management teams to make: act on judgment before the evidence is complete enough to convince everyone else.
That experience shapes how I sit across the table. I know what it costs to leave a defensible position for an uncertain one, and I know the difference between a leader who has counted that cost and one who has not. More of that background is on my page, for those who want the longer version.
Why a focused portfolio
Conviction has a portfolio expression, too. A firm that spreads small stakes across every plausible company in a category is not expressing judgment; it is buying an index of the hype. At Fifth Turn Capital we keep the portfolio deliberately focused, because conviction that cannot be paired with real attention is just a watchlist. Fewer companies means we can know each one deeply — the technology, the customers, the management team's actual rate of learning — and it means our capital arrives with the operating help and honest counsel that established companies actually need. You can read more about how we work on our about page.
For the teams moving with conviction
If you are running an established AI-native company right now — while the category is still forming, while the skeptics still have the better talking points — you are exactly the kind of team this firm exists for. The consensus will arrive eventually; it always does. The question is what you will have built by then. If you are acting on conviction ahead of the crowd, I would like to hear from you.
