How AI-native founders are designing their exits — deliberately, and from day one.
An opinion & working paper on AI-era exit strategy, deal structures and M&A.
Now in its Second Edition, optimized for AI-Native Founders.
Produced by Dougan Milne, MD Technology — Consortium House.
The AI era has compressed exit timelines, rewritten deal structures and concentrated capital to a degree no previous technology cycle approached — and the founders who build the exit into the DNA of the business from day one will capture the value the rest of the market is leaving on the table.
Consider the evidence of a single half-year. Cursor’s $60 billion sale to SpaceX — the largest venture-backed acquisition in history, four years from founding — while nearly half of all AI venture capital flows to a handful of frontier labs. The winners of this era will be extraordinary. The median outcome will be quiet. Exit planning is how you avoid discovering which one you are by accident.
“A round valuation is a compliment; an exit valuation is a wire transfer.”
Far from cynicism, that clarity is the mechanism that compounds value. The rational founder response is not to postpone the exit conversation, but to architect for it — to frame the company as “Exit Ready” from the beginning, treating exit readiness as a discipline built from day one, not a reaction to an inbound approach. Which, in this market, rarely calls ahead.
From the boardroom classic to the structure this cycle invented — each with its own clock, its own buyer, and its own price of admission. Tap a pathway.
The AI exit market is running two economies at once: a record-setting top end where the labs and hyperscalers pay for capability, and a quiet middle where the fundamentals still decide everything.
Capability-acquisition, not generic growth. Every file below is in the paper in full; the one-line lesson travels well on its own.
The lab whose models you build on is simultaneously a partner, a rival, and a potential buyer. Every tier reads a different first number — know which one yours is.
Deliberately provocative. Where a claim invites a counter-example, we say so — and we mean the invitation.