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Illustration for: AI Infrastructure's Real Exit Ramp Is M&A, Not IPOs
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AI Infrastructure's Real Exit Ramp Is M&A, Not IPOs

Three separate deals in the past week -- Nscale buying Anyscale, Okta buying Permiso, and IonQ closing on SkyWater -- show strategic acquisitions, not public listings, are becoming AI infrastructure's dominant exit path this cycle.

TC
Trace Cohen
Early-stage VC & angel · Founder, New York Venture Partners
August 3, 2026
2 min read
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THE RUNDOWN

1

Nscale agreed to acquire Anyscale, commercial steward of the open-source Ray framework, for roughly $1.65 billion, buying the orchestration software layer that sits on top of its own power and GPU infrastructure

2

Okta agreed to acquire AI identity-security startup Permiso for roughly $200 million in an almost all-cash deal, just months after Permiso publicly launched its flagship AI-agent-sandboxing product

3

IonQ closed its $1.8 billion cash-and-stock acquisition of SkyWater Technology after the FTC deadlocked 3-3 and let the deal proceed, giving IonQ its own domestic chip foundry rather than relying on outside partners

4

All three deals share a structure: an incumbent with distribution or infrastructure buys a younger company's specialized software or hardware capability outright, rather than that company building toward an independent public listing

TC

The VC Read · Trace's Take

Trace Cohen

Permiso going from public launch to a $200M Okta acquisition in a matter of months is the tell -- nobody's willing to wait 18 months anymore to build AI-agent security in-house, and that urgency is turning M&A into the default exit ramp for infrastructure and security startups well before they'd be ready for an independent IPO. If you're building in this lane, the real question isn't 'can I get to an S-1' -- it's 'which three or four strategic buyers would move fastest, and am I building something that fits neatly inside their existing platform.'

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Analysis

Three acquisitions closed or were agreed within days of each other, and together they say something about AI infrastructure exits that no single deal shows on its own: Nscale agreed to buy Anyscale, the commercial steward of the open-source Ray framework, for roughly $1.65 billion. Okta agreed to buy AI identity-security startup Permiso for roughly $200 million. And IonQ completed its $1.8 billion acquisition of chip foundry SkyWater Technology after a deadlocked FTC let the deal proceed unconditionally.

Each deal looks different on the surface -- orchestration software, identity security, semiconductor fabrication -- but the underlying logic is identical: an incumbent with existing infrastructure, distribution or capital is buying a specialized capability outright rather than waiting for that target company to reach an independent public listing, or building the capability in-house. Nscale gets Anyscale's engineering team and enterprise customer base (Coinbase, Runway, Bedrock Robotics) instead of building LLM orchestration internally. Okta gets a working AI-agent-sandboxing product that only publicly launched months earlier, rather than spending a year or more building comparable tooling from scratch.

“Nscale gets Anyscale's engineering team and enterprise customer base (Coinbase, Runway, Bedrock Robotics) instead of building LLM orchestration internally.”

For founders in AI infrastructure and security specifically, this is worth internalizing early: the fastest, most reliable path to a real return in this cycle increasingly runs through being acquired by a company that already has the customer relationships and balance sheet to close quickly, not through an independent IPO process that can take years and depends on public-market appetite holding up. Permiso went from public launch to acquisition in a matter of months -- that's not a company that ran out of independent options, it's a company that had a strategic buyer with obvious synergies show up fast.

The risk for the broader ecosystem is concentration: if the largest, best-resourced infrastructure and platform companies keep absorbing the most capable specialized startups before they reach real independent scale, fewer AI infrastructure companies actually make it to a public listing on their own, and the category's public-market comparables stay thin. What to watch: whether this M&A pace continues through the rest of 2026, and whether any of the three acquirers (Nscale, Okta, IonQ) eventually bundles its acquired capability into a broader platform pitch ahead of its own IPO.

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@Trace_Cohen·t@nyvp.com