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a16z has raised $1.1bn to invest in the physical layer of AI

Posted on August 28, 2026August 28, 2026 By Emily Chen No Comments on a16z has raised $1.1bn to invest in the physical layer of AI

a16z Raises $1.1 Billion for Hardware-Focused AI Fund

a16z has raised $1.1 billion to invest in the physical layer of AI, including chips, memory, networking, cooling, data centers, and home appliances. The Machine Age Fund is a bet that software is no longer the constraint in AI development.

Announced on August 28, 2026, the fund covers a wide range of areas essential for AI, from complete systems to unconventional AI startups like Nexthop, Volta, Atoms, and Mind Robotics.

Five partners, Ben Horowitz, Martin Casado, Raghu Raghuram, David Ulevitch, and David George, are behind the launch, signaling the fund’s importance.

The Shift in Deal Flow

a16z’s deal flow has seen a substantial shift, with hardware deals making up over 20% of their pipeline, compared to a marginal share previously.

The Argument for Hardware Investment

The investment thesis rests on physical constraints rather than market sizing. Compute density has increased significantly, leading to higher power consumption and growing demand for AI.

Key areas of interest include:

  • Memory and interconnect improvements
  • Power-efficient edge devices
  • Cooling, materials, electrical, and real estate infrastructure

Global Impact

The fund arrives in a year of significant activity for a16z, having announced over $15 billion in new funds in January, including a $1.7 billion investment.

Europe is particularly notable, with 63% of new capacity now located outside of traditional hubs, highlighting the need for innovative solutions in real estate, power distribution, and cooling.

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