Rethinking How XPUs Connect At Scale

Rethinking How XPUs Connect At Scale

Plaid is building a modular scale-up fabric that integrates XPUs more tightly within a system

The Problem

Compute is scaling. Connectivity isn’t.

Compute is scaling. Connectivity isn’t.

Every generation delivers more compute, more memory bandwidth, and more powerful XPUs. But connecting those XPUs still depends on an increasingly complex hierarchy of boards, switches, retimers, cables, connectors, and optics.

As systems scale, more of the power, cost, latency, and physical complexity moves into the network between processors.

The result: the system spends more resources moving data instead of computing.

Every generation delivers more compute, more memory bandwidth, and more powerful XPUs. But connecting those XPUs still depends on an increasingly complex hierarchy of boards, switches, retimers, cables, connectors, and optics.

As systems scale, more of the power, cost, latency, and physical complexity moves into the network between processors.

The result: the system spends more resources moving data instead of computing.

The Solution

Collapse the scale‑up network.

Collapse the scale‑up network.

Plaid’s Rack‑on‑Package architecture brings multiple XPUs together through a tightly integrated, high‑bandwidth fabric—replacing layers of local system connectivity with much shorter XPU‑to‑XPU links.

Instead of redesigning the processor, Plaid starts with existing XPUs and integrates the system around them. Compute, memory, power, cooling and connectivity come together as a modular scale‑up platform.

The result: more direct connectivity between XPUs, with less infrastructure in between.

Plaid’s Rack‑on‑Package architecture brings multiple XPUs together through a tightly integrated, high‑bandwidth fabric—replacing layers of local system connectivity with much shorter XPU‑to‑XPU links.

Instead of redesigning the processor, Plaid starts with existing XPUs and integrates the system around them. Compute, memory, power, cooling and connectivity come together as a modular scale‑up platform.

The result: more direct connectivity between XPUs, with less infrastructure in between.

Impact

System-Level Efficiency Gains

System-Level Efficiency Gains

~0X

More Efficient Interconnect

Short-reach package links enable far lower energy per bit.

~0X

Lower XPU-to-XPU Latency

Direct package-level links replace longer board / cable / switch paths.

~0X

Lower Scale-Up BOM

Switches, cables, connectors and components are reduced or eliminated.

Supported By

OUR AMAZING TEAM

Vision + Expertise + Experience

Vision + Expertise + Experience

  • user pic

    Pratik Nimbalkar

    CEO & Co-founder

  • user pic

    Lakshmi Vijaykumar

    CTO & Co-founder

  • user pic

    Peter Huang

    COO / CBO

  • user pic

    Rao Tummala

    Advisor

  • user pic

    Mark Popovich

    Advisor

  • user pic

    Eelco Bergman

    Advisor

  • user pic

    Choon Lee

    Advisor

user pic

Pratik Nimbalkar

CEO & Co-founder

user pic

Pratik Nimbalkar

CEO & Co-founder

user pic

Lakshmi Vijaykumar

CTO & Co-founder

user pic

Peter Huang

COO / CBO

user pic

Peter Huang

COO / CBO

user pic

Rao Tummala

Advisor

user pic

Mark Popovich

Advisor

user pic

Eelco Bergman

Advisor

user pic

Choon Lee

Advisor

user pic

Eelco Bergman

Advisor

user pic

Choon Lee

Advisor

CONTACT

Let's Connect!

Let's Connect!