Roundtable

Unlocking Local AI: How Existing PC Fleets Can Support Enterprise AI

November 9, 2026 12:30 pm - 2:00 pm EST
Data-driven.
People first.
Executive Engagement.

As organizations move from AI experimentation to broader deployment, the conversation is shifting from what AI can do to where workloads should run and how existing infrastructure can support them. Many enterprises already have growing fleets of AI-capable PCs, but these devices are typically viewed as individual endpoints rather than part of a broader AI infrastructure strategy.

Cloud AI will continue to play an important role, particularly for workloads requiring elastic scale or access to highly capable models. At the same time, sending every workload to the cloud can raise questions about cost, sensitive data, intellectual property, latency, and control. Current enterprise discussions increasingly position local and cloud AI as complementary parts of a hybrid architecture, with workload placement shaped by data sensitivity, latency, scale, and cost.
This creates a new opportunity for organizations with AI PCs already deployed or entering their refresh cycles. Rather than treating each PC solely as an individual productivity device, organizations can consider how available compute and memory across the fleet might support private AI workloads within the enterprise environment.
This interactive roundtable will explore how organizations can maximise the available compute across their existing PC fleets to support more local AI workloads and determine the right balance between endpoint, distributed, and cloud-based AI. Participants will discuss key considerations including data privacy, governance, cost predictability, workload placement, and the practical steps needed to turn existing PC fleets into a more active enterprise AI resource.
Join Intel and Cascadia for a peer discussion on how to unlock the potential of existing enterprise PC fleets to support local, private AI. Explore how local AI can complement cloud AI, which workloads are best suited to run closer to the enterprise, and what IT leaders should consider when building infrastructure for AI at scale.

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Speakers

Muthaiah Venkatachalam

Client AI SW Architect
Lead AI SW Architect for Intel Client computing systems with deep technical expertise in AI Ecosystems, find out more

Tate Berenbaum

Founder/CEO
Tate Berenbaum is a software engineer and founder with 10 years of experience building and scaling software find out more

Discussion Topics

1

Exploring which workloads are strong candidates for local or distributed AI, and how IT should determine which workloads remain local and which go to the cloud.

2

Examining how organizations can take advantage of hardware they already own, including the operational changes needed to turn AI-capable endpoints into shared infrastructure.

3

Considering the governance, security, and trust mechanisms required when AI runs across a fleet.

About Intel Corporation

Since 2022, Cascadia has built distributed software that makes many machines work as one to provide private AI infrastructure for the computers enterprises already own. Co-developed with Intel, their systems teach smaller, local machines to think together so companies can run powerful frontier AI models locally without depending on an external data center.

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Access to industry leading like-minded executives tackling similar initiatives

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Collaborate and network to gain expertise and experience on how to best act and succeed

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In-depth face time with the world’s leading tech companies pushing the boundaries to solve your challenges

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