Shares of Samsung Electronics surged 4.2% to €3,085 as investors digested the company's latest move to position its struggling foundry business at the center of the on-device AI wave. Samsung officially launched a joint development project with Arm for an on-device AI system-on-chip, with Arm providing AI accelerator architecture, Samsung's chip-design unit handling integration, and its foundry division set to mass-produce using 2nm technology. The deal matters because it gives Samsung something it desperately needs: a credible, high-profile customer pipeline for its most advanced manufacturing process.

An OpenAI Connection Would Change the Calculus Entirely. Market speculation suggests the end customer may be OpenAI, though none of the parties have confirmed this.

Industry insiders have pointed to OpenAI as the candidate, given its expected demand for dedicated AI chips as it expands edge AI offerings. If true, Samsung would gain a marquee reference customer — a powerful sales pitch to other AI companies shopping for an alternative to TSMC.

The Real Battle Is in the Factory, Not the Lab. Samsung's 2nm process uses next-generation transistor architecture that promises smaller, faster, more efficient chips. Samsung says its 2nm node is 5% faster, 8% more power-efficient, and 5% smaller than its prior 3nm technology. But the gap with TSMC remains wide: Samsung's foundry holds just 7.3% of global market share versus TSMC's 70.2%.

Foundry utilization has recovered to roughly 70–80%, with 2nm yield rates still a key variable for returning to profitability.

Analysts expect the foundry division to become profitable around 2027.

Arm's Involvement Lowers Samsung's Risk. The deal uses a limited-use license model, allowing Samsung to profit from both design and manufacturing.

This means Samsung's two chip divisions — design and manufacturing — collaborate within one project, embedding its advanced process into AI chip development and building a track record to win future orders. That vertical integration is Samsung's structural advantage over pure-play foundries.

A Pattern of Big Deals Signals Momentum — Not Yet Revenue. In July, Samsung signed a roughly $200 billion strategic partnership with Broadcom spanning memory and foundry through 2030. The Arm deal adds another layer. But investors should note these are frameworks, not purchase orders. The stock's recent climb from €2,885 to €3,085 in a week prices in considerable optimism. Until yields climb and wafers ship, Samsung's AI foundry story remains a compelling promise — not yet a proven profit engine.