October 2, 2026

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Singapore Opens First High-End AI Chip Substrate Plant

3 min read
Broadcom and Toppan's AST venture has opened Singapore's first high-end FC-BGA substrate plant in Jurong, targeting the AI chip packaging bottleneck. Learn more.

Singapore now has its first factory for the high-end substrates that AI chips sit on. Advanced Substrate Technologies, a joint venture between Japan’s Toppan Holdings and Broadcom, opened the Singapore chip substrate plant in the Jurong Lake District on September 29, giving the region a new source of a component that has quietly become one of the tightest bottlenecks in the AI supply chain.

Why substrates matter for AI chips

A flip chip ball grid array, or FC-BGA, substrate is the layered board that connects a large processor die to the rest of the system. The biggest AI accelerators and networking chips need enormous, extremely flat substrates with many wiring layers, and only a handful of suppliers in Japan, Taiwan and Korea can make them at the top end. Demand from AI, networking and high-performance computing has outrun that capacity for two years, which is why substrate shortages show up in chip lead times as surely as HBM memory does.

What opened in Jurong

According to TechNode Global, the roughly 95,000 square meter facility at 9 Pesawat Drive is the first in Singapore able to produce high-end FC-BGA substrates and the Toppan Group’s first such plant outside Japan. AST has hired more than 300 engineers and technicians so far and plans to keep recruiting as it ramps to high-volume manufacturing by late 2026.

Broadcom, which designs custom AI accelerators for hyperscalers as well as the switch silicon inside AI clusters, is both investor and anchor customer. For Toppan, the venture is a way to add capacity outside Japan close to Southeast Asia’s growing chip assembly and test base. Singapore’s Economic Development Board has courted exactly this kind of upstream investment to deepen the country’s semiconductor ecosystem beyond fabs and testing.

Why it matters

The AI buildout is exposing every thin link in the packaging chain, and substrates are among the thinnest. A new high-end plant in a politically neutral, well-connected hub adds supply resilience for Broadcom’s customers and gives Singapore a seat in a segment it has never had. It also shows the AI hardware boom spreading beyond Korea and Taiwan’s memory and foundry giants into the less glamorous materials and packaging layers that make those chips usable.

Watch for AST’s first volume shipments later this year, whether other substrate makers follow with Southeast Asian capacity, and how Broadcom’s custom accelerator customers absorb the extra supply.

The chips get the headlines, but the boards beneath them are where the AI supply chain is being rebuilt.

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