hardware AM market analysis — 2026-10-10

The AI hardware story is widening out from chips to the infrastructure that surrounds them. Reporting on India’s data-centre build-out, which is nearing 2 GW of capacity, points to a rack redesign driven by AI workloads rather than simple expansion, with operators needing denser power delivery and cooling to match accelerator demand.

That same pattern shows up in packaging. GlobalFoundries’ supply agreement with TSMC for AI chip components, centred on silicon interposers, underlines packaging as a bottleneck that sits alongside accelerator output itself. Coverage of AI data centres more broadly reinforces that specialised accelerators and high-speed interconnects, not general-purpose servers, are now the defining hardware requirement.

Financing signals are less settled. Nvidia-backed Firmus scrapping a planned Australia IPO suggests capital markets are not uniformly rewarding AI infrastructure build-out, even as underlying demand for cooling, power systems and networking equipment keeps broadening into new regions. The read-through is a sector where demand for facility-level hardware is expanding faster than the supply chain, particularly packaging, can comfortably absorb.