What PwC, McKinsey, Bain, BCG, and KPMG reveal about turning GPU investment into measurable AI output
Enterprises are pouring money into GPU clusters and AI data centers. Yet for many, AI output hasn't kept pace with spending. The culprit is rarely a lack of hardware. It's idle GPUs, fragmented capacity, queued workloads, mixed hardware that can't be managed as one pool, and inference costs no one can trace.
Discover INFINITIX at SC26, showcasing AI infrastructure, GPU management, heterogeneous compute orchestration, and intelligent resource scheduling for scalable AI workloads. AI-Stack: software-defined GPU & AI infrastructure. ixCSP: turn AI infrastructure into token factory.
INFINITIX today announced that it has deployed its AI-Stack compute resource management platform to support the newly activated NVIDIA B200 high-performance computing platform at Changhua Christian Hospital (CCH). Leveraging Software-Defined GPU technology, AI-Stack dynamically partitions and schedules each NVIDIA HGX B200 GPU, enabling clinical departments and research teams across the hospital to flexibly allocate compute resources according to their needs.
INFINITIX, an AI infrastructure software company, today announced the deployment of its enterprise-grade AI infrastructure management platform, AI-Stack, at Korea’s Smart Manufacturing Innovation Center (SMIC).
The deployment provides a shared AI computing environment where multiple researchers and projects can develop, train, and validate AI models concurrently. It also marks the adoption of Taiwan-developed AI infrastructure software within South Korea’s national smart manufacturing testbed.
INFINITIX, a Taiwan-based AI infrastructure software company, today announced a Memorandum of Understanding (MOU) with Sarawak Information Systems Sdn. Bhd. (SAINS), Sarawak's largest ICT solutions provider. The partnership will advance AI infrastructure, private GPU cloud, AI cloud services, and a next-generation Token Factory model to accelerate Sovereign AI development across Southeast Asia — marking another milestone in INFINITIX's regional expansion following growth in Japan and South Korea.
TAIPEI, Taiwan, May 2026 — INFINITIX, a heterogeneous compute management and AI infrastructure software provider, will exhibit at COMPUTEX 2026 (TaiNEX 2, 4F, Booth R0113) under the theme "From AI Infra to AI Cloud Economy," showcasing AI-Stack and ixCSP — its dual-platform stack bridging compute governance and cloud service commercialization. With global AI spending projected to hit USD 2.52 trillion in 2026 (+44% YoY, Gartner) and enterprise GPU utilization frequently below 30%, INFINITIX converts underutilized compute into governed, revenue-generating AI service infrastructure.
[BANGKOK] — Addressing the global surge in demand for scalable AI infrastructure, INFINITIX has announced a strategic partnership with HeTone to develop a 70MW AI Edge Data Center in Bangkok. By deploying the AI-Stack and ixCSP platforms, INFINITIX provides a comprehensive solution—from resource orchestration to commercial monetization—targeting the rapid growth of the Southeast Asian market.
Compute Asset Monetization Through Core Technology
HeTone will spearhead the development of the high-density, liquid-cooled facility, while INFINITIX’s AI-Stack manages unified cross-node scheduling for heterogeneous GPU resources, achieving utilization rates of over 90%. Through the ixCSP platform, the project enables GPU-as-a-Service (GaaS), Model-as-a-Service (MaaS), and Token-as-a-Service (TaaS), successfully transforming hardware assets into scalable cloud services.
INFINITIX will participate in COMPUTEX 2026 to showcase our AI infrastructure solutions to a global audience.
The exhibition will focus on three key areas: AI infrastructure management and GPU resource orchestration, AI environment setup with model training and inference deployment, and compute service commercialization and ecosystem operations.
From AI infrastructure to the cloud economy, this marks a new era for intelligent enterprises.
SEOUL — As AI shifts from model innovation to infrastructure scalability and compute governance, the global AI infrastructure market is growing at over 30% CAGR, driven by demand for higher utilization and cost efficiency. Capitalizing on this momentum, Taiwan-based INFINITIX has established its South Korea subsidiary to strengthen local capabilities and expand its footprint in Asia’s dynamic AI market.
At AI EXPO KOREA 2026 (May 6–8, COEX, Booth N11), INFINITIX will showcase its unified platform under the theme “Meet the Future of AI Infrastructure,” enabling enterprises to transform compute resources into scalable, measurable business value.