On 15 June 2026, Phancy Group Co., Ltd. (6682.HK) announced that Frost & Sullivan’s 2026 AI Infrastructure Orchestration Platform White Paper has named its Rise vGPU product a Tier 1 Leading Platform and its ModelHub platform the highest‑scoring enterprise‑grade model‑management solution.

The white paper, released from Hong Kong SAR, underscores the mounting structural challenges facing China’s AI sector. Rapid scaling of large‑model applications has revealed hardware heterogeneity, fragmented software stacks, persistently low GPU utilization—generally below 30 %—and growing model‑adaptation complexity. Frost & Sullivan argues that the industry is shifting from a focus on single‑chip performance to cluster‑scale system coordination.

Rise vGPU satisfies Frost & Sullivan’s Tier 1 criteria, offering heterogeneous support, fine‑grained control, and production‑grade execution. The platform unifies onboarding for more than ten mainstream GPU and NPU vendors, including NVIDIA, Ascend, Cambricon, and Hygon. Its ultra‑fine resource partitioning slices compute and memory at sub‑GPU and megabyte levels, enabling safe oversubscription and time‑space multiplexing that lift GPU utilization from the industry average of under 30 % to 70‑90 %. Intelligent precision scheduling uses multi‑dimensional algorithms that factor priority, topology, load, and resource awareness to allocate compute optimally. A deterministic execution layer delivers committed and auditable SLA guarantees for inference workloads, while comprehensive monitoring, metering, and cost‑allocation tools transform GPU resources into fully operable digital assets.

ModelHub, the complementary component of Phancy’s full‑stack AI infrastructure, achieved the highest overall score in Frost & Sullivan’s enterprise‑grade model‑management platform evaluation. The platform excels in model‑and‑chip compatibility, execution stability and performance, and model‑GPU coordination and scheduling. ModelHub provides a closed‑loop process that covers model onboarding, deployment optimization, inference services, and version governance, thereby lowering the barrier to model deployment and accelerating AI innovation.

Dr. Dai Wenyuan, Phancy’s founder and CEO, said the white paper “accurately captures the inflection point in AI infrastructure development.” He added that the recognition validates Phancy’s technology strategy and product strength, and that the company will continue to focus on heterogeneous compute unified scheduling and model‑ecosystem operations to help China’s AI industry transition from “compute accumulation” to “compute orchestration.”

Phancy Group, listed in Hong Kong, markets itself as a full‑stack AI cloud services platform. Its product suite—Rise vGPU, ModelHub, and SageAIOS—provides end‑to‑end capabilities from heterogeneous compute resource management to intelligent‑agent model deployment. The company’s mission of “AI for Everyone” and its positioning as the “Navigator of AI” underscore its ambition to become a global leader in artificial general intelligence.

The white paper’s endorsement comes as Phancy Group’s first‑quarter 2026 results were reported as strong, reinforcing the company’s position in the rapidly expanding AI services market. While the company has not disclosed detailed financial figures in the announcement, its recent performance signals continued growth in AI infrastructure demand.

At present, Phancy Group remains focused on advancing compute orchestration efficiency and expanding its ecosystem partnerships. The company’s next public disclosures will likely include further details on its financial performance, upcoming product releases, and any regulatory developments affecting AI infrastructure in China.