China Boosts SME AI Adoption with New Computing Power Vouchers

Key Takeaways

1. China’s local governments are offering “computing power vouchers” to subsidize AI training and inference for small and medium-sized enterprises (SMEs).
2. Major cities like Shanghai and Beijing have implemented these vouchers, with Shanghai providing around CN¥600 million (approximately $84 million) to cover up to 80% of AI rental costs.
3. The initiative aligns with China’s December 2024 policy to promote the high-quality development of the data labeling industry and reduce R&D expenses for smaller firms.
4. The “Eastern Data, Western Computing” strategy aims to optimize the use of underutilized data centers, enhancing efficiency and lowering costs for SMEs.
5. The effectiveness of the voucher program may be affected by administrative hurdles and regional differences in access and implementation.


China’s local governments are introducing “computing power vouchers,” which provide significant subsidies for AI training and inference targeted at small and medium-sized enterprises (SMEs). Cities such as Beijing, Shanghai, Henan, Shandong, Chengdu, Shenzhen, and Ningbo have already implemented these vouchers. Among these, Shanghai stands out, offering around CN¥600 million (approximately $84 million) in vouchers. This covers up to 80 percent of AI rental costs, along with an additional CN¥100 million (around $14 million) designated for data and large language model (LLM) training. The goal of these initiatives is to utilize underused data centers while promoting wider AI adoption among smaller businesses.

Policy Implementation

The voucher initiative aligns with China’s December 2024 policy, known as “Implementation Opinions on Promoting the High-Quality Development of the Data Labeling Industry.” This program seeks to reduce research and development expenses for smaller firms. The vouchers enable SMEs to exchange credits at local or national data centers, allowing them to access computing power at rates lower than market value. Chengdu’s government has broadened its pilot initiative, now dedicating CN¥100 million (around $14 million) for research institutions. In contrast, Shandong’s provincial government has set aside CN¥30 million (approximately $4 million) and plans to allocate an additional CN¥1 billion (about $140 million). Meanwhile, applications for vouchers are already being accepted in Beijing.

Optimizing Data Centers

China’s “Eastern Data, Western Computing” strategy has positioned numerous facilities in the western regions where power is less expensive to meet the demands of coastal areas. This rapid setup has resulted in many facilities operating at low capacity, with some running at only 20 to 30 percent utilization. The voucher scheme is designed to establish a cohesive, nationwide high-power computing network that can efficiently distribute workloads, thus improving the usage rates of underutilized data centers.

For small and medium enterprises, these vouchers provide access to more affordable training cycles, which facilitates faster prototyping and broader availability of AI resources that were previously too expensive. Additionally, these vouchers offer a means for local governments to make use of idle capacity and validate their capital investments. However, the effectiveness and uptake of these vouchers remain uncertain due to potential administrative hurdles and legal or logistical challenges that could hinder progress.

Industry Context

In related news, there are unverified reports about the installation of 39 new data centers equipped with 115,000 “illegal” Nvidia Hopper GPUs. While these reports are still pending confirmation, the broader industry landscape suggests a supportive environment for AI adoption. Nevertheless, the outcomes will likely differ across regions, depending on how swiftly local authorities can simplify access to vouchers and improve scheduling processes.

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