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Home Ethics & Society

Migrating AI from Nvidia to Huawei: Opportunities and Challenges

Linda Torries – Tech Writer & Digital Trends Analyst by Linda Torries – Tech Writer & Digital Trends Analyst
October 29, 2025
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Migrating AI from Nvidia to Huawei: Opportunities and Challenges
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Business Advantages of Shifting to Huawei

The decision to shift to Huawei from other vendors, such as Nvidia, can be driven by several business advantages. Relying on one major vendor can incur risks such as pricing leverage, export controls, supply shortages, or a single point of failure in innovation. Adopting or migrating to Huawei has the potential to provide negotiation leverage, avoid vendor lock-in, and offer access to alternate supply chains. This is especially relevant in areas where Nvidia faces export restrictions.

Aligning with Corporate Strategy

If an organisation operates in a region where Huawei’s ecosystem is stronger, such as China or parts of Asia, or where domestic incentives favour local hardware, shifting to Huawei could align with corporate strategy. For instance, ByteDance has begun training a new model primarily on Huawei’s Ascend 910B chips with notable success.

Technical Advantages

Huawei’s technology focuses on inference and large-scale deployments, and thus may be better suited to long-term use, rather than occasional use of large infrastructures for training, followed by less intensive inference. If an organisation’s workloads are inference-heavy, a Huawei stack may offer advantages in cost and power. Moving Huawei’s internal clusters, such as CloudMatrix, have shown competitive results in select benchmarks.

Conclusion

In conclusion, shifting to Huawei can provide several business advantages, including negotiation leverage, avoiding vendor lock-in, and access to alternate supply chains. Additionally, Huawei’s technology may be better suited to long-term use and inference-heavy workloads, making it a viable option for organisations operating in certain regions or with specific needs.

FAQs

Q: Why should organisations consider shifting to Huawei?
A: Organisations should consider shifting to Huawei to avoid relying on a single vendor, gain negotiation leverage, and access alternate supply chains.
Q: What are the technical advantages of Huawei’s technology?
A: Huawei’s technology focuses on inference and large-scale deployments, making it suitable for long-term use and inference-heavy workloads.
Q: Which organisations have successfully shifted to Huawei?
A: ByteDance has begun training a new model primarily on Huawei’s Ascend 910B chips with notable success.
Q: What are the potential risks of relying on a single vendor like Nvidia?
A: The potential risks include pricing leverage, export controls, supply shortages, or a single point of failure in innovation.

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Linda Torries – Tech Writer & Digital Trends Analyst

Linda Torries – Tech Writer & Digital Trends Analyst

Linda Torries is a skilled technology writer with a passion for exploring the latest innovations in the digital world. With years of experience in tech journalism, she has written insightful articles on topics such as artificial intelligence, cybersecurity, software development, and consumer electronics. Her writing style is clear, engaging, and informative, making complex tech concepts accessible to a wide audience. Linda stays ahead of industry trends, providing readers with up-to-date analysis and expert opinions on emerging technologies. When she's not writing, she enjoys testing new gadgets, reviewing apps, and sharing practical tech tips to help users navigate the fast-paced digital landscape.

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