Q: Google, What is the difference between the Huawei AI 245 terabyte drive and a non-AI drive?
A: The Huawei OceanDisk AI drives, such as the 245 TB LC 560, are designed to overcome data bottlenecks that hinder artificial intelligence (AI) training, while non-AI drives are general-purpose storage solutions not optimized for these specialized workloads.
Key differences lie in their performance, capacity, and the specific design features that make AI drives suited for the unique demands of AI data processing. [1, 2, 3, 4]
Performance and architecture
| Feature [1, 2, 5, 6, 7, 8, 9, 10] | Huawei OceanDisk AI Drive | Non-AI Drive (Traditional SSD/HDD) |
| --- | --- | --- |
| Purpose | Specifically engineered to eliminate performance and memory bottlenecks in AI training clusters. | Designed for general storage applications, such as running operating systems, business applications, or data archiving. |
| Efficiency | Improves AI data processing efficiency by up to 6.6 times by feeding massive datasets to GPUs faster. | Offers standard read/write speeds, which become a bottleneck when handling the large, rapid data movements required for AI training. |
| Memory optimization | Works with software like Huawei's Unified Cache Manager (UCM) to offload "key-value" cache data from a GPU's high-bandwidth memory (HBM) to the SSD. This reduces computation time and speeds up AI inference. | Lacks specialized software and hardware to manage the flow of cache data between the drive and a GPU's HBM. |
| IOPS and bandwidth | Achieves extremely high input/output operations per second (IOPS) and bandwidth to keep AI processors continuously fed with data and prevent them from idling. | While enterprise-grade SSDs offer fast IOPS, they are not optimized for the specific, sustained, and rapid I/O patterns of AI workloads. |
Capacity and density
| Feature [1, 2, 10, 11] | Huawei OceanDisk AI Drive | Non-AI Drive (Traditional SSD/HDD) |
| --- | --- | --- |
| Capacity | Offers industry-leading capacity, such as 245 terabytes per drive, to handle the "data explosion" from multimodal AI data. | The capacity is significantly smaller. Traditional high-capacity enterprise drives typically offer a fraction of this per-drive capacity. |
| Space utilization | A 245 TB drive dramatically increases storage density, allowing data centers to store massive datasets while cutting physical space requirements by over 85%. | Higher storage capacity would require a larger number of drives, leading to much greater physical space usage and energy consumption. |
The need for specialized AI drives
The development of specialized AI storage like Huawei's OceanDisk is a direct response to the "capacity wall" and "memory wall" that have emerged with the growth of AI models. These models are becoming multimodal and trillions of parameters large, requiring massive, high-speed storage to load training data efficiently. By building an SSD tailored to these demands, Huawei makes large-scale AI training more economically viable and efficient. [1, 2, 11, 12, 13]
[1] https://www.mexc.com/en-GB/news/huawei-introduces-245tb-ai-storage-solution-amid-rising-demand/77335
[2] https://www.scmp.com/tech/big-tech/article/3323391/tech-war-huawei-unveils-drive-storage-products-help-ai-computing
[3] https://www.yicaiglobal.com/news/chinas-huawei-unveils-ai-industrys-largest-solid-state-drives-to-tackle-data-surge
[4] https://www.applieddigital.com/insights/different-by-design-how-applied-digital-is-redefining-data-center-infrastructure
[5] https://www.aparobot.com/articles/huawei-launches-oceandisk-lc560
[6] https://x.com/rohanpaul_ai/status/1962314738794381367
[7] https://e.huawei.com/hu/products/storage/ai-storage[8] https://blocksandfiles.com/2025/08/26/huawei-ai-ssd/
[9] https://e.huawei.com/es/products/storage/ssd-component
[10] https://e.huawei.com/au/products/storage/ssd-component
[11] https://www.yicaiglobal.com/news/chinas-huawei-unveils-ai-industrys-largest-solid-state-drives-to-tackle-data-surge
[12] https://tech.yahoo.com/ai/articles/tech-war-huawei-unveils-drive-093000295.html[13] https://www.techinasia.com/news/huawei-launches-storage-products-ai-computing