AI boom drives surge in edge computing and memory shortages in South Africa

The rapid growth of AI at the edge is transforming the personal computing market in South Africa, amid global chip shortages and a shift towards local processing to overcome connectivity and security concerns.

The boom in artificial intelligence is beginning to reshape the personal computing market in ways that extend far beyond the data centre. In South Africa, HP says tighter supply of memory and silicon has fed through into product availability and pricing, while also accelerating interest in devices designed to run AI tasks locally rather than through the cloud. The company argues that this shift is especially relevant in markets where connectivity costs, latency and data sovereignty remain practical constraints.

Speaking to ITWeb TV, Yesh Surjoodeen, managing director of HP Southern and Central Africa, said AI PCs are increasingly being positioned as a workload destination for inference at the edge. He linked the appeal of local processing to three factors: the cost of sending data to remote infrastructure, the quality and availability of connections, and concerns around security and sovereignty. For many organisations, he suggested, keeping sensitive work on the device itself offers greater control over the IT environment.

The wider market is moving in the same direction. Fortune Business Insights has projected rapid expansion in edge AI over the coming years, reflecting the growing use of generative and agentic AI applications outside central cloud platforms. HP, meanwhile, said in its latest quarterly results that AI PCs accounted for 44% of shipments, up from 35% in the previous quarter, a sign that the category is moving from niche to mainstream within its portfolio.

That growth is unfolding alongside a severe memory shortage driven by AI infrastructure demand. Reporting from TechRadar and Tom’s Hardware has shown that DRAM and high-bandwidth memory are being absorbed by cloud and AI customers at the expense of the broader PC market, pushing up lead times and prices. One analysis cited by Tom’s Hardware said RAM pricing had effectively returned to 2007 levels after years of decline, while HP has separately said memory costs rose to 35% of PC build materials in a single quarter, more than double the previous level.

Surjoodeen acknowledged that AI PCs will not suit every customer or every budget, particularly in Africa, where entry-level devices remain important. HP says it is trying to keep AI-enabled systems within attainable price bands by broadening its supply chain and qualifying alternative components. The company says that resilience has become a necessity rather than an advantage, as chip shortages, shipping disruption and the pandemic have all exposed the risks of relying on narrow sourcing. For HP, the long-term direction is clear: more AI at the edge, more local processing and, eventually, a larger share of the portfolio devoted to AI-capable PCs.

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