Capacity markets could reshape cloud computing

"If access to compute, power, and networking can be packaged and sold by enterprises, AI infrastructure operators, telecoms, colocation players, and perhaps even large private data center owners, then cloud computing becomes less about who invented the model and more about who has available capacity right now. In other words, the market starts to behave less like a neatly segmented cloud industry and more like a dynamic exchange for compute resources."

"The first and most obvious benefit is price. Non-hyperscale providers with excess capacity are often not carrying the same cost structures, margin expectations, or service packaging as the major cloud vendors. If they have unused GPUs, underutilized clusters, or stranded power and cooling resources, they may be willing to sell access at rates that are materially lower than the traditional cloud market. For enterprises under pressure to control AI and infrastructure costs, that matters."

"The second benefit is efficiency. If capacity already exists somewhere and can be used by another party, we may be able to satisfy demand without building new infrastructure. That means AI infrastructure can scale more quickly by reallocating existing compute and data center resources rather than waiting for additional capacity to be constructed."

"The traditional assumption has always been simple: If you need elastic infrastructure at scale, you go to a hyperscaler such as AWS, Microsoft, or Google. They own the data centers, they understand multitenancy, and they know how to deliver computing as a repeatable service. The article suggests something different may now be emerging."

Organizations with excess compute, power, and networking capacity may temporarily operate like cloud providers, enabling enterprises to purchase elastic infrastructure from more than hyperscalers. This shift changes cloud competition from who built the service model to who has available capacity at a given time. Lower pricing can result when non-hyperscale providers have unused GPUs, underutilized clusters, or stranded power and cooling and sell access with different cost structures and margin expectations. Efficiency can improve by using existing capacity to meet demand rather than building new infrastructure. The market can become more like a dynamic exchange for compute resources than a neatly segmented cloud industry.

Read at InfoWorld