Sat, 2 May 2026

Study finds AI outpacing infrastructure readiness

Photo by Google DeepMind: https://www.pexels.com/photo/an-artist-s-illustration-of-artificial-intelligence-ai-this-image-depicts-how-ai-could-adapt-to-an-infinite-amount-of-uses-it-was-created-by-nidia-dias-as-part-of-the-visualising-ai-pr-17485658/

Artificial intelligence (AI) adoption is accelerating faster than infrastructure readiness, according to the Beyond the Bottleneck: AI Cluster Networking Report 2025 by Keysight Technologies, Inc., in collaboration with Heavy Reading.

Keeping up with AI adoption

The report found that 62% of respondents stated they aim to maximise the benefits of their existing infrastructure without requiring new investment.

Moreover, almost all operators (95%) believe that real-world AI workload emulation can help validate performance, enhance efficiency and deploy more nextgen AI clusters.

Most respondents (89%) plan to expand or maintain their AI infrastructure investments in the coming year, with cloud integration (51%), faster GPUs (49%), and high-speed network upgrades (45%) driving the growth of their investments.

However, despite the challenges, 50% of operators are determined to overcome budget constraints (59%), infrastructure limitations (55%), and talent shortages (51%) to scale AI.

Some 34% are exploring 800G, 22% are trialling 1.6T, and a significant 58% are evaluating Ultra Ethernet as a high-performance networking option, indicating the rise in adoption of advanced networking technologies. The growing interest in 1.6 T networking is a clear sign of the industry’s evolution. Network capacity is also emerging as a decisive factor in AI scalability, with 55% of operators deploying 400G interconnects.

Ram Periakaruppan
Ram Periakaruppan

“AI data centres are reaching a tipping point where performance and scale alone are not enough. Operators need deeper insight, tighter validation, and smarter infrastructure choices,” said Ram Periakaruppan, vice president and general manager, Network Applications & Security Group at Keysight. “This research confirms what we see in the field: success in the AI era hinges on optimising every layer of the network.”

Related:  Retailers in Singapore turn to AI agents to beat competition amid rising costs

Related Stories

MORE STORIES

Subscribe