HPE Discover: A look at the takeaways

HPE is coming off a strong quarter and its Discover conference where it launched new AI infrastructure, laid out plans to leverage networking as a differentiator and outlined how it will integrate quantum computing.

At HPE's Discover 2026 investor summit, CEO Antonio Neri and Rami Rahim, EVP, President and General Manager of HPE Networking, laid out the HPE vision. HPE's outlook was in line with recent earnings, but it's clear a year made a big difference for the company. HPE was viewed skeptically a year ago and had to convince analysts its Juniper Networks acquisition would pay off. Now HPE is one of the AI infrastructure darlings with shares up more than 100% year to date.

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With that backdrop it's worth laying out the takeaways from HPE Discover and the company's plans. Here's a look at the takeaways based on its session with Wall Street analysts.

AI is a system architecture shift and HPE is more strategic. The overarching theme from HPE Discover is that AI isn't a workload as much as an architecture shift. Neri said:

"We are witnessing one of the largest technology platform shifts in history. Workloads and applications are moving from being driven by end users, but now being driven by both end users and AI agents, agents that will fundamentally transform how we design and build how we serve our customers and how we operate our businesses. "You don't design a building around a single room. You design a structure that allows the whole system to flow and adapt over time. Architecting for AI demands the same focus and discipline. Fundamentally, AI is only as strong as the data foundation beneath it. If the foundation is not robust, nothing else holds."

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That architecture will integrate cloud, hybrid and edge computing. "When enterprise customers in particular verticals decide to go all in on the AI and they pick a mix of expert models. Once they attach that data to that model, they tend to want to have it under their control. And so yes, we are making things like private cloud with the security," said Neri.

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Networking is HPE's differentiation. HPE's Discover keynote as well as its investor session had a heavy dose of networking. To be clear: HPE basically led Discover with networking. Juniper is a strategic linchpin that was integrated well ahead of schedule.

"At the core of that powering is the foundation, which sits on the network. We talked about the need to improve the cost per token or the first time to token. And fundamentally, every aspect of that stack needs to be productive. And today, the network is a bottleneck. No question about it," said Neri. "Our goal is to deliver the best user and operator experience possible. We will do this through our next generation of secure, self-driving networks across every domain. They fix problems securely before they impact the experience."

Simply put, HPE is looking to solve AI with networking as a force multiplier. "People have come to the realization that if your network has congestion, reliability problems, what will happen is those GPUs that you spent hundreds of millions or billions on could be used at 75% utilization, 50% utilization, 25% utilization?" said Rahim, who noted HPE has integrated the key platforms of Juniper as well as HPE's Aruba.

HPE's play in network is a self-driving approach that will extend throughout the data center over time.

HPE does custom silicon too. Neri made a point to outline how the company has custom silicon across its routing and campus networking portfolio. The main theme here is that HPE can navigate supply chain issues.

"On the routing side, we have two dedicated silicon road maps that we run," said Neri. "We do not use merchant silicon for any of our routers. Our entire Aruba CX portfolio is our silicon. We designed that silicon for many, many generations now."

The main point here is that HPE's silicon means it can better converge security and networking. Neri said control of the silicon layer is "a unique value proposition that is going to give us a huge advantage because that silicon is truly programmable."

HPE aims to displace VMware. HPE is aggressively targeting Broadcom's VMware installed base, claiming 90% cost reduction with a move from per-core to per-socket pricing. HPE said its Morpheus VM Essentials offering is seeing good traction.

"In our Morpheus enterprise software, not only do we provide orchestration and brokering with the public cloud and on-premises, but also we provide the full software-defined layer from network to compute, obviously, virtualization all the way to the storage layer," said Neri.

AI demand will be 80% inference by end of decade. HPE is positioning itself for AI inference. "There are a number of verticals and use cases that will be definitely on-prem. And as they grow in deployment, the interest is going to grow. We believe that at least 80% of the demand by 2030 will be inference," said Neri.

Quantum is an accelerator in the future. HPE gave a good bit of play to quantum computing. Neri said:

"Quantum will not replace traditional computing. It will be another sort of accelerator in my mind like GPUs are today. The ability to connect this environment across traditional computing, AI computing and quantum computing comes down to one thing: the network."

"We already connected a supercomputer to quantum computing. And so, what happens is that the supercomputer is doing all this work. And they said, for this specific task, let me give it to the quantum. They do it faster for that thing and give the answer back so that the outcome of the whole thing goes out faster."

Customers focused on networking and Private Cloud AI. HPE highlighted a bevy of customers at HPE Discover. The common theme was customers need low latency, automated operations and minimal downtime.

Disney highlighted global data movement; Ohio State outlined AI Ops at high density; Sentara connected network performance directly to patient care; and St. Jude, Blue Star and the Ryder Cup demonstrated HPE’s broader Private Cloud AI pitch around secure, governed and operationally useful AI.

Here's a quick grid.