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Before You Scale AI, Fix Your Data

Before You Scale AI, Fix Your Data

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AI is working. Your data probably isn’t.

As enterprise AI moves into production, a new constraint shows up fast. Not models. Not compute. Data.

In this episode, recorded live at NVIDIA GTC, NetApp’s Tore Sundelin and WWT’s Derek Elbert get into what’s actually slowing teams down. The shift from clean, structured data to messy, high-value, unstructured data that’s harder to find, govern and use in real time.

This is where things start to break. Data spread across systems. Inconsistent policies. No clear way to trust what’s being used.

And once AI depends on live enterprise data, those gaps don’t stay hidden for long.

Because at this stage, AI doesn’t fail at the model. It fails at the data.

Support for this episode provided by: Riverbed

More about this week's guests:

Derek Elbert is an AI Practice leader at World Wide Technology focused on hybrid cloud AI and high-performance architecture. He specializes in networking and storage within modern AI stacks, helping organizations design and scale infrastructure to support data-intensive, production-grade AI workloads.

Tore Sundelin is a product leader at NetApp focused on enterprise AI and data platforms. With 20+ years at Microsoft, Google and NetApp, he has built AI-powered products at global scale, including early machine learning capabilities in Microsoft Office. He specializes in turning complex data, governance and platform challenges into production-ready AI solutions.

The AI Proving Ground Podcast leverages the deep AI technical and business expertise from within World Wide Technology's one-of-a-kind AI Proving Ground, which provides unrivaled access to the world's leading AI technologies. This unique lab environment accelerates your ability to learn about, test, train and implement AI solutions.

Learn more about WWT's AI Proving Ground.

The AI Proving Ground is a composable lab environment that features the latest high-performance infrastructure and reference architectures from the world's leading AI companies, such as NVIDIA, Cisco, Dell, F5, AMD, Intel and others.

Developed within our Advanced Technology Center (ATC), this one-of-a-kind lab environment empowers IT teams to evaluate and test AI infrastructure, software and solutions for efficacy, scalability and flexibility — all under one roof. The AI Proving Ground provides visibility into data flows across the entire development pipeline, enabling more informed decision-making while safeguarding production environments.

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