Mechanical Product Engineer

Why AI-ready data is the real advantage. Published thu 9 Jul 2026 // 16:00 UTC Partner Content: Everpure Presents: NVIDIA's Kevin Deierling on the"Why" behind Data Stream Many ambitious enterprise AI projects stall before they ever reach production, and according to NVIDIA's Kevin Deierling, the reason is not what most IT leaders expect. For more stories behind the IT headlines watch Everpure's podcast, The Data Wire. "In almost every environment we walk into, the compute works," says Deierling, senior vice president of networking at NVIDIA. "The GPUs are here, the factory runs - but the data hasn't been refined. The fuel isn't ready." In this new episode of The Data Wire, Everpure's Shawn Rosemarin sits down with Deierling for a practical conversation on what it takes to make AI work at scale inside the enterprise. Rather than dwelling on model architectures or GPU counts, the pair examine the problem underneath almost every high-profile AI initiative: turning fragmented, ungoverned information into what they call AI-ready data. "The industry talks a lot about GPUs and models," Rosemarin notes in the episode's opening minutes. "But the uncomfortable truth is that many of these projects will never make it into production - not because the models don't work, but because the data underneath them was never ready." That theme of data readiness as the real bottleneck became the backdrop for Everpure's Data Stream announcement at Accelerate 2026. Everpure Data Stream is a new capability built on the NVIDIA AI Data Platform reference design, intended to help enterprises discover, transform, and deliver the right data to AI workloads without months of manual pipeline work. If the keynote unveiled the "what" of Data Stream on stage in Las Vegas, this conversation with Deierling and Rosemarin explores the "why" behind it. Across roughly 20 minutes, the two dig into: * Why the move from single-shot inference to agentic AI has changed what storage and networking must do to keep GPUs fed. * How to think about an AI factory, where "AI is the process and data is the raw material," and why that factory fails when the raw material is stale, conflicting, or poorly governed. * Why refined, governed AI-ready data becomes a "durable advantage" competitors cannot buy off the shelf, and why Deierling believes it belongs on the board agenda. "Once you have refined, governed AI data, that's a durable advantage ," Deierling argues. "It's your data, shaped around your business context. Your competitors can't just buy that from a vendor." Data Stream is Everpure's answer to that challenge. Announced on the Accelerate mainstage, the software extends Everpure's storage platform with GPU-accelerated pipelines for ingesting, classifying, contextualizing, and delivering enterprise data to AI models, while enforcing the security and governance controls large organizations require. It builds on Everpure's Data Intelligence capabilities, which discover and map data relationships at the source so AI systems can grasp not just the content of information, but the context around it. "Building the next generation of AI factories requires a data architecture that seamlessly bridges secure, governed enterprise data with accelerated computing," said Jason Hardy, vice president of storage technology at NVIDIA, in the Data Stream launch. "Everpure's integration with the NVIDIA AI Data Platform provides the infrastructure foundation organizations need to scale from AI experimentation to full-production intelligence." For technology leaders who watched the Accelerate keynotes and want a deeper look at the thinking behind Everpure's NVIDIA partnership, this podcast is the recommended next stop. The format leans toward candid strategy rather than product briefing, covering why AI projects stall, what "good" looks like in an AI data pipeline, and how enterprises can move from pilots to AI factories without starving their GPUs. The full episode of The Data Wire featuring Kevin Deierling and Shawn Rosemarin is available now on YouTube and Spotify. Contributed by Everpure.

Supermicro has launched Kubernetes Edge AI appliances in collaboration with Red Hat and Everpure. The turnkey solution combines Supermicro's edge computing infrastructure with Red Hat OpenShift and Portworx by Everpure's data management platform. The appliances come preloaded with software and hardware, designed to simplify deployment and management of AI applications across distributed edge environments. Portworx provides Kubernetes-native storage that aggregates local storage on Supermicro's edge servers into a self-healing data platform. The solution enables enterprises to run AI inference at edge locations with enterprise-grade data services. It operates autonomously during network outages and can scale to thousands of sites without requiring on-site IT expertise.

Pure Accelerate 2026: what the latest announcements mean for enterprise storage. Written on: Jul 1, 2026 2:21:17 PM COOLSPIRiT, Pure Storage This June at Pure Accelerate 2026 in Las Vegas, Everpure unveiled a range of innovations designed to help organisations better manage, govern, and protect their data while preparing for the growing demands of AI. With many of the announcements focus on new capabilities across software, infrastructure, and strategic partnerships, the underlying theme is clear: organisations need data that is not only available but also trusted, secure, and resilient. This aligns closely with conversations COOLSPIRiT Ltd is having with customers every day. As businesses embrace AI, modernise infrastructure, and strengthen their cyber resilience, data becomes the critical asset that underpins business continuity, recovery, and innovation. Here's its roundup of the announcements from Pure Accelerate 2026. Software: Building Smarter, More Resilient Data Foundations Understanding Your Data One of the headline announcements was Everpure Data Intelligence (formerly 1touch.io), which extends data discovery, classification, and contextualisation across on-premises environments, public cloud, SaaS applications, and third-party storage. The ability to identify sensitive data, understand where it resides, and map relationships between datasets is becoming increasingly important - not only for regulatory compliance but also for cyber resilience. When organisations understand their data estate, they're better positioned to protect critical information, recover quickly after an incident, and ensure AI initiatives are built on trusted data. Accelerating AI with AI-Ready Data Preparing data for AI remains one of the biggest barriers to adoption. With Everpure Data Stream, Pure introduces an AI-ready data pipeline designed to transform unstructured enterprise data into formats suitable for natural language processing, enterprise search, analytics, and AI applications. Reducing the time spent preparing data means organisations can focus more on delivering business outcomes while ensuring their data remains governed throughout the process. Putting Data at the Centre Pure also introduced its Data Primacy Architecture, encouraging organisations to move away from application-centric silos and instead treat data as the core system of record. This reflects a broader industry trend. As AI, automation, and analytics become embedded across organisations, data needs to be consistent, governed, and accessible across multiple business functions rather than locked within individual applications. For organisations reviewing their resilience strategies, breaking down data silos can also simplify governance, improve recovery planning, and reduce operational complexity. Giving AI Better Context Another notable announcement was AI-Ready Context, which creates knowledge graphs that connect enterprise data with real-world business definitions and relationships. Providing AI systems with richer business context has the potential to improve the accuracy of responses while reducing unnecessary processing. Just as importantly, it helps organisations build AI services that are based on governed, trusted information rather than disconnected datasets. Supporting Enterprise Data Cloud Adoption Technology alone doesn't guarantee success. To help organisations realise value from their Enterprise Data Cloud strategy, Pure introduced EDC Success Blueprints, combining guidance, workshops, professional services, and certifications to support adoption and long-term operational maturity. Successful resilience programmes are as much about people and processes as they are about technology, making structured adoption frameworks increasingly valuable. Simplifying Operations Enhancements to Pure Fusion introduce automated compliance validation, drift detection, intelligent workload placement, and workload mobility across storage environments. Automation plays an increasingly important role in reducing operational risk, helping organisations identify issues before they become service-impacting incidents while reducing the manual effort required to manage growing infrastructure estates. Extending Continuous Availability With ActiveCluster for File, Pure extends synchronous replication and continuous availability to file workloads using native software capabilities. For organisations running business-critical applications, reducing downtime remains a key objective. Extending high availability across file services helps improve resilience while reducing operational complexity. Flexible Performance When It Matters Most Demand isn't always predictable. Evergreen//One Overdrive introduces temporary performance bursts of up to 25% above subscribed capacity, allowing organisations to absorb unexpected workload spikes without permanently increasing infrastructure capacity. As organisations balance cost optimisation with resilience, the ability to scale performance when required provides greater operational flexibility. Hardware: Infrastructure Built for Modern Workloads Pure also announced the FlashArray//XL190 with Purity Turbo, delivering greater performance for AI, analytics, machine learning, and database workloads. While faster infrastructure is always welcome, the more significant benefit is enabling organisations to support growing workloads without increasing operational complexity or undertaking disruptive infrastructure refreshes. For IT teams, improving performance while maintaining predictable operations supports both innovation and resilience. Partnerships: Strengthening the AI Ecosystem Pure expanded its strategic partnership with NVIDIA, announcing continued collaboration on next-generation AI-native storage solutions built on the NVIDIA AI Data Platform. As AI adoption accelerates, no single technology vendor can deliver the complete solution. Partnerships between infrastructure, compute, and software providers will be essential to helping organisations deploy AI securely, efficiently, and at scale. What does mean for organisations? The announcements at Pure Accelerate reinforce several trends COOLSPIRiT Ltd is seeing across the industry: * Data governance is becoming a core component of cyber resilience. * AI projects depend on trusted, well-managed, and accessible data. * Automation is reducing operational complexity while improving compliance. * High availability and recovery remain fundamental business requirements. * Infrastructure needs to be flexible enough to support rapidly changing business demands without compromising resilience. Technology continues to evolve, but the underlying objective remains the same: ensuring organisations can protect their data, recover quickly from disruption, and confidently adopt new technologies. Final thoughts Pure Accelerate 2026 demonstrated that modern data platforms are evolving beyond traditional storage. Today's organisations need solutions that combine intelligent data management, governance, automation, cyber resilience, and AI readiness. As organisations continue their AI and digital transformation journeys, building resilient data foundations will be critical to supporting innovation while maintaining the levels of security, compliance, and business continuity that customers and stakeholders expect. Learn more Everpure unveils Data-Centric Architecture (Data Primacy Architecture, Everpure Data Intelligence, AI-Ready Context, EDC Success Blueprints, Pure Fusion enhancements, Evergreen//One Overdrive): https://www.everpuredata.com/company/newsroom/press-releases/everpure-unveils-data-centric-architecture.html Everpure Data Stream announcement (Data Stream and NVIDIA partnership): https://www.everpuredata.com/company/newsroom/press-releases/everpure-announces-data-stream.html Top 5 Things to Know from Accelerate 2026 (FlashArray//XL190 and ActiveCluster for File): https://www.everpuredata.com/video/top-5-things-to-know-from-accelerate-2026/6398274007112.html With over industry-leading experience supplying Everpure (formerly Pure Storage) technology, COOLPSIRiT's expert team is here to help guide you through features, functions, and options available. If you would like to learn more and understand how to ensure reliable recovery, then contact its team today by emailing [email protected] or call 01246 454222.