AI is inseparable from the data it can access. Increasingly powerful GPUs can accelerate processing, but they cannot fix data that is siloed, noisy, poorly structured, or missing context. With more powerful GPUs, AI can do the work faster or better. Just as raw processing power alone doesn’t make an AI system effective, the usefulness of an AI system is heavily dependent on the data it can access.
Put simply, if an AI project isn’t delivering, it may well be down to the data. In this article, we’ll explore data’s role in AI and how Dell AI Data Platform helps turn enterprise data into a stronger foundation for generative and agentic AI.
TL;DR
- AI projects are only as strong as the data they can access-and that data must be clear, well-organized, and actionable
- Dell AI Data Platform brings storage engines, data engines, and orchestration together to prepare, search, analyze, and govern structured and unstructured enterprise data
- Dell AI Data Platform uses AI-optimized storage to efficiently move data through training, retrieval, and inference workloads
- Dell AI Data Platform provides one open, modular foundation for storage, data services, orchestration, and security
If you’ve fed your AI project all the spreadsheets, PDFs, reports, meeting transcripts, and white papers it could possibly need and you’re wondering why it’s still not delivering the insight, analytics, or understanding you want, it’s likely a question of data access and quality. Too often, AI projects are derailed by data that’s siloed, too noisy, poorly structured, insufficiently indexed, or lacking useful context.
Too often, AI projects are derailed by data that’s siloed, too noisy, poorly structured, insufficiently indexed, or lacking useful context
Dell AI Data Platform helps organizations and enterprises move from AI experimentation to production. It connects structured and unstructured data to the storage, data services, and orchestration needed for generative and agentic AI, while retaining strict control of how that data is accessed and governed.
Dell AI Data Platform combines AI-optimized storage with specialized data engines and orchestration. Together, these capabilities help teams discover, prepare, process, search, and govern data for AI workloads while reducing disconnected manual steps. Enterprise security and cyber-resilience capabilities also help protect data throughout the workflow.
How do Dell data engines enhance data?
Dell AI Data Platform uses specialized data engines to make raw, structured, and unstructured data more useful for AI projects—with each engine playing a distinct role:
- Dell Data Analytics Engine, powered by Starburst, queries structured and semi-structured data across distributed sources using SQL. It helps teams analyze data where it lives and avoid unnecessary copies. Its distributed architecture is designed to scale with enterprise workloads.
- Dell Data Processing Engine ingests, filters, enriches, and transforms data for analytics and AI workloads. It prepares information for the other data engines and for downstream models and applications.
- Dell Data Search Engine indexes data with metadata and context, making it easier to discover and retrieve relevant information across AI deployments. It supports full-text, vector, and hybrid retrieval so applications can find exact terms as well as meaning.
- Dell Data Orchestration Engine completes the Dell AI Data Platform package, automating multimodal data workflows across audio, text, documents, 3D data, and video. It helps automate enrichment, labeling, and preparation while maintaining human oversight where required.
A unified, powerful platform
The modern AI ecosystem is a patchwork of external tools and third-party services, making it hard to know where to turn when internal operations aren’t delivering the AI deployment you were hoping for.
Dell AI Data Platform is designed to reduce that complexity with an open, modular foundation for AI data storage, preparation, discovery, and analysis. Storage engines provide scalable file and object access, while data engines and orchestration help make enterprise data usable for AI workloads.
Integrated with Dell and NVIDIA AI infrastructure—and protected by enterprise security capabilities including encryption and access controls—Dell AI Data Platform is designed to help teams process, search, orchestrate, and govern data for enterprise AI.
The combination of Dell’s fast and intelligent data engines, efficient and cost-effective storage engines, and robust and integrated security provides a practical foundation for scaling AI from experimentation to production.
If you think Dell AI Data Platform could be the right AI data solution for your business, learn more on the Dell website:
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