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Source document· March 16, 2026

Dell AI Data Platform with NVIDIA Supercharges Enterprise AI with Breakthrough Data Orchestration and Storage Innovations

View original at finance.yahoo.com
Dell AI Data Platform with NVIDIA Supercharges Enterprise AI with Breakthrough Data Orchestration and Storage Innovations Dell AI Data Platform with NVIDIA advancements automate the complete AI data lifecycle and deliver extreme AI storage performance for demanding agentic AI workloads Dell Technologies will support al…
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  • The Dell AI Data Platform with NVIDIA automates the entire data lifecycle and delivers the speed and scale AI workloads demand

    60% confidence
  • Dell Exascale Storage is the only 3-in-1 storage built for extreme-scale AI and HPC

    60% confidence
  • Dell Lightning File System delivers up to 150 GB/second per rack

    60% confidence
  • Dell Exascale Storage delivers read performance up to 6TB/second per rack

    60% confidence
  • Customers see up to 12X faster vector indexing, 3X faster data processing, and 19X faster time-to-first-token than traditional computing approaches

    60% confidence
  • Dell Lightning File System delivers up to 2X greater throughput per rack unit than competing parallel file systems

    60% confidence
  • NVIDIA CUDA-X libraries deliver up to 3x faster SQL queries and 12x faster vector indexing

    60% confidence
  • Customers see up to 12X faster vector indexing compared to traditional computing approaches

    60% confidence
  • NVIDIA RTX PRO Blackwell Server Edition GPUs enable up to 3x faster SQL queries

    60% confidence
  • Dell's enterprise expertise, combined with full-stack NVIDIA AI infrastructure, creates the foundation organizations need to deploy AI at scale

    60% confidence
  • Early adopters of Dell AI Factory see up to 2.6x ROI within the first year

    60% confidence
  • The shift to autonomous agents requires a fundamentally different approach to data infrastructure, with automated orchestration, AI-native storage and GPU-optimized performance architected to work together

    60% confidence
  • Dell Exascale Storage delivers read performance up to 6TB/second per rack

    60% confidence
  • NVIDIA RTX PRO Blackwell Server Edition GPUs with CUDA-X libraries deliver up to 3x faster SQL queries

    60% confidence
  • Dell PowerScale's pNFS architecture delivers up to 6X faster performance with large files in enterprise AI environments compared to NFSv3

    60% confidence
  • Lightning File System delivers up to 150 GB/second per rack

    60% confidence
  • The shift to autonomous agents requires a fundamentally different approach to data infrastructure, with automated orchestration, AI-native storage and GPU-optimized performance architected to work together

    60% confidence
  • Dell Lightning File System delivers up to 2X greater throughput per rack unit than competing parallel file systems

    60% confidence
  • Dell Exascale Storage is the only 3-in-1 storage built for extreme-scale AI and HPC

    60% confidence
  • Dell Exascale delivers read performance up to 6TB/second per rack

    60% confidence
  • NVIDIA GPU-accelerated vector indexing delivers 12x faster performance

    60% confidence
  • Dell Lightning File System delivers up to 150 GB/second per rack

    60% confidence
  • Customers see up to 12X faster vector indexing, 3X faster data processing, and 19X faster time-to-first-token than traditional computing approaches

    60% confidence
  • Exascale delivers read performance up to 6TB/second per rack

    60% confidence
  • Lightning File System delivers up to 2X greater throughput per rack unit than competing parallel file systems

    60% confidence
  • Dell Lightning File System is the world's fastest parallel file system

    60% confidence
  • NVIDIA RTX PRO Blackwell Server Edition GPUs with CUDA-X libraries deliver 12x faster vector indexing

    60% confidence
  • The shift to autonomous agents requires a fundamentally different approach to data infrastructure, with automated orchestration, AI-native storage and GPU-optimized performance architected to work together

    60% confidence
  • Dell Lightning File System is the world's fastest parallel file system

    60% confidence
  • Dell AI Factory with NVIDIA has over 4,000 customers

    60% confidence

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What we're seeing
AI Capital Surge Meets Investor Caution: Record Funding Rounds and Government Contracts Amid Valuation Skepticism
A single-week cluster of large AI/fintech funding rounds (Socure, Stability AI, Emerald AI, Generalist AI, Instinct, Gatik, Regent Craft) shows venture capital still pouring into AI infrastructure, identity, and autonomy plays, while Palantir's Army TITAN contract win coincided with a 6% stock drop — signaling that even flagship AI-defense revenue isn't immune to market reassessment of AI valuations. Efficiency-focused innovations like Multiverse Computing's model compression suggest the sector is also pivoting toward cost/inference economics as capital intensity draws scrutiny.
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EPKINLY Regulatory-Clinical Success Cascade
High probability of expanded label indications, additional combination approvals, and competitive positioning strength in follicular lymphoma market. Predicts positive commercial uptake and potential accelerated review for related indications.
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Where sources disagree
Morgan Stanley & Co. LLC
The same metric (eps) for the same entity (Morgan Stanley & Co. LLC) reported for the identical fiscal period (Q1 2026) and observation date (2026-03-31) has two conflicting values: 3.43 USD_per_share vs 3.08 USD. This is not a temporal change — both observations claim to measure the same point in time. The ~10% discrepancy (0.35 USD difference) is material for a financial metric.
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