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Dell forecasts AI inference token demand to surge 3,400% by 2030
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Dell forecasts AI inference token demand to surge 3,400% by 2030

Sep 1, 2026

Dell Technologies projects a massive 3,400% surge in global AI token consumption by 2030, driven by a shift toward agentic AI and on-premises enterprise workloads. This long-term demand is reflected in Dell's blowout fiscal Q2 2027 results, where the company booked a record $60.9 billion in AI server orders, pushing its total backlog to $95 billion. Consequently, Dell raised its full-year fiscal 2027 revenue guidance to $192 billion and its AI server revenue forecast to $74 billion.

Dell AI server orders

  • ▪Dell Technologies reported $16.4 billion in AI-optimized server revenue for its fiscal second quarter of 2027, which is double the revenue from the same period a year earlier
  • ▪Dell Technologies booked a record $60.9 billion in AI server orders during its fiscal second quarter of 2027

AI server backlog growth

  • ▪Dell Technologies exited its fiscal second quarter of 2027 with a record AI server backlog of $95 billion, up from $51.3 billion three months prior
  • ▪Dell Technologies management indicated that the company is moving past supply chain bottlenecks, particularly in memory components, which is expected to accelerate backlog conversion into revenue

AI inference demand forecast

  • ▪Dell Technologies projected at its Dell Technologies World event that global AI token consumption will grow 3,400% by 2030
  • ▪Dell Technologies expects AI inference workloads to represent nearly two-thirds of all AI computing requirements in the coming years
  • ▪Dell Technologies introduced the PowerEdge XE9812 system, which the company claims delivers up to a 10x lower cost-per-token for large-scale AI inference compared to previous generations

Enterprise AI deployment shift

  • ▪Dell Technologies unveiled Deskside Agentic AI offerings designed for on-premises enterprise use, pitching an 87% reduction in token spending over two years compared to public cloud APIs
  • ▪Dell Technologies projects that enterprise agentic AI workloads, which autonomously execute multi-step tasks, will become the dominant category of AI compute by 2028

Dell revenue guidance raise

  • ▪Dell Technologies raised its fiscal 2027 adjusted earnings guidance to $25.50 per share, up from its previous May guidance of $17.90 per share
  • ▪Dell Technologies raised its full-year fiscal 2027 revenue forecast to $192 billion, up from its previous May guidance of $167 billion

AI infrastructure customer base

  • ▪Dell Technologies named CoreWeave, Iren, Lilly, Samsung, Honeywell, and the U.S. military as part of its customer base running workloads on Dell infrastructure
  • ▪Dell Technologies reported that its AI infrastructure customer base has grown to over 6,500 accounts, spanning neocloud operators, sovereign governments, and traditional enterprises

3 sources

BeInCrypto
Dell Stock Jumps 10% After Hours on Blowout AI Quarter, Guide Raise
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Crypto Briefing
Dell Technologies books record $61B in AI orders in Q2
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Crypto Briefing
Dell forecasts AI inference token demand to surge 3,400% by 2030
View source article

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AI tokensAI inference (scaling)Business & enterprise AIAI scaling lawsCompute, chips & AI infrastructure

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