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Market Report · AI & Technology · 2026

AI Infrastructure Market: Servers, Cloud, Chips and Devices

Worldwide AI infrastructure spending from Gartner, with breakdowns for AI-optimized servers, AI IaaS, AI chips, AI PCs and genAI smartphones.

  • Updated October 1, 2026
  • 5 min read
  • 3 sources
  • Global

Executive Summary

Gartner forecasts worldwide AI infrastructure spending of $1.48 trillion in 2026, up from $982 billion in 2025, and nearly $2.0 trillion in 2027. AI-optimized servers are the largest component; Gartner's 2025 forecast put them at $267.5 billion in 2025, up from $140.1 billion in 2024. NVIDIA, the largest AI accelerator supplier, reported record Data Center revenue of $193.7 billion for fiscal 2026.

Key Numbers

AI infrastructure spending 2026 (forecast)
$1.48T[1]
Worldwide, Gartner September 2026 forecast
AI infrastructure spending 2027 (forecast)
$1.98T[1]
Worldwide, Gartner forecast
AI-optimized server spending 2025
$267.5B[2]
Gartner September 2025 forecast for 2025
NVIDIA Data Center revenue FY2026
$193.7B[3]
Fiscal year ended January 25, 2026, up 68%

Charts

Worldwide AI infrastructure spending, 2025-2027

Gartner September 2026 forecast. 2025 is an estimate; 2026F and 2027F are forecasts.

$981.9B2025$1,484.4B2026F$1,977.7B2027F
Unit: USD billion · 2025-2027Source: [1] Gartner
AI-optimized server spending, 2024-2026

Gartner September 2025 forecast. 2025F and 2026F are forecasts.

  • 2024
    $140.1B
  • 2025F
    $267.5B
  • 2026F
    $329.5B
Unit: USD billion · 2024-2026Source: [2] Gartner

Data Tables

AI infrastructure-related spending, 2024-2026 (USD million)

Gartner, September 2025. 2025 and 2026 are forecasts.

Market20242025F2026F
AI-optimized servers140,107267,534329,528
AI processing semiconductors138,813209,192267,934
GenAI smartphones244,735298,189393,297
AI PCs by ARM and x8651,02390,432144,413
AI-optimized IaaS7,44718,32537,507

Overview

AI infrastructure is the hardware and cloud capacity used to train and run AI models, plus AI-enabled devices. Gartner defines it to include AI-optimized IaaS, AI-optimized servers, AI network fabric, AI processing semiconductors and devices [1].

Gartner forecasts AI infrastructure spending of $981.9 billion in 2025, $1,484.4 billion in 2026 and $1,977.7 billion in 2027 [1]. That is growth of about 51.2% in 2026 and 33.2% in 2027 (FREEE.REPORT calculation). Infrastructure accounts for more than half of all forecast AI spending in 2026 [1].

Segmentation

Gartner's September 2025 forecast gives a breakdown of infrastructure-type markets for 2024 and 2025:

  • AI-optimized servers (GPU and non-GPU accelerators): $140.1 billion in 2024, $267.5 billion in 2025 [2]
  • AI processing semiconductors: $138.8 billion in 2024, $209.2 billion in 2025 [2]
  • GenAI smartphones: $244.7 billion in 2024, $298.2 billion in 2025 [2]
  • AI PCs: $51.0 billion in 2024, $90.4 billion in 2025 [2]
  • AI-optimized IaaS: $7.4 billion in 2024, $18.3 billion in 2025 [2]

These categories overlap in coverage with later Gartner definitions and should be read as a guide to the mix, not added to the September 2026 totals.

Key Companies

NVIDIA reported record fiscal 2026 Data Center revenue of $193.7 billion, up 68%, and record fourth-quarter Data Center revenue of $62.3 billion, up 75% from a year earlier [3]. NVIDIA said its customers are racing to invest in AI compute [3].

Drivers

Gartner expects hyperscalers and service providers buying AI-optimized servers to remain the largest single area of AI spending [1]. It describes the buildout of AI data centre capacity as the largest infrastructure project humanity has undertaken, and says demand has stayed strong despite rising memory prices [1]. Gartner also notes that AI investment is spreading beyond US tech giants to Chinese companies and new AI cloud providers [2].

Methodology

Spending figures are from Gartner press release tables in millions of US dollars, converted to billions. 2026 and 2027 values are forecasts; 2025 values are estimates or forecasts depending on the release date. The September 2025 and September 2026 forecasts use different category definitions.

FREEE.REPORT calculations: growth 2026 = $1,484,397 million / $981,920 million - 1; growth 2027 = $1,977,685 million / $1,484,397 million - 1.

NVIDIA figures are from the company's fiscal 2026 results release. Hyperscaler capital expenditure figures from company filings are not yet included in this report.

Companies

Sources

  1. [1]

    Gartner Forecasts Worldwide AI Spending to Grow 49.5% in 2026 / Gartner / 2026-09-16 / Accessed October 1, 2026 / View source

  2. [2]

    Gartner Says Worldwide AI Spending Will Total $1.5 Trillion in 2025 / Gartner / 2025-09-17 / Accessed October 1, 2026 / View source

  3. [3]

    NVIDIA Announces Financial Results for Fourth Quarter and Fiscal 2026 / NVIDIA / 2026-02-25 / Accessed October 1, 2026 / View source

Figures are reproduced from the publishers above. Calculations marked as our own are derived from these figures. Always check the original source before using a number.