生成AI市場規模、シェア、動向、2033年までの世界予測

Generative AI Market - Global Forecast to 2032

生成AI市場 - 提供形態（基盤モデル、生成AIコパイロット、生成AIアクセラレーター、生成AIメモリ）、データモダリティ（テキスト、動画、マルチモーダル）、用途（コンテンツ生成、自律的なタスク実行、コード生成） - 2033年までの世界市場予測

Generative AI Market by Offering (Foundation Models, Gen AI Co-pilots, Gen AI Accelerators, Gen AI Memory), Data Modality (Text, Video, Multimodal), Application (Content Generation, Autonomous Task Execution, Code Generation) - Global Forecast to 2033

出版	MarketsandMarkets
出版年月	2026年07月
ページ数	796
図表数	1018
価格	記載以外のライセンスについてはお問合せください
シングルユーザ	USD 7,150
種別	英文調査報告書
商品番号	SMR-4401

生成AI市場は2026年に1,854億5,000万米ドル輝度となり、予測期間中には年平均成長率（CAGR）36.8%で推移し、2033年には1兆6,589億7,000万米ドルに達するとMarketsandMarketsでは予測しています。

この成長を後押ししているのは、エンタープライズソフトウェア、顧客対応業務、ソフトウェアエンジニアリング、アナリティクス、研究、ワークフロー自動化といった分野において、実験的なユースケースから実運用レベルの導入へと移行が進んでいることです。AIアクセラレータ、クラウドインフラ、モデル開発プラットフォーム、エンタープライズ向けコパイロット、マルチモーダルシステム、エージェント型AIへの投資拡大が、テクノロジースタック全体にわたる需要を創出しています。同時に企業は、現実の運用環境で生成AIを確実に機能させるため、統合、カスタマイズ、セキュリティ、ガバナンス、監視、マネージドサービスへの支出を増やしています。しかし、高いインフラコスト、データプライバシーのリスク、投資対効果（ROI）の不確実性、モデルのハルシネーション（もっともらしい嘘の生成）、知的財産権への懸念、そして規制の動向といった要因が、規制の厳しい業界やリスクに敏感な業界における導入の足かせとなる可能性があります。

MarketsandMarkets（マーケッツアンドマーケッツ）「生成AI市場規模、シェア、動向、2033年までの世界予測 – Generative AI Market – Global Forecast to 2032」は生成AI（GenAI）の世界市場を調査し、主要セグメント別に分析・予測を行っています。

調査対象セグメント

市場概観
- 市場ダイナミクス
- アンメットニーズ＆ホワイトスペース
- ティア1／2／3プレイヤの戦略的な動き
業界動向
技術的発展、特許、イノベーション、今後の用途
関税分析＆法規制環境
顧客のランドスケープと購入者行動
オファリング別生成AI市場
- インフラ
- ソフトウェア
- サービス
インフラ別生成AI市場
- 生成AIアクセラレーター
- 生成AIメモリ
- 生成AIストレージ
- 生成AIネットワーキングハードウェア
ソフトウェア別生成AI市場
- 基盤モデル
- 生成AI開発プラットフォーム
- 生成AIガバナンス・セキュリティプラットフォーム
- エージェント型AIプラットフォームおよびランタイムシステム
- 生成AIアプリケーションおよびコパイロット
- その他の生成AIソフトウェア
サービス別生成AI市場
- 戦略＆コンサルティング
- モデル開発＆カスタマイゼーション
- 統合と展開
- 生成AIマネージドサービス
- AIトレーニングデータ
データモダリティ別生成AI市場
- テキスト
- 画像
- 動画
- 音声＆発話
- コード
- 3D＆シミュレーションコンテキスト
- マルチモーダル
用途別生成AI市場
- コンテンツ生成＆管理
- ナレッジマネジメントと発見
- コード生成とソフトウェアエンジニアリング
- 生成アナリティクスとインサイト生成
- 合成データ生成
- 自律型タスク実行とワークフローの自動化
- 生成設計とシミュレーション
- その他の用途
エンドユーザ別生成AI市場
- 一般消費者
- 法人
  - IT＆ITeS
  - BFSI
  - 小売業＆消費財
  - 政府
  - 防衛＆国家安全保障
  - 医療、医薬品＆ライフライセンス
  - 製造業と工業
  - 電気通信
  - エネルギー＆公益事業
  - 輸送＆物流
  - メディア＆エンターテインメント
  - プロフェッショナルサービス
  - 教育
  - その他の法人
地域別生成AI市場
- 北米
  - 米国
  - カナダ
- 欧州
  - 英国
  - ドイツ
  - フランス
  - イタリア
  - スペイン
  - その他の欧州
- アジア太平洋地域
  - 中国
  - 日本
  - インド
  - 韓国
  - ASEAN
  - その他のアジア太平洋地域
- 中東＆アフリカ
  - サウジアラビア
  - アラブ首長国連邦（UAE）
  - 南アフリカ
  - トルコ
  - その他の中東＆アフリカ
- ラテンアメリカ
  - ブラジル
  - メキシコ
  - その他のラテンアメリカ

調査対象範囲

本調査レポートでは、生成AI市場を以下の区分で分析しています：提供形態（インフラ、ソフトウェア、サービス）、用途（コンテンツ生成・管理、ナレッジ管理・探索、コード生成・ソフトウェアエンジニアリング、生成型分析・インサイト生成、合成データ生成、自律的タスク実行・ワークフロー自動化、ジェネレーティブデザイン・シミュレーション、その他）、データモダリティ（テキスト、画像、動画、音声・スピーチ、コード、3D・シミュレーションコンテンツ、マルチモーダル）、エンドユーザー（消費者、企業 {BFSI（銀行・金融・保険）、小売・消費財、政府・公共、防衛・国家安全保障、ヘルスケア・医薬・ライフサイエンス、製造・産業、通信、エネルギー・公益事業、輸送・物流、メディア・エンターテインメント、IT・ITサービス、プロフェッショナルサービス、教育、その他企業}）、および地域（北米、欧州、アジア太平洋、中東・アフリカ、中南米）。本レポートは、生成AI市場の成長に影響を与える主要因（促進要因、抑制要因、課題、機会など）に関する詳細情報も網羅しています。また、主要な業界プレーヤーに関する詳細な分析を行い、事業概要、ソリューション・サービス、主要戦略、契約・提携・合意、新製品・サービスの投入、M&A、市場における最近の動向などに関する知見を提供します。さらに、生成AI市場のエコシステムにおける新興スタートアップ企業の競合分析も含まれています。

本レポートを購入すべき理由

本レポートは、市場のリーダー企業や新規参入企業に対し、生成AI市場全体およびそのサブセグメントにおける推定収益規模に関する情報を提供します。これにより、ステークホルダーは競争環境を把握し、自社の事業の立ち位置を明確にしたり、適切な市場参入戦略（Go-to-Market戦略）を策定したりするための知見を得ることができます。また、市場の動向や気運を理解するのに役立つほか、市場の主要な促進要因、抑制要因、課題、機会に関する情報も提供します。

本レポートでは、以下の点に関する知見を提供します。

主要な推進要因（企業による生成AIコパイロットやAI活用ワークフローの急速な導入、マルチモーダル・推論・文脈理解機能を備えた基盤モデルの進化、モデル推論コストの低下と計算効率の向上、コンテンツ制作・ソフトウェア開発・ナレッジマネジメント・分析の各分野における自動化需要の拡大）、阻害要因（計算インフラ・モデル学習・大規模推論にかかる高額なコスト、データプライバシー・知的財産・規制遵守に関する懸念）、機会（エージェント型AIや自律的な多段階ワークフロー・オーケストレーションの拡大、特定ドメイン向け・小型・カスタマイズされた生成AIモデルの開発、ソブリン型・ローカライズ型・業界規制準拠型の生成AIソリューションへの需要増）、および課題（モデル出力の精度・信頼性・説明可能性・一貫性の確保、プロンプトインジェクション・データポイズニング・モデルの悪用・その他の生成AIセキュリティリスクの軽減）

製品開発・イノベーション：生成AI市場における次世代技術、研究開発活動、製品・サービスの投入に関する詳細な知見
市場開拓：有望な市場に関する包括的な情報（各地域における生成AI市場の分析）
市場の多角化：生成AI市場における新製品・サービス、未開拓地域、最近の動向、投資に関する網羅的な情報
競争状況の評価：生成AI市場におけるAWS（米国）、Microsoft（米国）、Google（米国）、NVIDIA（米国）、OpenAI（米国）、Anthropic（米国）、DeepSeek AI（中国）、Midjourney（米国）、Hugging Face（米国）、LlamaIndex（米国）などの市場シェア、成長戦略、製品ポートフォリオに関する詳細な評価

Report Description

The generative AI market is estimated at USD 185.45 billion in 2026 and is projected to reach USD 1,658.97 billion by 2033, registering a CAGR of 36.8% during the forecast period. Growth is being supported by the transition from experimental use cases to production-grade deployments across enterprise software, customer operations, software engineering, analytics, research, and workflow automation. Rising investments in AI accelerators, cloud infrastructure, model-development platforms, enterprise copilots, multimodal systems, and agentic AI are creating demand across the full technology stack. At the same time, enterprises are increasing spending on integration, customization, security, governance, monitoring, and managed services to make generative AI reliable in real-world operating environments. However, high infrastructure costs, data privacy risks, uncertain return on investment, model hallucinations, intellectual-property concerns, and evolving regulations may slow adoption in highly regulated or risk-sensitive industries.

Generative AI Market – Global Forecast to 2033

“Enterprise demand for autonomous execution is expected to propel workflow automation as the fastest-expanding application during the forecast period”

The autonomous task execution & workflow automation segment is expected to record the highest CAGR during the forecast period as enterprises move beyond generative AI systems that only produce content or recommendations. Agentic systems are increasingly being designed to plan tasks, interact with enterprise applications, retrieve organizational data, use external tools, and complete multistep processes with limited human intervention. This shift is expanding adoption across customer service, finance operations, procurement, software development, IT service management, research, sales support, and administrative workflows. Growth in this segment will also be supported by demand for agent orchestration, runtime environments, memory, identity management, permissions, observability, evaluation, and human-approval mechanisms. Vendors that can combine autonomous execution with enterprise-grade governance and system integration are likely to capture a significant share of emerging spending.

“Early adoption across software development, managed services, and digital delivery is expected to keep IT & ITeS at the forefront of end-user share in 2026”

The IT & ITeS segment is expected to hold the largest share of the generative AI market in 2026 because technology providers and service firms are both major users and commercial suppliers of generative AI solutions. These companies use generative AI for code generation, software testing, application modernization, technical support, knowledge retrieval, documentation, cloud operations, and managed service delivery. They also embed generative AI into platforms, applications, consulting engagements, and outsourcing contracts delivered to clients across multiple industries. The segment benefits from strong technical talent, established cloud and software ecosystems, large enterprise customer bases, and the ability to scale repeatable use cases across geographies. Early commercialization of copilots, developer assistants, agentic platforms, and AI-enabled service delivery models further strengthens its leadership position.

Generative AI Market – Global Forecast to 2033 – by region

“North America remains the largest generative AI market in 2026 due to strong infrastructure investment and vendor concentration, while Asia Pacific is the fastest-growing between 2026 and 2033 as sovereign AI initiatives and enterprise adoption accelerate”

North America is expected to account for the largest share of the generative AI market in 2026, supported by the region’s concentration of hyperscale cloud providers, semiconductor companies, foundation-model developers, enterprise software vendors, research institutions, and venture-backed startups. The US hosts several of the companies shaping the global generative AI stack, spanning accelerators, cloud infrastructure, models, development platforms, copilots, governance tools, and professional services. Continued investment in data centers, AI servers, networking, and energy infrastructure is also supporting higher demand for training and inference capacity. North America’s advantage is therefore not limited to technology supply; it also reflects a large base of enterprise buyers willing to commercialize generative AI across internal operations and customer-facing applications.

Asia Pacific is projected to register the fastest growth in the generative AI market during the forecast timeline as governments, cloud providers, telecommunications companies, and large enterprises increase investment in domestic AI capabilities. Sovereign AI programs are encouraging domestic model development, localized infrastructure, and greater control over enterprise and public-sector data. The region’s large digital user base creates substantial opportunities across commerce, customer service, education, financial services, manufacturing, media, and software development. Growth is also supported by the increasing availability of lower-cost models, managed platforms, and industry-specific solutions that reduce adoption barriers for mid-sized enterprises.

Breakdown of Primaries

In-depth interviews were conducted with chief executive officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the generative AI market.

By Company: Tier 1 – 38%, Tier 2 – 20%, and Tier 3 – 42%
By Designation: Directors – 31%, Managers – 46%, and Others – 23%
By Region: North America – 48%, Europe – 18%, Asia Pacific – 23%, Middle East & Africa – 4%, and Latin America – 7%

AWS (US), Microsoft (US), Google (US), NVIDIA (US), OpenAI (US), Anthropic (US), Meta (US), IBM (US), Salesforce (US), Accenture (Ireland), AMD (US), Broadcom (US), Qualcomm (US), Intel (US), Cisco (US), Micron (US), SK Hynix (South Korea), Dell Technologies (US), Mistral AI (France), Cohere (Canada), xAI (US), DeepSeek AI (China), Midjourney (US), Databricks (US), Snowflake (US), Hugging Face (US), LlamaIndex (US), Weights & Biases (US), Credo AI (US), Lakera (Switzerland), Protect AI (US), HiddenLayer (US), Lasso Security (Israel), LangChain (US), CrewAI (US), Kore.ai (US), Cognigy (Germany), UiPath (US), Adobe (US), ServiceNow (US), SAP (Germany), Oracle (US), Perplexity AI (US), Harvey (US), Deloitte (UK), TCS (India), Infosys (India), HCLTech (India), Cognizant (US), and EPAM Systems (US) are some of the key players in the generative AI market.

Generative AI Market – Global Forecast to 2033 – by ecosystem

The study includes an in-depth competitive analysis of these key players in the generative AI market, with their company profiles, recent developments, and key market strategies.

Research Coverage

This research report categorizes the generative AI market by offering (infrastructure, software, and services), application (content generation & management, knowledge management & discovery, code generation & software engineering, generative analytics & insight generation, synthetic data generation, autonomous task execution & workflow automation, generative design & simulation, other applications), data modality (text, image, video, audio & speech, code, 3D & simulation content, multimodal), end user (consumers, enterprises {BFSI, retail & consumer goods, government, defense & national security, healthcare, pharmaceuticals, & life sciences, manufacturing & industrial, telecommunications, energy & utilities, transportation & logistics, media & entertainment, IT & ITeS, professional services, education, other enterprises}), and region (North America, Europe, Asia Pacific, Middle East & Africa, and Latin America). The scope of the report covers detailed information regarding the major factors, such as drivers, restraints, challenges, and opportunities, influencing the growth of the generative AI market. A detailed analysis of key industry players has been provided to offer insights into their business overview, solutions and services, key strategies, contracts, partnerships, agreements, new product & service launches, mergers and acquisitions, and recent developments in the generative AI market. This report also covers competitive analysis of upcoming startups in the generative AI market ecosystem.

Reasons to Buy This Report

The report will provide market leaders and new entrants with information on the closest approximations of the revenue numbers for the overall generative AI market and its subsegments. It will help stakeholders understand the competitive landscape and gain insights to better position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights into the following pointers:

Analysis of key drivers (Rapid enterprise adoption of generative AI copilots and AI-enabled workflows; advancements in multimodal, reasoning, and context-aware foundation models; declining model inference costs and improving compute efficiency; growing demand for automation across content creation, software development, knowledge management, and analytics), restraints (High cost of compute infrastructure, model training, and large-scale inference; data privacy, intellectual property, and regulatory compliance concerns), opportunities (Expansion of agentic AI and autonomous multi-step workflow orchestration; development of domain-specific, small, and customized generative AI models; rising demand for sovereign, localized, and industry-compliant generative AI solutions), and challenges (Ensuring accuracy, reliability, explainability, and consistency of model outputs; mitigating prompt injection, data poisoning, model abuse, and other generative AI security risks)

Product Development/Innovation: Detailed insights into upcoming technologies, research & development activities, and product & service launches in the generative AI market
Market Development: Comprehensive information about lucrative markets – analysis of the generative AI market across varied regions
Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the generative AI market
Competitive Assessment: In-depth assessment of market shares, growth strategies and product portfolios of AWS (US), Microsoft (US), Google (US), NVIDIA (US), OpenAI (US), Anthropic (US), DeepSeek AI (China), Midjourney (US), Hugging Face (US), and LlamaIndex (US), among others, in the generative AI market

1 INTRODUCTION 60

1.1 STUDY OBJECTIVES 60
1.2 MARKET DEFINITION 60
1.2.1 INCLUSIONS AND EXCLUSIONS 61
1.3 MARKET SCOPE 62
1.3.1 YEARS CONSIDERED FOR THE STUDY 66
1.4 CURRENCY CONSIDERED 66
1.5 STAKEHOLDERS 66
1.6 SUMMARY OF CHANGES 67

2 EXECUTIVE SUMMARY 69

2.1 MARKET HIGHLIGHTS AND KEY INSIGHTS 69
2.2 KEY MARKET PARTICIPANTS: MAPPING OF STRATEGIC DEVELOPMENTS 72
2.3 DISRUPTIVE TRENDS IN GENERATIVE AI MARKET 73
2.4 HIGH-GROWTH SEGMENTS 75
2.5 REGIONAL SNAPSHOT: MARKET SIZE, GROWTH RATE, AND FORECAST 76

3 PREMIUM INSIGHTS 78

3.1 ATTRACTIVE OPPORTUNITIES IN GENERATIVE AI MARKET 78
3.2 GENERATIVE AI MARKET, BY REGION 79
3.3 GENERATIVE AI MARKET: TOP THREE OFFERINGS 79
3.4 NORTH AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE AND SERVICE 80
3.5 GENERATIVE AI MARKET, BY REGION 80

4 MARKET OVERVIEW 81

4.1 INTRODUCTION 81
4.2 MARKET DYNAMICS 81
4.2.1 DRIVERS 82
4.2.1.1 Rapid enterprise adoption of generative AI copilots and
AI-enabled workflows 82
4.2.1.2 Advancements in multimodal, reasoning, and context-aware foundation models 83
4.2.1.3 Declining model inference costs and improving compute efficiency 83
4.2.1.4 Growing demand for automation across content creation,
software development, knowledge management, and analytics 84
4.2.2 RESTRAINTS 84
4.2.2.1 High total cost of compute infrastructure, model development, and enterprise-scale deployment 84
4.2.2.2 Data privacy, intellectual property, and regulatory
compliance concerns 85
4.2.3 OPPORTUNITIES 85
4.2.3.1 Expansion of agentic AI and autonomous multi-step
workflow orchestration 85
4.2.3.2 Development of domain-specific, small, and customized
generative AI models 86
4.2.3.3 Rising demand for sovereign, localized, and industry-compliant generative AI solutions 86
4.2.4 CHALLENGES 87
4.2.4.1 Ensuring accuracy, reliability, explainability, and consistency of model outputs 87
4.2.4.2 Mitigating prompt injection, data poisoning, model abuse, and
other generative AI security risks 87
4.3 UNMET NEEDS AND WHITE SPACES 88
4.3.1 UNMET NEEDS IN GENERATIVE AI MARKET 88
4.3.2 WHITE SPACE OPPORTUNITIES 89
4.4 INTERCONNECTED MARKETS AND CROSS-SECTOR OPPORTUNITIES 89
4.4.1 INTERCONNECTED MARKETS 89
4.4.2 CROSS-SECTOR OPPORTUNITIES 90
4.5 STRATEGIC MOVES BY TIER-1/2/3 PLAYERS 90

5 INDUSTRY TRENDS 92

5.1 EVOLUTION OF GENERATIVE AI 92
5.2 PORTER’S FIVE FORCES ANALYSIS 94
5.2.1 THREAT OF NEW ENTRANTS 95
5.2.2 THREAT OF SUBSTITUTES 96
5.2.3 BARGAINING POWER OF SUPPLIERS 96
5.2.4 BARGAINING POWER OF BUYERS 96
5.2.5 INTENSITY OF COMPETITIVE RIVALRY 97
5.3 MACROECONOMIC OUTLOOK 97
5.3.1 INTRODUCTION 97
5.3.2 GDP TRENDS AND FORECAST 97
5.3.3 TRENDS IN AI INFRASTRUCTURE AND SEMICONDUCTOR INDUSTRY 99
5.3.4 TRENDS IN AGENTIC AI INDUSTRY 100
5.4 SUPPLY CHAIN ANALYSIS 101
5.5 ECOSYSTEM ANALYSIS 102
5.5.1 GENERATIVE AI GOVERNANCE & SECURITY PLATFORM VENDORS 105
5.5.2 AGENTIC AI PLATFORMS & RUNTIME SYSTEM VENDORS 105
5.5.3 GENERATIVE AI SERVICE PROVIDERS 106
5.5.4 FOUNDATION MODEL VENDORS 106
5.5.5 AGENTIC AI PLATFORMS & RUNTIME SYSTEM VENDORS 106
5.5.6 GENERATIVE AI HARDWARE VENDORS 106
5.5.7 GENERATIVE AI APPLICATION & COPILOT VENDORS 106

5.6 PRICING ANALYSIS 107
5.6.1 AVERAGE SELLING PRICE TREND OF GEN AI ACCELERATORS 108
5.6.2 INDICATIVE PRICING ANALYSIS, BY GENERATIVE AI SOFTWARE 109
5.7 TRADE ANALYSIS 110
5.7.1 EXPORT SCENARIO OF COMPUTER PROCESSING UNITS (HSN: 847150) 110
5.7.2 IMPORT SCENARIO OF COMPUTER PROCESSING UNITS (HSN: 847150) 111
5.8 KEY CONFERENCES AND EVENTS, 2026–2027 112
5.9 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESSES 114
5.10 INVESTMENT AND FUNDING SCENARIO 114
5.11 CASE STUDY ANALYSIS 116
5.11.1 DISCOVERY BANK DOUBLED ENGAGEMENT THROUGH PERSONALIZED, MULTIMODAL BANKING ASSISTANCE 116
5.11.2 WAYFAIR CORRECTED 2.5 MILLION PRODUCT TAGS AND AUTOMATED HIGH-VOLUME SUPPLIER SUPPORT 116
5.11.3 SUPER TEACHER DOUBLED TEAM PRODUCTIVITY BY EMBEDDING CLAUDE ACROSS CONTENT AND PRODUCT DEVELOPMENT 117
5.11.4 WIMBLEDON MODERNIZED ITS DIGITAL PLATFORM AND EXPANDED
AI-POWERED FAN ENGAGEMENT 117
5.11.5 HEATHROW AIRPORT RESOLVED 90% OF PASSENGER CHATS THROUGH AN AGENTFORCE-POWERED TRAVEL ASSISTANT 118
5.11.6 SPACE LLAMA BROUGHT LOW-LATENCY, OFFLINE GENERATIVE AI PROCESSING TO THE INTERNATIONAL SPACE STATION 118
5.12 IMPACT OF 2025 US TARIFFS – GENERATIVE AI MARKET 119
5.12.1 INTRODUCTION 119
5.12.1.1 Tariff/Trade Policy Updates (June–July 2026) 119
5.12.2 KEY TARIFF RATES 120
5.12.3 PRICE IMPACT ANALYSIS 120
5.12.3.1 Strategic shifts and emerging trends 121
5.12.4 IMPACT ON COUNTRY/REGION 121
5.12.4.1 US 121
5.12.4.2 China 121
5.12.4.3 Europe 122
5.12.4.4 Asia Pacific (excluding China) 122
5.12.5 IMPACT ON END-USE INDUSTRIES 122

6 TECHNOLOGICAL ADVANCEMENTS, PATENTS, INNOVATIONS, AND FUTURE APPLICATIONS 124

6.1 KEY EMERGING TECHNOLOGIES 124
6.1.1 FOUNDATION MODELS AND LARGE LANGUAGE MODELS 124
6.1.2 MACHINE LEARNING & DEEP LEARNING 125
6.1.3 NATURAL LANGUAGE PROCESSING (NLP) 125
6.1.4 COMPUTER VISION 125
6.1.5 AI ACCELERATORS AND HIGH-PERFORMANCE COMPUTING 125
6.2 COMPLEMENTARY TECHNOLOGIES 126
6.2.1 CLOUD COMPUTING AND AI INFRASTRUCTURE 126
6.2.2 VECTOR DATABASES AND RETRIEVAL-AUGMENTED GENERATION 126
6.2.3 KNOWLEDGE GRAPHS AND ENTERPRISE SEARCH 126
6.2.4 DATA ENGINEERING AND MLOPS 127
6.2.5 AI GOVERNANCE, SECURITY, AND MODEL OBSERVABILITY 127
6.3 ADJACENT TECHNOLOGIES 127
6.3.1 CONVERSATIONAL AI 127
6.3.2 AGENTIC AI AND AI AGENTS 127
6.3.3 DOCUMENT AI AND INTELLIGENT DOCUMENT PROCESSING 128
6.3.4 PREDICTIVE AI AND ADVANCED ANALYTICS 128
6.3.5 ROBOTIC PROCESS AUTOMATION 128
6.4 TECHNOLOGY ROADMAP 129
6.5 PATENT ANALYSIS 130
6.5.1 METHODOLOGY 130
6.5.2 PATENTS FILED, BY DOCUMENT TYPE, 2016-2026 131
6.5.3 INNOVATION AND PATENT APPLICATIONS 131
6.6 FUTURE APPLICATIONS 134
6.6.1 AUTONOMOUS ENTERPRISE AI AGENTS 135
6.6.2 GENERATIVE PRODUCT AND ENGINEERING DESIGN 135
6.6.3 PRECISION HEALTHCARE AND DRUG DISCOVERY 136
6.6.4 REAL-TIME MULTIMODAL DECISION SUPPORT 136
6.6.5 HYPER-PERSONALIZED DIGITAL EXPERIENCES 137

7 TARIFF ANALYSIS AND REGULATORY LANDSCAPE 138

7.1 TARIFF RELATED TO COMPUTER PROCESSING UNITS 138
7.1.1 TARIFF RELATED TO COMPUTER PROCESSING UNITS (HSN: 847150) 138
7.2 REGIONAL REGULATIONS AND COMPLIANCE 139
7.2.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 140
7.2.2 KEY REGULATIONS 144
7.2.2.1 North America 144
7.2.2.1.1 AI Risk Management Framework: Generative AI Profile (US) 144
7.2.2.1.2 Voluntary Code of Conduct for Advanced Generative AI Systems (Canada) 144
7.2.2.2 Europe 144
7.2.2.2.1 Pro-Innovation Approach to AI Regulation (UK) 144
7.2.2.2.2 German AI Market Surveillance and Implementation Act (Germany) 144
7.2.2.2.3 CNIL Recommendations for AI Systems under the GDPR (France) 145
7.2.2.2.4 Italian Data Protection Code and Garante Measures for Generative AI (Italy) 145
7.2.2.2.5 AI Act Compliance and National Supervision
Framework (Spain) 145
7.2.2.2.6 European Union Artificial Intelligence Act (EU) 146
7.2.2.3 Asia Pacific 146
7.2.2.3.1 Interim Measures for the Management of Generative Artificial Intelligence Services (China) 146
7.2.2.3.2 Information Technology Intermediary Rules and MeitY
AI Advisories (India) 146
7.2.2.3.3 AI Guidelines for Business (Japan) 146
7.2.2.3.4 Personal Information Processing Guidelines for Generative AI Development and Use (South Korea) 147
7.2.2.3.5 Expanded ASEAN Guide on AI Governance and
Ethics for Generative AI (ASEAN) 147
7.2.2.4 Middle East & Africa 147
7.2.2.4.1 Generative AI Guidelines (Saudi Arabia) 147
7.2.2.4.2 Federal Personal Data Protection Law (UAE) 148
7.2.2.4.3 Protection of Personal Information Act (South Africa) 148
7.2.2.4.4 Personal Data Protection Law No. 6698 and
AI Recommendations (Turkey) 148
7.2.2.4.5 Continental Artificial Intelligence Strategy (African Union) 148
7.2.2.5 Latin America 149
7.2.2.5.1 General Data Protection Law and ANPD GenAI Enforcement (Brazil) 149
7.2.2.5.2 Federal Personal Data Protection Law and Emerging
AI Framework (Mexico) 149
7.2.2.5.3 Digital Agenda for Latin America and the Caribbean, eLAC2026 (Latin America) 149
7.2.3 INDUSTRY STANDARDS 149

8 CUSTOMER LANDSCAPE & BUYER BEHAVIOR 152

8.1 DECISION-MAKING PROCESS 152
8.2 BUYER STAKEHOLDERS AND BUYING EVALUATION CRITERIA 153
8.2.1 BUYING CRITERIA 154
8.3 ADOPTION BARRIERS & INTERNAL CHALLENGES 155
8.4 UNMET NEEDS FROM VARIOUS INDUSTRY VERTICALS 156

9 GENERATIVE AI MARKET, BY OFFERING 158

9.1 INTRODUCTION 159
9.1.1 DRIVERS: GENERATIVE AI MARKET, BY OFFERING 159
9.2 INFRASTRUCTURE 161
9.2.1 EVOLVING INTO INTEGRATED STACK FOR INCREASINGLY INTENSIVE INFERENCE WORKLOADS 161
9.3 SOFTWARE 162
9.3.1 SHIFTING TOWARD EMBEDDED APPLICATIONS, GOVERNED PLATFORMS, AND AGENTIC ENTERPRISE SYSTEMS 162
9.4 SERVICES 164
9.4.1 ESSENTIAL FOR CUSTOMIZATION, INTEGRATION, DEPLOYMENT, AND ONGOING OPTIMIZATION 164

10 GENERATIVE AI MARKET, BY INFRASTRUCTURE 166

10.1 INTRODUCTION 167
10.1.1 DRIVERS: GENERATIVE AI MARKET, BY INFRASTRUCTURE 167
10.2 GEN AI ACCELERATORS 169
10.2.1 ADVANCING TOWARD WORKLOAD-SPECIFIC COMPUTE ARCHITECTURES
FOR PERFORMANCE IMPROVEMENT 169
10.2.2 GRAPHICS PROCESSING UNITS (GPUS) 171
10.2.3 AI ASICS & TPUS 172
10.2.4 FIELD-PROGRAMMABLE GATE ARRAYS (FPGAS) 173
10.2.5 CENTRAL PROCESSING UNITS (CPUS) 174
10.2.6 EDGE AI PROCESSORS 175
10.2.6.1 Neural processing units (NPUs) 176
10.2.6.2 System on Chip (SoC) 177
10.3 GEN AI MEMORY 177
10.3.1 EVOLVING INTO CRITICAL PERFORMANCE LAYER AS LARGER MODELS
PLACE GREATER PRESSURE ON DATA MOVEMENT 177
10.3.2 HIGH BANDWIDTH MEMORY (HBM) 179
10.3.3 GRAPHICS DOUBLE DATA RATE (GDDR) MEMORY 180
10.3.4 LOW POWER DOUBLE DATA RATE (LPDDR) MEMORY 181
10.3.5 PROCESSING-IN-MEMORY 182
10.4 GEN AI STORAGE 183
10.4.1 SHIFTING TOWARD FASTER, SCALABLE ARCHITECTURES
THAT SUPPORT TRAINING DATA PIPELINES 183
10.4.2 ENTERPRISE SSDS 185
10.4.3 ALL-FLASH ARRAYS 186
10.4.4 HIGH-CAPACITY HDD SYSTEMS 187
10.4.5 STORAGE CONTROLLERS & EXPANSION SYSTEMS 188
10.5 GEN AI NETWORKING HARDWARE 189
10.5.1 EVOLVING TO IMPROVE ACCELERATOR-CLUSTER UTILIZATION 189
10.5.2 INFINIBAND HCAS & SWITCHES 191
10.5.3 HIGH SPEED ETHERNET NICS 192

11 GENERATIVE AI MARKET, BY SOFTWARE 194

11.1 INTRODUCTION 195
11.1.1 DRIVERS: GENERATIVE AI MARKET, BY SOFTWARE 195
11.2 FOUNDATION MODELS 198
11.2.1 EVOLVING INTO SHARED INTELLIGENCE LAYER AS PROVIDERS COMPETE ON CAPABILITY AND EFFICIENCY 198
11.3 GEN AI DEVELOPMENT PLATFORMS 199
11.3.1 CONSOLIDATING MODEL ORCHESTRATION AND LIFECYCLE MANAGEMENT 199
11.4 GEN AI GOVERNANCE & SECURITY PLATFORMS 201
11.4.1 PROGRESSIVELY ESSENTIAL FOR MAINTAINING TRUSTWORTHY AI OPERATIONS 201
11.5 AGENTIC AI PLATFORMS & RUNTIME SYSTEMS 202
11.5.1 ADVANCING FROM EXPERIMENTATION TOWARD GOVERNED EXECUTION ACROSS ENTERPRISE WORKFLOWS 202
11.6 GEN AI APPLICATIONS & COPILOTS 204
11.6.1 EMBEDDING INTELLIGENCE DIRECTLY INTO USER TASKS AND BUSINESS PROCESSES 204
11.7 OTHER GEN AI SOFTWARE 205

12 GENERATIVE AI MARKET, BY SERVICE 207

12.1 INTRODUCTION 208
12.1.1 DRIVERS: GENERATIVE AI MARKET, BY SERVICE 208
12.2 STRATEGY & CONSULTING 210
12.2.1 GEN AI CONSULTING IS SHIFTING FROM USE-CASE DISCOVERY TO ENTERPRISE-SCALE TRANSFORMATION PLANNING 210
12.3 MODEL DEVELOPMENT & CUSTOMIZATION 212
12.3.1 MODEL DEVELOPMENT & CUSTOMIZATION SERVICES ARE ADAPTING GENERATIVE AI TO MEASURABLE BUSINESS OUTCOMES 212
12.4 INTEGRATION & DEPLOYMENT 213
12.4.1 INTEGRATION & DEPLOYMENT SERVICES ARE CONNECTING GENERATIVE AI WITH ENTERPRISE DATA AND PRODUCTION WORKFLOWS 213
12.5 MANAGED GEN AI 214
12.5.1 MANAGED GENERATIVE AI SERVICES ARE EXPANDING AS ENTERPRISES SEEK CONTINUOUS OPTIMIZATION AND OPERATIONAL SUPPORT 214
12.6 AI TRAINING DATA 216
12.6.1 AI TRAINING DATA SERVICES REMAIN CRITICAL FOR PREPARING, VALIDATING, AND ENRICHING DOMAIN-SPECIFIC DATA 216

13 GENERATIVE AI MARKET, BY DATA MODALITY 218

13.1 INTRODUCTION 219
13.1.1 DRIVERS: GENERATIVE AI MARKET, BY DATA MODALITY 219
13.2 TEXT 221
13.2.1 BROADEST COMMERCIAL MODALITY ACROSS
DOCUMENT-INTENSIVE WORKFLOWS 221
13.3 IMAGE 223
13.3.1 SCALABLE PRODUCTION CAPABILITY ACROSS DESIGN, MARKETING,
RETAIL, AND VISUAL CONTENT 223
13.4 VIDEO 224
13.4.1 EVOLVING INTO CONTROLLABLE, PRODUCTION-READY CREATION FOR MARKETING, MEDIA, TRAINING, AND SIMULATION 224
13.5 AUDIO & SPEECH 225
13.5.1 EXPANDING THROUGH MULTILINGUAL VOICE INTERFACES AND CONVERSATIONAL APPLICATIONS 225

13.6 CODE 226
13.6.1 CORE DEVELOPER PRODUCTIVITY LAYER ACROSS CREATION, TRANSFORMATION, AND MAINTENANCE TASKS 226
13.7 3D & SIMULATION CONTENT 228
13.7.1 ENABLING FASTER DESIGN, DIGITAL TWINS, AND ENGINEERING EXPERIMENTATION 228
13.8 MULTIMODAL 229
13.8.1 DEFAULT ARCHITECTURE FOR SYSTEMS THAT GENERATE ACROSS MULTIPLE DATA TYPES 229

14 GENERATIVE AI MARKET, BY APPLICATION 231

14.1 INTRODUCTION 232
14.1.1 DRIVERS: GENERATIVE AI MARKET, BY APPLICATION 232
14.2 CONTENT GENERATION & MANAGEMENT 234
14.2.1 EVOLVING FROM ISOLATED CREATION TOOLS INTO INTEGRATED ENTERPRISE CONTENT OPERATIONS 234
14.3 KNOWLEDGE MANAGEMENT & DISCOVERY 235
14.3.1 MAKING ENTERPRISE INFORMATION MORE ACTIONABLE THROUGH GENERATIVE INTERFACES 235
14.4 CODE GENERATION & SOFTWARE ENGINEERING 237
14.4.1 EXTENDING AUTOMATION ACROSS DEVELOPMENT AND TESTING 237
14.5 GENERATIVE ANALYTICS & INSIGHT GENERATION 238
14.5.1 SIMPLIFYING ACCESS TO BUSINESS INTELLIGENCE THROUGH NATURAL-LANGUAGE EXPLORATION 238
14.6 SYNTHETIC DATA GENERATION 239
14.6.1 ADDRESSING PRIVACY, SCARCITY, AND RARE-EVENT CHALLENGES ACROSS MODEL DEVELOPMENT AND TESTING 239
14.7 AUTONOMOUS TASK EXECUTION & WORKFLOW AUTOMATION 240
14.7.1 MOVING GENERATIVE AI FROM USER ASSISTANCE TOWARD MULTI-STEP BUSINESS PROCESS COMPLETION 240
14.8 GENERATIVE DESIGN & SIMULATION 242
14.8.1 ACCELERATING PRODUCT EXPLORATION AND DIGITAL EXPERIMENTATION 242
14.9 OTHER APPLICATIONS 243

15 GENERATIVE AI MARKET, BY END USER 245

15.1 INTRODUCTION 246
15.1.1 DRIVERS: GENERATIVE AI MARKET, BY END USER 246
15.2 CONSUMERS 248
15.2.1 BROADENING GEN AI ADOPTION THROUGH AFFORDABLE ASSISTANTS, CREATOR TOOLS, AND EMBEDDED AI EXPERIENCES 248
15.3 ENTERPRISES 249
15.3.1 IT & ITES 252
15.3.1.1 IT & ITeS to retain leadership as Gen AI becomes embedded across software creation and digital operations 252

15.3.2 BFSI 254
15.3.2.1 Gen AI adoption moving from employee assistance toward governed decision support and high-volume process automation 254
15.3.3 RETAIL & CONSUMER GOODS 255
15.3.3.1 Application of Gen AI across merchandising, marketing, service, and product content at scale 255
15.3.4 GOVERNMENT 257
15.3.4.1 Gen AI adoption centered on secure knowledge access, citizen services, and administrative productivity 257
15.3.5 DEFENSE & NATIONAL SECURITY 258
15.3.5.1 Expanding Gen AI demand around secure intelligence, mission planning, simulation, and operator support 258
15.3.6 HEALTHCARE, PHARMACEUTICALS, & LIFE SCIENCES 259
15.3.6.1 Spending set to increase as Gen AI adoption expands across clinical research and regulatory workflows 259
15.3.7 MANUFACTURING & INDUSTRIAL 261
15.3.7.1 Advancing Gen AI adoption through engineering assistance, maintenance knowledge, and simulation 261
15.3.8 TELECOMMUNICATIONS 262
15.3.8.1 Application of Gen AI to improve service operations, network knowledge, and digital customer engagements 262
15.3.9 ENERGY & UTILITIES 264
15.3.9.1 Expanding Gen AI adoption through engineering support, asset knowledge, and regulated operational workflows 264
15.3.10 TRANSPORTATION & LOGISTICS 265
15.3.10.1 Adoption of Gen AI across service coordination and frontline decision supports 265
15.3.11 MEDIA & ENTERTAINMENT 266
15.3.11.1 Gen AI adoption shifting from experimental content generation toward monetization workflows 266
15.3.12 PROFESSIONAL SERVICES 268
15.3.12.1 Scaling of Gen AI across research, client delivery, and knowledge-intensive workflows 268
15.3.13 EDUCATION 269
15.3.13.1 Progressive Gen AI adoption through personalized content preparation, administration, and institutional knowledge services 269
15.3.14 OTHER ENTERPRISES 270

16 GENERATIVE AI MARKET, BY REGION 272

16.1 INTRODUCTION 273
16.2 NORTH AMERICA 275
16.2.1 NORTH AMERICA: GENERATIVE AI MARKET DRIVERS 276
16.2.2 US 287
16.2.2.1 Robust computing infrastructure, model innovation, and enterprise commercialization to elevate regional leadership 287

16.2.3 CANADA 295
16.2.3.1 Strong academic and applied-research base and close integration with US technology ecosystem 295
16.3 EUROPE 304
16.3.1 EUROPE: GENERATIVE AI MARKET DRIVERS 304
16.3.2 UK 313
16.3.2.1 Europe’s leading generative AI market through strong financial services and enterprise software adoption 313
16.3.3 GERMANY 322
16.3.3.1 Among Europe’s largest generative AI markets through manufacturing, engineering, and controlled deployment 322
16.3.4 FRANCE 330
16.3.4.1 Market expansion through public-sector modernization, financial services, and growing domestic AI ecosystem 330
16.3.5 ITALY 339
16.3.5.1 Market development through manufacturing, industrial design, and mid-market demand for practical productivity applications 339
16.3.6 SPAIN 347
16.3.6.1 Expansion through banking, telecom, public services, and Spanish-language applications serving domestic markets 347
16.3.7 REST OF EUROPE 355
16.4 ASIA PACIFIC 364
16.4.1 ASIA PACIFIC: GENERATIVE AI MARKET DRIVERS 365
16.4.2 CHINA 375
16.4.2.1 World’s largest generative AI markets through domestic models and sovereign infrastructure 375
16.4.3 JAPAN 384
16.4.3.1 Building high-value generative AI market around productivity improvement in labor-constrained economy 384
16.4.4 INDIA 392
16.4.4.1 Fast-growing markets through technology-services industry and multilingual demand 392
16.4.5 SOUTH KOREA 400
16.4.5.1 Market growth through semiconductors, electronics, telecom, and Korean-language AI services 400
16.4.6 ASEAN 409
16.4.6.1 Expansion through cloud adoption, business-process operations, and multilingual consumer markets 409
16.4.7 REST OF ASIA PACIFIC 418
16.5 MIDDLE EAST & AFRICA 427
16.5.1 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET DRIVERS 427
16.5.2 SAUDI ARABIA 437
16.5.2.1 Key regional market for generative AI through national transformation programs 437

16.5.3 UAE 446
16.5.3.1 Leading regional generative AI market through sovereign investment and cloud and data-center development 446
16.5.4 SOUTH AFRICA 455
16.5.4.1 Leading sub-Saharan enterprise adoption through banking, telecom, mining, and business-process services 455
16.5.5 TURKEY 464
16.5.5.1 Expansion through manufacturing, banking, telecom, retail, defense, and Turkish-language enterprise applications 464
16.5.6 REST OF MIDDLE EAST & AFRICA 472
16.6 LATIN AMERICA 481
16.6.1 LATIN AMERICA: GENERATIVE AI MARKET DRIVERS 482
16.6.2 BRAZIL 491
16.6.2.1 Largest regional generative AI market through advanced AI startup hosting and enterprise ecosystem 491
16.6.3 MEXICO 500
16.6.3.1 Market growth through nearshore technology services and integration with North American supply chains 500
16.6.4 REST OF LATIN AMERICA 508

17 COMPETITIVE LANDSCAPE 518

17.1 OVERVIEW 518
17.2 KEY PLAYER STRATEGIES, 2021–2026 518
17.3 REVENUE ANALYSIS, 2021–2025 519
17.4 MARKET SHARE ANALYSIS, 2025 521
17.4.1 MARKET RANKING ANALYSIS, 2025 522
17.5 PRODUCT COMPARATIVE ANALYSIS 524
17.5.1 PRODUCT COMPARATIVE ANALYSIS OF GEN AI ACCELERATORS 524
17.5.1.1 B200 Tensor Core GPU (NVIDIA) 525
17.5.1.2 Instinct MI325X (AMD) 525
17.5.1.3 Gaudi 3 (Intel) 525
17.5.1.4 Cloud AI 100 Ultra (Qualcomm) 525
17.5.2 PRODUCT COMPARATIVE ANALYSIS OF FOUNDATION MODELS 526
17.5.2.1 GPT-5 (OpenAI) 526
17.5.2.2 Gemini 2.5 (Google) 527
17.5.2.3 Claude 4 (Anthropic) 527
17.5.2.4 Llama 4 (Meta) 527
17.6 COMPANY EVALUATION MATRIX: GEN AI INFRASTRUCTURE VENDORS 527
17.6.1 STARS 528
17.6.2 EMERGING LEADERS 528
17.6.3 PERVASIVE PLAYERS 528
17.6.4 PARTICIPANTS 528
17.6.5 COMPANY FOOTPRINT: GEN AI INFRASTRUCTURE VENDORS 530

17.6.5.1 Company Footprint (Gen AI Infrastructure Vendors) 530
17.6.5.2 Regional Footprint (Gen AI Infrastructure Vendors) 530
17.6.5.3 Offering Footprint (Gen AI Infrastructure Vendors) 531
17.6.5.4 Application Footprint (Gen AI Infrastructure Vendors) 531
17.6.5.5 End User Footprint (Gen AI Infrastructure Vendors) 532
17.7 COMPANY EVALUATION MATRIX: FOUNDATION MODEL VENDORS 532
17.7.1 STARS 532
17.7.2 EMERGING LEADERS 533
17.7.3 PERVASIVE PLAYERS 533
17.7.4 PARTICIPANTS 533
17.7.5 COMPANY FOOTPRINT: FOUNDATION MODEL VENDORS, 2025 535
17.7.5.1 Company Footprint (Foundation Model Vendors) 535
17.7.5.2 Regional Footprint (Foundation Model Vendors) 535
17.7.5.3 Offering Footprint (Foundation Model Vendors) 536
17.7.5.4 Data Modality Footprint (Foundation Model Vendors) 536
17.7.5.5 End User Footprint (Foundation Model Vendors) 537
17.8 COMPANY EVALUATION MATRIX: GEN AI DEVELOPMENT PLATFORM, VENDORS 537
17.8.1 STARS 537
17.8.2 EMERGING LEADERS 537
17.8.3 PERVASIVE PLAYERS 538
17.8.4 PARTICIPANTS 538
17.8.5 COMPANY FOOTPRINT: GEN AI DEVELOPMENT PLATFORM VENDORS, 2025 540
17.8.5.1 Company Footprint (Gen AI Development Platform Vendors) 540
17.8.5.2 Regional Footprint (Gen AI Development Platform Vendors) 540
17.8.5.3 Offering Footprint (Gen AI Development Platform Vendors) 541
17.8.5.4 Application Footprint (Gen AI Development Platform Vendors) 541
17.8.5.5 End User Footprint (Gen AI Development Platform Vendors) 542
17.9 COMPANY EVALUATION MATRIX: GEN AI GOVERNANCE & SECURITY PLATFORM VENDORS 542
17.9.1 STARS 542
17.9.2 EMERGING LEADERS 543
17.9.3 PERVASIVE PLAYERS 543
17.9.4 PARTICIPANTS 543
17.9.5 COMPANY FOOTPRINT: GEN AI GOVERNANCE & SECURITY PLATFORM VENDORS, 2025 545
17.9.5.1 Company Footprint (Gen AI Governance & Security Platform Vendors) 545
17.9.5.2 Regional Footprint (Gen AI Governance & Security Platform Vendors) 545
17.9.5.3 Offering Footprint (Gen AI Governance & Security Platform Vendors) 546
17.9.5.4 Application Footprint (Gen AI Governance & Security Platform Vendors) 546
17.9.5.5 End User Footprint (Gen AI Governance & Security Platform Vendors) 547

17.10 COMPANY EVALUATION MATRIX: AGENTIC AI PLATFORM & RUNTIME SYSTEM VENDORS 547
17.10.1 STARS 547
17.10.2 EMERGING LEADERS 548
17.10.3 PERVASIVE PLAYERS 548
17.10.4 PARTICIPANTS 548
17.10.5 COMPANY FOOTPRINT: AGENTIC AI PLATFORM & RUNTIME SYSTEM VENDORS, 2025 550
17.10.5.1 Company Footprint (Agentic AI Platform & Runtime System Vendors) 550
17.10.5.2 Regional Footprint (Agentic AI Platform & Runtime System Vendors) 550
17.10.5.3 Offering Footprint (Agentic AI Platform & Runtime System Vendors) 551
17.10.5.4 Application Footprint (Agentic AI Platform & Runtime System Vendors) 551
17.10.5.5 End User Footprint (Agentic AI Platform & Runtime System Vendors) 552
17.11 COMPANY EVALUATION MATRIX: GEN AI APPLICATION & COPILOT VENDORS 552
17.11.1 STARS 552
17.11.2 EMERGING LEADERS 553
17.11.3 PERVASIVE PLAYERS 553
17.11.4 PARTICIPANTS 553
17.11.5 COMPANY FOOTPRINT: GEN AI APPLICATION & COPILOT VENDORS, 2025 555
17.11.5.1 Company Footprint (Gen AI Application & Copilot Vendors) 555
17.11.5.2 Regional Footprint (Gen AI Application & Copilot Vendors) 555
17.11.5.3 Offering Footprint (Gen AI Application & Copilot Vendors) 556
17.11.5.4 Application Footprint (Gen AI Application & Copilot Vendors) 556
17.11.5.5 End User Footprint (Gen AI Application & Copilot Vendors) 557
17.12 COMPANY EVALUATION MATRIX: GEN AI SERVICE PROVIDERS 557
17.12.1 STARS 557
17.12.2 EMERGING LEADERS 558
17.12.3 PERVASIVE PLAYERS 558
17.12.4 PARTICIPANTS 558
17.12.5 COMPANY FOOTPRINT: GEN AI SERVICE PROVIDERS, 2025 560
17.12.5.1 Company Footprint (Gen AI Service Providers) 560
17.12.5.2 Regional Footprint (Gen AI Service Providers) 560
17.12.5.3 Offering Footprint (Gen AI Service Providers) 561
17.12.5.4 Application Footprint (Gen AI Service Providers) 561
17.12.5.5 End User Footprint (Gen AI Service Providers) 562
17.13 COMPANY VALUATION AND FINANCIAL METRICS 562
17.14 COMPETITIVE SCENARIO 563
17.14.1 PRODUCT LAUNCHES AND ENHANCEMENTS 563
17.14.2 DEALS 591
17.14.3 EXPANSIONS 610

18 COMPANY PROFILES 611

18.1 INTRODUCTION 611
18.2 GENERATIVE AI INFRASTRUCTURE PROVIDERS 611
18.2.1 NVIDIA 611
18.2.1.1 Business overview 611
18.2.1.2 Products/Solutions/Services offered 613
18.2.1.3 Recent developments 615
18.2.1.3.1 Product launches & enhancements 615
18.2.1.3.2 Deals 619
18.2.1.4 MnM view 622
18.2.1.4.1 Key strengths 622
18.2.1.4.2 Strategic choices 622
18.2.1.4.3 Weaknesses and competitive threats 622
18.2.2 AMD 623
18.2.3 BROADCOM 624
18.2.4 QUALCOMM 625
18.2.5 INTEL 626
18.2.6 CISCO 627
18.2.7 MICRON 628
18.2.8 SK HYNIX 629
18.2.9 DELL TECHNOLOGIES 630
18.3 FOUNDATION MODEL VENDORS 631
18.3.1 OPENAI 631
18.3.1.1 Business overview 631
18.3.1.2 Products/Solutions/Services offered 632
18.3.1.3 Recent developments 633
18.3.1.3.1 Product launches & enhancements 633
18.3.1.3.2 Deals 638
18.3.1.4 MnM view 641
18.3.1.4.1 Key strengths 641
18.3.1.4.2 Strategic choices 641
18.3.1.4.3 Weaknesses and competitive threats 642
18.3.2 GOOGLE 643
18.3.2.1 Business overview 643
18.3.2.2 Products/Solutions/Services offered 644
18.3.2.3 Recent developments 646
18.3.2.3.1 Product launches & enhancements 646
18.3.2.3.2 Deals 649
18.3.3 ANTHROPIC 652
18.3.3.1 Business overview 652
18.3.3.2 Products/Solutions/Services offered 653
18.3.3.3 Recent developments 655
18.3.3.3.1 Product launches & enhancements 655
18.3.3.3.2 Deals 660
18.3.3.4 MnM view 663
18.3.3.4.1 Key strengths 663
18.3.3.4.2 Strategic choices 663
18.3.3.4.3 Weaknesses and competitive threats 663
18.3.4 META 664
18.3.4.1 Business overview 664
18.3.4.2 Products/Solutions/Services offered 665
18.3.4.3 Recent developments 667
18.3.4.3.1 Product launches & enhancements 667
18.3.4.3.2 Deals 672
18.3.5 MISTRAL AI 679
18.3.6 COHERE 680
18.3.7 XAI 681
18.3.8 DEEPSEEK AI 682
18.3.9 MIDJOURNEY 683
18.4 GEN AI DEVELOPMENT PLATFORM VENDORS 684
18.4.1 AWS 684
18.4.1.1 Business overview 684
18.4.1.2 Products/Solutions/Services offered 685
18.4.1.3 Recent developments 687
18.4.1.3.1 Product launches & enhancements 687
18.4.1.3.2 Deals 690
18.4.1.3.3 Expansions 693
18.4.1.4 MnM view 693
18.4.1.4.1 Key strengths 693
18.4.1.4.2 Strategic choices 694
18.4.1.4.3 Weaknesses and competitive threats 694
18.4.2 MICROSOFT 695
18.4.2.1 Business overview 695
18.4.2.2 Products/Solutions/Services offered 696
18.4.2.3 Recent developments 698
18.4.2.3.1 Product launches & enhancements 698
18.4.2.3.2 Deals 701
18.4.2.4 MnM view 703
18.4.2.4.1 Key strengths 703
18.4.2.4.2 Strategic choices 704
18.4.2.4.3 Weaknesses and competitive threats 704
18.4.3 IBM 705
18.4.3.1 Business overview 705
18.4.3.2 Products/Solutions/Services offered 706
18.4.3.3 Recent developments 708
18.4.3.3.1 Product launches & enhancements 708
18.4.3.3.2 Deals 712
18.4.4 DATABRICKS 715
18.4.5 SNOWFLAKE 716
18.4.6 HUGGING FACE 717
18.4.7 LLAMAINDEX 718
18.4.8 WEIGHTS & BIASES 719
18.5 GEN AI GOVERNANCE & SECURITY PLATFORM VENDORS 720
18.5.1 CREDO AI 720
18.5.2 LAKERA 721
18.5.3 PROTECT AI 722
18.5.4 HIDDENLAYER 723
18.5.5 LASSO SECURITY 724
18.6 AGENTIC AI PLATFORMS & RUNTIME SYSTEM VENDORS 725
18.6.1 LANGCHAIN 725
18.6.2 CREWAI 726
18.6.3 KORE.AI 727
18.6.4 COGNIGY 728
18.6.5 UIPATH 729
18.7 GEN AI APPLICATION & CO-PILOT VENDORS 730
18.7.1 SALESFORCE 730
18.7.1.1 Business overview 730
18.7.1.2 Products/Solutions/Services offered 731
18.7.1.3 Recent developments 733
18.7.1.3.1 Product launches & enhancements 733
18.7.1.3.2 Deals 736
18.7.2 ADOBE 738
18.7.3 SERVICENOW 739
18.7.4 SAP 740
18.7.5 ORACLE 741
18.7.6 PERPLEXITY AI 742
18.7.7 HARVEY 743
18.8 GEN AI SERVICE PROVIDERS 744
18.8.1 ACCENTURE 744
18.8.1.1 Business overview 744
18.8.1.2 Products/Solutions/Services offered 745
18.8.1.3 Recent developments 747
18.8.1.3.1 Product launches & enhancements 747
18.8.1.3.2 Deals 749
18.8.1.3.3 Expansions 751

18.8.2 DELOITTE 752
18.8.3 TCS 753
18.8.4 INFOSYS 754
18.8.5 HCLTECH 755
18.8.6 COGNIZANT 756
18.8.7 EPAM SYSTEMS 757

19 RESEARCH METHODOLOGY 758

19.1 RESEARCH DATA 758
19.1.1 SECONDARY DATA 759
19.1.2 PRIMARY DATA 759
19.1.2.1 Breakup of primary profiles 760
19.1.2.2 Key industry insights 761
19.2 DATA TRIANGULATION 762
19.3 MARKET SIZE ESTIMATION 763
19.3.1 TOP-DOWN APPROACH 763
19.3.2 BOTTOM-UP APPROACH 764
19.4 MARKET FORECAST 768
19.5 RESEARCH ASSUMPTIONS 770
19.6 STUDY LIMITATIONS 771

20 ADJACENT AND RELATED MARKETS 772

20.1 INTRODUCTION 772
20.2 ARTIFICIAL INTELLIGENCE (AI) MARKET – GLOBAL FORECAST TO 2033 772
20.2.1 MARKET DEFINITION 772
20.2.2 MARKET OVERVIEW 773
20.2.2.1 Artificial Intelligence Market, By Offering 773
20.2.2.2 Artificial Intelligence Market, By Technology 774
20.2.2.3 Artificial Intelligence Market, By Deployment Model 775
20.2.2.4 Artificial Intelligence Market, By Business Function 776
20.2.2.5 Artificial Intelligence Market, By End User 777
20.2.2.6 Artificial Intelligence Market, By Region 778
20.3 AI AGENTS MARKET – GLOBAL FORECAST TO 2030 779
20.3.1 MARKET DEFINITION 779
20.3.2 MARKET OVERVIEW 779
20.3.2.1 AI Agents Market, By Offering 779
20.3.2.2 AI Agent Market, By Agent System 780
20.3.2.3 AI Agents Market, By Product Type 781
20.3.2.4 AI Agents Market, By End User 781
20.3.2.5 AI Agents Market, By Region 782

21 APPENDIX 784

21.1 DISCUSSION GUIDE 784
21.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 792
21.3 CUSTOMIZATION OPTIONS 794
21.4 RELATED REPORTS 794
21.5 AUTHOR DETAILS 795

LIST OF TABLES

TABLE 1 INCLUSIONS AND EXCLUSIONS 61
TABLE 2 GENERATIVE AI MARKET DETAILED SEGMENTATION 64
TABLE 3 UNITED STATES DOLLAR EXCHANGE RATE, 2021–2025 66
TABLE 4 STRATEGIC MOVES BY TIER-1/2/3 PLAYERS 91
TABLE 5 IMPACT OF PORTER’S FIVE FORCES ON GENERATIVE AI MARKET 94
TABLE 6 GDP PERCENTAGE CHANGE, BY KEY COUNTRY, 2022–2031 98
TABLE 7 GENERATIVE AI MARKET: ROLE OF COMPANIES IN ECOSYSTEM 103
TABLE 8 INDICATIVE PRICING ANALYSIS, BY GENERATIVE AI SOFTWARE, 2026 109
TABLE 9 GENERATIVE AI MARKET: LIST OF CONFERENCES AND EVENTS, 2026–2027 112
TABLE 10 TARIFF/TRADE POLICY UPDATES (JUNE–JULY 2026) 119
TABLE 11 US ADJUSTED RECIPROCAL TARIFF RATES 120
TABLE 12 GENERATIVE AI TECHNOLOGY ROADMAP, 2026–2033 129
TABLE 13 PATENTS FILED, 2016–2026 131
TABLE 14 LIST OF TOP PATENTS IN THE GENERATIVE AI MARKET, 2026 133
TABLE 15 TARIFF RELATED TO STANDALONE COMPUTER PROCESSING UNITS
(HSN: 847150), 2026 138
TABLE 16 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 140
TABLE 17 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 141
TABLE 18 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 142
TABLE 19 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT
AGENCIES, AND OTHER ORGANIZATIONS 143
TABLE 20 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES,
AND OTHER ORGANIZATIONS 143
TABLE 21 GLOBAL INDUSTRY STANDARDS FOR GENERATIVE AI 150
TABLE 22 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS 153
TABLE 23 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 154
TABLE 24 UNMET NEEDS IN GENERATIVE AI MARKET BY INDUSTRY VERTICALS 156
TABLE 25 GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD BILLION) 160
TABLE 26 GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD BILLION) 160
TABLE 27 INFRASTRUCTURE: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 162
TABLE 28 INFRASTRUCTURE: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 162
TABLE 29 SOFTWARE: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 163
TABLE 30 SOFTWARE: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 163
TABLE 31 SERVICES: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 165
TABLE 32 SERVICES: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 165
TABLE 33 GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2021–2025 (USD MILLION) 168
TABLE 34 GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2026–2033 (USD MILLION) 169
TABLE 35 GEN AI ACCELERATORS: GENERATIVE AI MARKET, BY TYPE,
2021–2025 (USD MILLION) 170
TABLE 36 GEN AI ACCELERATORS: GENERATIVE AI MARKET, BY TYPE,
2026–2033 (USD MILLION) 170
TABLE 37 GEN AI ACCELERATORS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 170
TABLE 38 GEN AI ACCELERATORS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 171
TABLE 39 GRAPHICS PROCESSING UNITS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 172
TABLE 40 GRAPHICS PROCESSING UNITS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 172
TABLE 41 AI ASICS & TPUS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 173
TABLE 42 AI ASICS & TPUS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 173
TABLE 43 FPGAS: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 174
TABLE 44 FPGAS: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 174
TABLE 45 CENTRAL PROCESSING UNITS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 175
TABLE 46 CENTRAL PROCESSING UNITS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 175
TABLE 47 EDGE AI PROCESSORS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 176
TABLE 48 EDGE AI PROCESSORS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 176
TABLE 49 GEN AI MEMORY: GENERATIVE AI MARKET, BY TYPE, 2021–2025 (USD MILLION) 178
TABLE 50 GEN AI MEMORY: GENERATIVE AI MARKET, BY TYPE, 2026–2033 (USD MILLION) 178
TABLE 51 GEN AI MEMORY: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 178
TABLE 52 GEN AI MEMORY: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 179
TABLE 53 HIGH BANDWIDTH MEMORY: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 179
TABLE 54 HIGH BANDWIDTH MEMORY: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 180
TABLE 55 GDDR MEMORY: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 180
TABLE 56 GDDR MEMORY: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 181
TABLE 57 LPDDR MEMORY: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 181
TABLE 58 LPDDR MEMORY: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 182
TABLE 59 PROCESSING-IN-MEMORY: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 182
TABLE 60 PROCESSING-IN-MEMORY: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 183
TABLE 61 GEN AI STORAGE: GENERATIVE AI MARKET, BY TYPE, 2021–2025 (USD MILLION) 184
TABLE 62 GEN AI STORAGE: GENERATIVE AI MARKET, BY TYPE, 2026–2033 (USD MILLION) 184
TABLE 63 GEN AI STORAGE: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 184
TABLE 64 GEN AI STORAGE: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 185
TABLE 65 ENTERPRISE SSDS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 185
TABLE 66 ENTERPRISE SSDS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 186
TABLE 67 ALL-FLASH ARRAYS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 186
TABLE 68 ALL-FLASH ARRAYS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 187
TABLE 69 HIGH-CAPACITY HDD SYSTEMS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 187
TABLE 70 HIGH-CAPACITY HDD SYSTEMS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 188
TABLE 71 STORAGE CONTROLLERS & EXPANSION SYSTEMS: GENERATIVE AI MARKET,
BY REGION, 2021–2025 (USD MILLION) 188
TABLE 72 STORAGE CONTROLLERS & EXPANSION SYSTEMS: GENERATIVE AI MARKET,
BY REGION, 2026–2033 (USD MILLION) 189
TABLE 73 GEN AI NETWORKING HARDWARE: GENERATIVE AI MARKET, BY TYPE,
2021–2025 (USD MILLION) 190
TABLE 74 GEN AI NETWORKING HARDWARE: GENERATIVE AI MARKET, BY TYPE,
2026–2033 (USD MILLION) 190
TABLE 75 GEN AI NETWORKING HARDWARE: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 190
TABLE 76 GEN AI NETWORKING HARDWARE: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 191
TABLE 77 INFINIBAND HCAS & SWITCHES: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 191
TABLE 78 INFINIBAND HCAS & SWITCHES: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 192
TABLE 79 HIGH SPEED ETHERNET NICS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 192
TABLE 80 HIGH SPEED ETHERNET NICS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 193
TABLE 81 GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 196
TABLE 82 GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 197
TABLE 83 SOFTWARE: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 197
TABLE 84 SOFTWARE: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 197
TABLE 85 FOUNDATION MODELS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 199
TABLE 86 FOUNDATION MODELS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 199
TABLE 87 GEN AI DEVELOPMENT PLATFORMS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 200
TABLE 88 GEN AI DEVELOPMENT PLATFORMS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 200
TABLE 89 GEN AI GOVERNANCE & SECURITY PLATFORMS: GENERATIVE AI MARKET,
BY REGION, 2021–2025 (USD MILLION) 202
TABLE 90 GEN AI GOVERNANCE & SECURITY PLATFORMS: GENERATIVE AI MARKET,
BY REGION, 2026–2033 (USD MILLION) 202
TABLE 91 AGENTIC AI PLATFORMS & RUNTIME SYSTEMS: GENERATIVE AI MARKET,
BY REGION, 2021–2025 (USD MILLION) 203
TABLE 92 AGENTIC AI PLATFORMS & RUNTIME SYSTEMS: GENERATIVE AI MARKET,
BY REGION, 2026–2033 (USD MILLION) 203
TABLE 93 GEN AI APPLICATIONS & COPILOTS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 205
TABLE 94 GEN AI APPLICATIONS & COPILOTS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 205
TABLE 95 OTHER GEN AI SOFTWARE: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 206
TABLE 96 OTHER GEN AI SOFTWARE: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 206
TABLE 97 GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 209
TABLE 98 GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 209
TABLE 99 SERVICES: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 210
TABLE 100 SERVICES: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 210
TABLE 101 STRATEGY & CONSULTING: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 211
TABLE 102 STRATEGY & CONSULTING: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 211
TABLE 103 MODEL DEVELOPMENT & CUSTOMIZATION: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 212
TABLE 104 MODEL DEVELOPMENT & CUSTOMIZATION: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 213
TABLE 105 INTEGRATION & DEPLOYMENT: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 214
TABLE 106 INTEGRATION & DEPLOYMENT: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 214
TABLE 107 MANAGED GEN AI: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 215
TABLE 108 MANAGED GEN AI: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 215
TABLE 109 AI TRAINING DATA: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 216
TABLE 110 AI TRAINING DATA: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 217
TABLE 111 GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD BILLION) 220
TABLE 112 GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD BILLION) 221
TABLE 113 TEXT: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 222
TABLE 114 TEXT: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 222
TABLE 115 IMAGE: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 223
TABLE 116 IMAGE: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 224
TABLE 117 VIDEO: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 225
TABLE 118 VIDEO: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 225
TABLE 119 AUDIO & SPEECH: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 226
TABLE 120 AUDIO & SPEECH: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 226
TABLE 121 CODE: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 227
TABLE 122 CODE: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 228
TABLE 123 3D & SIMULATION CONTENT: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 229
TABLE 124 3D & SIMULATION CONTENT: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 229
TABLE 125 MULTIMODAL: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 230
TABLE 126 MULTIMODAL: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 230
TABLE 127 GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD BILLION) 233
TABLE 128 GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD BILLION) 234
TABLE 129 CONTENT GENERATION & MANAGEMENT: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 235
TABLE 130 CONTENT GENERATION & MANAGEMENT: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 235
TABLE 131 KNOWLEDGE MANAGEMENT & DISCOVERY: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 236
TABLE 132 KNOWLEDGE MANAGEMENT & DISCOVERY: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 236
TABLE 133 CODE GENERATION & SOFTWARE ENGINEERING: GENERATIVE AI MARKET,
BY REGION, 2021–2025 (USD MILLION) 237
TABLE 134 CODE GENERATION & SOFTWARE ENGINEERING: GENERATIVE AI MARKET,
BY REGION, 2026–2033 (USD MILLION) 238
TABLE 135 GENERATIVE ANALYTICS & INSIGHT GENERATION: GENERATIVE AI MARKET,
BY REGION, 2021–2025 (USD MILLION) 239
TABLE 136 GENERATIVE ANALYTICS & INSIGHT GENERATION: GENERATIVE AI MARKET,
BY REGION, 2026–2033 (USD MILLION) 239
TABLE 137 SYNTHETIC DATA GENERATION: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 240
TABLE 138 SYNTHETIC DATA GENERATION: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 240
TABLE 139 AUTONOMOUS TASK EXECUTION & WORKFLOW AUTOMATION: GENERATIVE
AI MARKET, BY REGION, 2021–2025 (USD MILLION) 241
TABLE 140 AUTONOMOUS TASK EXECUTION & WORKFLOW AUTOMATION: GENERATIVE
AI MARKET, BY REGION, 2026–2033 (USD MILLION) 241
TABLE 141 GENERATIVE DESIGN & SIMULATION: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 242
TABLE 142 GENERATIVE DESIGN & SIMULATION: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 243
TABLE 143 OTHER APPLICATIONS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 244
TABLE 144 OTHER APPLICATIONS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 244
TABLE 145 GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD BILLION) 247
TABLE 146 GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD BILLION) 247
TABLE 147 CONSUMERS: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 249
TABLE 148 CONSUMERS: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 249
TABLE 149 ENTERPRISES: GENERATIVE AI MARKET, BY TYPE, 2021–2025 (USD BILLION) 251
TABLE 150 ENTERPRISES: GENERATIVE AI MARKET, BY TYPE, 2026–2033 (USD BILLION) 251
TABLE 151 ENTERPRISES: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD BILLION) 252
TABLE 152 ENTERPRISES: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD BILLION) 252
TABLE 153 IT & ITES: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 253
TABLE 154 IT & ITES: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 253
TABLE 155 BFSI: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 255
TABLE 156 BFSI: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 255
TABLE 157 RETAIL & CONSUMER GOODS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 256
TABLE 158 RETAIL & CONSUMER GOODS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 256
TABLE 159 GOVERNMENT: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 257
TABLE 160 GOVERNMENT: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 258
TABLE 161 DEFENSE & NATIONAL SECURITY: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 259
TABLE 162 DEFENSE & NATIONAL SECURITY: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 259
TABLE 163 HEALTHCARE, PHARMACEUTICALS, & LIFE SCIENCES: GENERATIVE AI MARKET,
BY REGION, 2021–2025 (USD MILLION) 260
TABLE 164 HEALTHCARE, PHARMACEUTICALS, & LIFE SCIENCES: GENERATIVE AI MARKET,
BY REGION, 2026–2033 (USD MILLION) 261
TABLE 165 MANUFACTURING & INDUSTRIAL: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 262
TABLE 166 MANUFACTURING & INDUSTRIAL: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 262
TABLE 167 TELECOMMUNICATIONS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 263
TABLE 168 TELECOMMUNICATIONS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 263
TABLE 169 ENERGY & UTILITIES: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 264
TABLE 170 ENERGY & UTILITIES: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 265
TABLE 171 TRANSPORTATION & LOGISTICS: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 266
TABLE 172 TRANSPORTATION & LOGISTICS: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 266
TABLE 173 MEDIA & ENTERTAINMENT: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 267
TABLE 174 MEDIA & ENTERTAINMENT: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 267
TABLE 175 PROFESSIONAL SERVICES: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 268
TABLE 176 PROFESSIONAL SERVICES: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 269
TABLE 177 EDUCATION: GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD MILLION) 270
TABLE 178 EDUCATION: GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD MILLION) 270
TABLE 179 OTHER ENTERPRISES: GENERATIVE AI MARKET, BY REGION,
2021–2025 (USD MILLION) 271
TABLE 180 OTHER ENTERPRISES: GENERATIVE AI MARKET, BY REGION,
2026–2033 (USD MILLION) 271
TABLE 181 GENERATIVE AI MARKET, BY REGION, 2021–2025 (USD BILLION) 275
TABLE 182 GENERATIVE AI MARKET, BY REGION, 2026–2033 (USD BILLION) 275
TABLE 183 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING,
2021–2025 (USD MILLION) 277
TABLE 184 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING,
2026–2033 (USD MILLION) 277
TABLE 185 NORTH AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 278
TABLE 186 NORTH AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 278
TABLE 187 NORTH AMERICA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 278
TABLE 188 NORTH AMERICA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 279
TABLE 189 NORTH AMERICA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 279
TABLE 190 NORTH AMERICA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 279
TABLE 191 NORTH AMERICA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 280
TABLE 192 NORTH AMERICA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 280
TABLE 193 NORTH AMERICA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2021–2025 (USD MILLION) 280
TABLE 194 NORTH AMERICA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2026–2033 (USD MILLION) 281
TABLE 195 NORTH AMERICA: GENERATIVE AI MARKET, BY SOFTWARE,
2021–2025 (USD MILLION) 281
TABLE 196 NORTH AMERICA: GENERATIVE AI MARKET, BY SOFTWARE,
2026–2033 (USD MILLION) 281
TABLE 197 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE,
2021–2025 (USD MILLION) 282
TABLE 198 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE,
2026–2033 (USD MILLION) 282
TABLE 199 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 282
TABLE 200 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 283
TABLE 201 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 283
TABLE 202 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION,
2026–2033 (USD MILLION) 284
TABLE 203 NORTH AMERICA: GENERATIVE AI MARKET, BY END USER,
2021–2025 (USD MILLION) 284
TABLE 204 NORTH AMERICA: GENERATIVE AI MARKET, BY END USER,
2026–2033 (USD MILLION) 284
TABLE 205 NORTH AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE,
2021–2025 (USD MILLION) 285
TABLE 206 NORTH AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE,
2026–2033 (USD MILLION) 286
TABLE 207 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY,
2021–2025 (USD MILLION) 286
TABLE 208 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY,
2026–2033 (USD MILLION) 286
TABLE 209 US: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 287
TABLE 210 US: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 288
TABLE 211 US: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2021–2025 (USD MILLION) 288
TABLE 212 US: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2026–2033 (USD MILLION) 288
TABLE 213 US: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 288
TABLE 214 US: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 289
TABLE 215 US: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2021–2025 (USD MILLION) 289
TABLE 216 US: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2026–2033 (USD MILLION) 289
TABLE 217 US: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2021–2025 (USD MILLION) 289
TABLE 218 US: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2026–2033 (USD MILLION) 290
TABLE 219 US: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 290
TABLE 220 US: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 290
TABLE 221 US: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 290
TABLE 222 US: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 291
TABLE 223 US: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 291
TABLE 224 US: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 291
TABLE 225 US: GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD MILLION) 292
TABLE 226 US: GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD MILLION) 292
TABLE 227 US: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 292
TABLE 228 US: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 293
TABLE 229 US: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 293
TABLE 230 US: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 293
TABLE 231 US: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 294
TABLE 232 US: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 295
TABLE 233 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 296
TABLE 234 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 296
TABLE 235 CANADA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 296
TABLE 236 CANADA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 297
TABLE 237 CANADA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 297
TABLE 238 CANADA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 297
TABLE 239 CANADA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 298
TABLE 240 CANADA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 298
TABLE 241 CANADA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 298
TABLE 242 CANADA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 298
TABLE 243 CANADA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 299
TABLE 244 CANADA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 299
TABLE 245 CANADA: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 299
TABLE 246 CANADA: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 300
TABLE 247 CANADA: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 300
TABLE 248 CANADA: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 300
TABLE 249 CANADA: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 301
TABLE 250 CANADA: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 301
TABLE 251 CANADA: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 301
TABLE 252 CANADA: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 302
TABLE 253 CANADA: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 302
TABLE 254 CANADA: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 302
TABLE 255 CANADA: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 303
TABLE 256 CANADA: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 303
TABLE 257 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 305
TABLE 258 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 305
TABLE 259 EUROPE: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 305
TABLE 260 EUROPE: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 305
TABLE 261 EUROPE: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 306
TABLE 262 EUROPE: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 306
TABLE 263 EUROPE: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 306
TABLE 264 EUROPE: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 307
TABLE 265 EUROPE: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 307
TABLE 266 EUROPE: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 307
TABLE 267 EUROPE: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 307
TABLE 268 EUROPE: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 308
TABLE 269 EUROPE: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 308
TABLE 270 EUROPE: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 308
TABLE 271 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 309
TABLE 272 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 309
TABLE 273 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 309
TABLE 274 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 310
TABLE 275 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 310
TABLE 276 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 311
TABLE 277 EUROPE: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 311
TABLE 278 EUROPE: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 311
TABLE 279 EUROPE: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 312
TABLE 280 EUROPE: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 312
TABLE 281 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2021–2025 (USD MILLION) 313
TABLE 282 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2026–2033 (USD MILLION) 313
TABLE 283 UK: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 314
TABLE 284 UK: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 314
TABLE 285 UK: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2021–2025 (USD MILLION) 314
TABLE 286 UK: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2026–2033 (USD MILLION) 315
TABLE 287 UK: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 315
TABLE 288 UK: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 315
TABLE 289 UK: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2021–2025 (USD MILLION) 316
TABLE 290 UK: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2026–2033 (USD MILLION) 316
TABLE 291 UK: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2021–2025 (USD MILLION) 316
TABLE 292 UK: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2026–2033 (USD MILLION) 317
TABLE 293 UK: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 317
TABLE 294 UK: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 317
TABLE 295 UK: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 317
TABLE 296 UK: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 318
TABLE 297 UK: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 318
TABLE 298 UK: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 318
TABLE 299 UK: GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD MILLION) 319
TABLE 300 UK: GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD MILLION) 319
TABLE 301 UK: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 319
TABLE 302 UK: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 320
TABLE 303 UK: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 320
TABLE 304 UK: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 320
TABLE 305 UK: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 321
TABLE 306 UK: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 321
TABLE 307 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 322
TABLE 308 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 322
TABLE 309 GERMANY: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 323
TABLE 310 GERMANY: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 323
TABLE 311 GERMANY: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 323
TABLE 312 GERMANY: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 324
TABLE 313 GERMANY: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 324
TABLE 314 GERMANY: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 324
TABLE 315 GERMANY: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 325
TABLE 316 GERMANY: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 325
TABLE 317 GERMANY: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 325
TABLE 318 GERMANY: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 325
TABLE 319 GERMANY: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 326
TABLE 320 GERMANY: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 326
TABLE 321 GERMANY: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 326
TABLE 322 GERMANY: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 327
TABLE 323 GERMANY: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 327
TABLE 324 GERMANY: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 327
TABLE 325 GERMANY: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 328
TABLE 326 GERMANY: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 328
TABLE 327 GERMANY: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 328
TABLE 328 GERMANY: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 329
TABLE 329 GERMANY: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 329
TABLE 330 GERMANY: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 330
TABLE 331 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 331
TABLE 332 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 331
TABLE 333 FRANCE: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 331
TABLE 334 FRANCE: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 332
TABLE 335 FRANCE: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 332
TABLE 336 FRANCE: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 332
TABLE 337 FRANCE: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 333
TABLE 338 FRANCE: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 333
TABLE 339 FRANCE: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 333
TABLE 340 FRANCE: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 333
TABLE 341 FRANCE: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 334
TABLE 342 FRANCE: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 334
TABLE 343 FRANCE: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 334
TABLE 344 FRANCE: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 335
TABLE 345 FRANCE: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 335
TABLE 346 FRANCE: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 335
TABLE 347 FRANCE: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 336
TABLE 348 FRANCE: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 336
TABLE 349 FRANCE: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 336
TABLE 350 FRANCE: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 337
TABLE 351 FRANCE: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 337
TABLE 352 FRANCE: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 337
TABLE 353 FRANCE: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 338
TABLE 354 FRANCE: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 338
TABLE 355 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 339
TABLE 356 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 340
TABLE 357 ITALY: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2021–2025 (USD MILLION) 340
TABLE 358 ITALY: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2026–2033 (USD MILLION) 340
TABLE 359 ITALY: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 340
TABLE 360 ITALY: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 341
TABLE 361 ITALY: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2021–2025 (USD MILLION) 341
TABLE 362 ITALY: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2026–2033 (USD MILLION) 341
TABLE 363 ITALY: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2021–2025 (USD MILLION) 341
TABLE 364 ITALY: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2026–2033 (USD MILLION) 342
TABLE 365 ITALY: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 342
TABLE 366 ITALY: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 342
TABLE 367 ITALY: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 342
TABLE 368 ITALY: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 343
TABLE 369 ITALY: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 343
TABLE 370 ITALY: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 343
TABLE 371 ITALY: GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD MILLION) 344
TABLE 372 ITALY: GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD MILLION) 344
TABLE 373 ITALY: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 344
TABLE 374 ITALY: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 345
TABLE 375 ITALY: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 345
TABLE 376 ITALY: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 345
TABLE 377 ITALY: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 346
TABLE 378 ITALY: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 346
TABLE 379 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 347
TABLE 380 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 348
TABLE 381 SPAIN: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 348
TABLE 382 SPAIN: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 348
TABLE 383 SPAIN: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 348
TABLE 384 SPAIN: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 349
TABLE 385 SPAIN: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2021–2025 (USD MILLION) 349
TABLE 386 SPAIN: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2026–2033 (USD MILLION) 349
TABLE 387 SPAIN: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2021–2025 (USD MILLION) 350
TABLE 388 SPAIN: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2026–2033 (USD MILLION) 350
TABLE 389 SPAIN: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 350
TABLE 390 SPAIN: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 350
TABLE 391 SPAIN: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 351
TABLE 392 SPAIN: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 351
TABLE 393 SPAIN: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 351
TABLE 394 SPAIN: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 352
TABLE 395 SPAIN: GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD MILLION) 352
TABLE 396 SPAIN: GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD MILLION) 352
TABLE 397 SPAIN: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 353
TABLE 398 SPAIN: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 353
TABLE 399 SPAIN: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 353
TABLE 400 SPAIN: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 354
TABLE 401 SPAIN: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 354
TABLE 402 SPAIN: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 355
TABLE 403 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING,
2021–2025 (USD MILLION) 356
TABLE 404 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING,
2026–2033 (USD MILLION) 356
TABLE 405 REST OF EUROPE: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 356
TABLE 406 REST OF EUROPE: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 357
TABLE 407 REST OF EUROPE: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 357
TABLE 408 REST OF EUROPE: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 357
TABLE 409 REST OF EUROPE: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 358
TABLE 410 REST OF EUROPE: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 358
TABLE 411 REST OF EUROPE: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 358
TABLE 412 REST OF EUROPE: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 359
TABLE 413 REST OF EUROPE: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2021–2025 (USD MILLION) 359
TABLE 414 REST OF EUROPE: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2026–2033 (USD MILLION) 359
TABLE 415 REST OF EUROPE: GENERATIVE AI MARKET, BY SOFTWARE,
2021–2025 (USD MILLION) 360
TABLE 416 REST OF EUROPE: GENERATIVE AI MARKET, BY SOFTWARE,
2026–2033 (USD MILLION) 360
TABLE 417 REST OF EUROPE: GENERATIVE AI MARKET, BY SERVICE,
2021–2025 (USD MILLION) 360
TABLE 418 REST OF EUROPE: GENERATIVE AI MARKET, BY SERVICE,
2026–2033 (USD MILLION) 361
TABLE 419 REST OF EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 361
TABLE 420 REST OF EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 361
TABLE 421 REST OF EUROPE: GENERATIVE AI MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 362
TABLE 422 REST OF EUROPE: GENERATIVE AI MARKET, BY APPLICATION,
2026–2033 (USD MILLION) 362
TABLE 423 REST OF EUROPE: GENERATIVE AI MARKET, BY END USER,
2021–2025 (USD MILLION) 362
TABLE 424 REST OF EUROPE: GENERATIVE AI MARKET, BY END USER,
2026–2033 (USD MILLION) 363
TABLE 425 REST OF EUROPE: GENERATIVE AI MARKET, BY ENTERPRISE,
2021–2025 (USD MILLION) 363
TABLE 426 REST OF EUROPE: GENERATIVE AI MARKET, BY ENTERPRISE,
2026–2033 (USD MILLION) 364
TABLE 427 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 366
TABLE 428 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 366
TABLE 429 ASIA PACIFIC: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 367
TABLE 430 ASIA PACIFIC: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 367
TABLE 431 ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 367
TABLE 432 ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 368
TABLE 433 ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 368
TABLE 434 ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 368
TABLE 435 ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 369
TABLE 436 ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 369
TABLE 437 ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2021–2025 (USD MILLION) 369
TABLE 438 ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2026–2033 (USD MILLION) 369
TABLE 439 ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 370
TABLE 440 ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 370
TABLE 441 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 370
TABLE 442 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 371
TABLE 443 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 371
TABLE 444 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 371
TABLE 445 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 372
TABLE 446 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION,
2026–2033 (USD MILLION) 372
TABLE 447 ASIA PACIFIC: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 372
TABLE 448 ASIA PACIFIC: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 373
TABLE 449 ASIA PACIFIC: GENERATIVE AI MARKET, BY ENTERPRISE,
2021–2025 (USD MILLION) 373
TABLE 450 ASIA PACIFIC: GENERATIVE AI MARKET, BY ENTERPRISE,
2026–2033 (USD MILLION) 374
TABLE 451 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2021–2025 (USD MILLION) 374
TABLE 452 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2026–2033 (USD MILLION) 375
TABLE 453 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 376
TABLE 454 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 376
TABLE 455 CHINA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 376
TABLE 456 CHINA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 377
TABLE 457 CHINA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 377
TABLE 458 CHINA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 377
TABLE 459 CHINA: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2021–2025 (USD MILLION) 378
TABLE 460 CHINA: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2026–2033 (USD MILLION) 378
TABLE 461 CHINA: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2021–2025 (USD MILLION) 378
TABLE 462 CHINA: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2026–2033 (USD MILLION) 379
TABLE 463 CHINA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 379
TABLE 464 CHINA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 379
TABLE 465 CHINA: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 379
TABLE 466 CHINA: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 380
TABLE 467 CHINA: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 380
TABLE 468 CHINA: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 380
TABLE 469 CHINA: GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD MILLION) 381
TABLE 470 CHINA: GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD MILLION) 381
TABLE 471 CHINA: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 381
TABLE 472 CHINA: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 382
TABLE 473 CHINA: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 382
TABLE 474 CHINA: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 382
TABLE 475 CHINA: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 383
TABLE 476 CHINA: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 383
TABLE 477 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 384
TABLE 478 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 385
TABLE 479 JAPAN: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 385
TABLE 480 JAPAN: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 385
TABLE 481 JAPAN: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 385
TABLE 482 JAPAN: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 386
TABLE 483 JAPAN: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2021–2025 (USD MILLION) 386
TABLE 484 JAPAN: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2026–2033 (USD MILLION) 386
TABLE 485 JAPAN: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2021–2025 (USD MILLION) 386
TABLE 486 JAPAN: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2026–2033 (USD MILLION) 387
TABLE 487 JAPAN: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 387
TABLE 488 JAPAN: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 387
TABLE 489 JAPAN: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 387
TABLE 490 JAPAN: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 388
TABLE 491 JAPAN: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 388
TABLE 492 JAPAN: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 388
TABLE 493 JAPAN: GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD MILLION) 389
TABLE 494 JAPAN: GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD MILLION) 389
TABLE 495 JAPAN: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 389
TABLE 496 JAPAN: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 390
TABLE 497 JAPAN: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 390
TABLE 498 JAPAN: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 390
TABLE 499 JAPAN: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 391
TABLE 500 JAPAN: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 391
TABLE 501 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 392
TABLE 502 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 393
TABLE 503 INDIA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2021–2025 (USD MILLION) 393
TABLE 504 INDIA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2026–2033 (USD MILLION) 393
TABLE 505 INDIA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 393
TABLE 506 INDIA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 394
TABLE 507 INDIA: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2021–2025 (USD MILLION) 394
TABLE 508 INDIA: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2026–2033 (USD MILLION) 394
TABLE 509 INDIA: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2021–2025 (USD MILLION) 395
TABLE 510 INDIA: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2026–2033 (USD MILLION) 395
TABLE 511 INDIA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 395
TABLE 512 INDIA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 395
TABLE 513 INDIA: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 396
TABLE 514 INDIA: GENERATIVE AI MARKET, BY SOFTWARE 2026–2033 (USD MILLION) 396
TABLE 515 INDIA: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 396
TABLE 516 INDIA: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 397
TABLE 517 INDIA: GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD MILLION) 397
TABLE 518 INDIA: GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD MILLION) 397
TABLE 519 INDIA: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 398
TABLE 520 INDIA: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 398
TABLE 521 INDIA: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 398
TABLE 522 INDIA: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 399
TABLE 523 INDIA: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 399
TABLE 524 INDIA: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 400
TABLE 525 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING,
2021–2025 (USD MILLION) 401
TABLE 526 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING,
2026–2033 (USD MILLION) 401
TABLE 527 SOUTH KOREA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 401
TABLE 528 SOUTH KOREA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 402
TABLE 529 SOUTH KOREA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 402
TABLE 530 SOUTH KOREA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 402
TABLE 531 SOUTH KOREA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 403
TABLE 532 SOUTH KOREA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 403
TABLE 533 SOUTH KOREA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 403
TABLE 534 SOUTH KOREA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 404
TABLE 535 SOUTH KOREA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2021–2025 (USD MILLION) 404
TABLE 536 SOUTH KOREA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2026–2033 (USD MILLION) 404
TABLE 537 SOUTH KOREA: GENERATIVE AI MARKET, BY SOFTWARE,
2021–2025 (USD MILLION) 405
TABLE 538 SOUTH KOREA: GENERATIVE AI MARKET, BY SOFTWARE,
2026–2033 (USD MILLION) 405
TABLE 539 SOUTH KOREA: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 405
TABLE 540 SOUTH KOREA: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 406
TABLE 541 SOUTH KOREA: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 406
TABLE 542 SOUTH KOREA: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 406
TABLE 543 SOUTH KOREA: GENERATIVE AI MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 407
TABLE 544 SOUTH KOREA: GENERATIVE AI MARKET, BY APPLICATION,
2026–2033 (USD MILLION) 407
TABLE 545 SOUTH KOREA: GENERATIVE AI MARKET, BY END USER,
2021–2025 (USD MILLION) 407
TABLE 546 SOUTH KOREA: GENERATIVE AI MARKET, BY END USER,
2026–2033 (USD MILLION) 408
TABLE 547 SOUTH KOREA: GENERATIVE AI MARKET, BY ENTERPRISE,
2021–2025 (USD MILLION) 408
TABLE 548 SOUTH KOREA: GENERATIVE AI MARKET, BY ENTERPRISE,
2026–2033 (USD MILLION) 409
TABLE 549 ASEAN: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 410
TABLE 550 ASEAN: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 410
TABLE 551 ASEAN: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 410
TABLE 552 ASEAN: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 411
TABLE 553 ASEAN: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 411
TABLE 554 ASEAN: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 411
TABLE 555 ASEAN: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2021–2025 (USD MILLION) 412
TABLE 556 ASEAN: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2026–2033 (USD MILLION) 412
TABLE 557 ASEAN: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2021–2025 (USD MILLION) 412
TABLE 558 ASEAN: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2026–2033 (USD MILLION) 413
TABLE 559 ASEAN: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 413
TABLE 560 ASEAN: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 413
TABLE 561 ASEAN: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 413
TABLE 562 ASEAN: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 414
TABLE 563 ASEAN: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 414
TABLE 564 ASEAN: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 414
TABLE 565 ASEAN: GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD MILLION) 415
TABLE 566 ASEAN: GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD MILLION) 415
TABLE 567 ASEAN: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 415
TABLE 568 ASEAN: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 416
TABLE 569 ASEAN: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 416
TABLE 570 ASEAN: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 416
TABLE 571 ASEAN: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 417
TABLE 572 ASEAN: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 417
TABLE 573 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING,
2021–2025 (USD MILLION) 418
TABLE 574 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING,
2026–2033 (USD MILLION) 418
TABLE 575 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 419
TABLE 576 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 419
TABLE 577 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 419
TABLE 578 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 420
TABLE 579 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 420
TABLE 580 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 420
TABLE 581 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 421
TABLE 582 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 421
TABLE 583 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2021–2025 (USD MILLION) 421
TABLE 584 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2026–2033 (USD MILLION) 422
TABLE 585 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE,
2021–2025 (USD MILLION) 422
TABLE 586 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE,
2026–2033 (USD MILLION) 422
TABLE 587 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE,
2021–2025 (USD MILLION) 423
TABLE 588 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE,
2026–2033 (USD MILLION) 423
TABLE 589 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 423
TABLE 590 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 424
TABLE 591 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 424
TABLE 592 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION,
2026–2033 (USD MILLION) 425
TABLE 593 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY END USER,
2021–2025 (USD MILLION) 425
TABLE 594 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY END USER,
2026–2033 (USD MILLION) 425
TABLE 595 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY ENTERPRISE,
2021–2025 (USD MILLION) 426
TABLE 596 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY ENTERPRISE,
2026–2033 (USD MILLION) 426
TABLE 597 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING,
2021–2025 (USD MILLION) 428
TABLE 598 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING,
2026–2033 (USD MILLION) 428
TABLE 599 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 428
TABLE 600 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 429
TABLE 601 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR, 2021–2025 (USD MILLION) 429
TABLE 602 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR, 2026–2033 (USD MILLION) 429
TABLE 603 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 430
TABLE 604 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 430
TABLE 605 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 430
TABLE 606 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 431
TABLE 607 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2021–2025 (USD MILLION) 431
TABLE 608 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2026–2033 (USD MILLION) 431
TABLE 609 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE,
2021–2025 (USD MILLION) 432
TABLE 610 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE,
2026–2033 (USD MILLION) 432
TABLE 611 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE,
2021–2025 (USD MILLION) 432
TABLE 612 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE,
2026–2033 (USD MILLION) 433
TABLE 613 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 433
TABLE 614 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 433
TABLE 615 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 434
TABLE 616 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION,
2026–2033 (USD MILLION) 434
TABLE 617 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY END USER,
2021–2025 (USD MILLION) 435
TABLE 618 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY END USER,
2026–2033 (USD MILLION) 435
TABLE 619 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY ENTERPRISE,
2021–2025 (USD MILLION) 435
TABLE 620 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY ENTERPRISE,
2026–2033 (USD MILLION) 436
TABLE 621 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY,
2021–2025 (USD MILLION) 436
TABLE 622 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY,
2026–2033 (USD MILLION) 437
TABLE 623 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING,
2021–2025 (USD MILLION) 438
TABLE 624 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING,
2026–2033 (USD MILLION) 438
TABLE 625 SAUDI ARABIA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 438
TABLE 626 SAUDI ARABIA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 438
TABLE 627 SAUDI ARABIA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 439
TABLE 628 SAUDI ARABIA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 439
TABLE 629 SAUDI ARABIA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 439
TABLE 630 SAUDI ARABIA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 440
TABLE 631 SAUDI ARABIA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 440
TABLE 632 SAUDI ARABIA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 440
TABLE 633 SAUDI ARABIA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2021–2025 (USD MILLION) 441
TABLE 634 SAUDI ARABIA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2026–2033 (USD MILLION) 441
TABLE 635 SAUDI ARABIA: GENERATIVE AI MARKET, BY SOFTWARE,
2021–2025 (USD MILLION) 441
TABLE 636 SAUDI ARABIA: GENERATIVE AI MARKET, BY SOFTWARE,
2026–2033 (USD MILLION) 442
TABLE 637 SAUDI ARABIA: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 442
TABLE 638 SAUDI ARABIA: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 442
TABLE 639 SAUDI ARABIA: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 443
TABLE 640 SAUDI ARABIA: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 443
TABLE 641 SAUDI ARABIA: GENERATIVE AI MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 443
TABLE 642 SAUDI ARABIA: GENERATIVE AI MARKET, BY APPLICATION,
2026–2033 (USD MILLION) 444
TABLE 643 SAUDI ARABIA: GENERATIVE AI MARKET, BY END USER,
2021–2025 (USD MILLION) 444
TABLE 644 SAUDI ARABIA: GENERATIVE AI MARKET, BY END USER,
2026–2033 (USD MILLION) 444
TABLE 645 SAUDI ARABIA: GENERATIVE AI MARKET, BY ENTERPRISE,
2021–2025 (USD MILLION) 445
TABLE 646 SAUDI ARABIA: GENERATIVE AI MARKET, BY ENTERPRISE,
2026–2033 (USD MILLION) 445
TABLE 647 UAE: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 446
TABLE 648 UAE: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 447
TABLE 649 UAE: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2021–2025 (USD MILLION) 447
TABLE 650 UAE: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2026–2033 (USD MILLION) 447
TABLE 651 UAE: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 448
TABLE 652 UAE: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 448
TABLE 653 UAE: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2021–2025 (USD MILLION) 448
TABLE 654 UAE: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2026–2033 (USD MILLION) 449
TABLE 655 UAE: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2021–2025 (USD MILLION) 449
TABLE 656 UAE: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2026–2033 (USD MILLION) 449
TABLE 657 UAE: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 449
TABLE 658 UAE: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 450
TABLE 659 UAE: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 450
TABLE 660 UAE: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 450
TABLE 661 UAE: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 451
TABLE 662 UAE: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 451
TABLE 663 UAE: GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD MILLION) 451
TABLE 664 UAE: GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD MILLION) 452
TABLE 665 UAE: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 452
TABLE 666 UAE: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 453
TABLE 667 UAE: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 453
TABLE 668 UAE: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 453
TABLE 669 UAE: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 454
TABLE 670 UAE: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 454
TABLE 671 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING,
2021–2025 (USD MILLION) 455
TABLE 672 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING,
2026–2033 (USD MILLION) 455
TABLE 673 SOUTH AFRICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 456
TABLE 674 SOUTH AFRICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 456
TABLE 675 SOUTH AFRICA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 456
TABLE 676 SOUTH AFRICA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 457
TABLE 677 SOUTH AFRICA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 457
TABLE 678 SOUTH AFRICA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 457
TABLE 679 SOUTH AFRICA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 458
TABLE 680 SOUTH AFRICA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 458
TABLE 681 SOUTH AFRICA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2021–2025 (USD MILLION) 458
TABLE 682 SOUTH AFRICA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2026–2033 (USD MILLION) 459
TABLE 683 SOUTH AFRICA: GENERATIVE AI MARKET, BY SOFTWARE,
2021–2025 (USD MILLION) 459
TABLE 684 SOUTH AFRICA: GENERATIVE AI MARKET, BY SOFTWARE,
2026–2033 (USD MILLION) 459
TABLE 685 SOUTH AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 460
TABLE 686 SOUTH AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 460
TABLE 687 SOUTH AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 460
TABLE 688 SOUTH AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 461
TABLE 689 SOUTH AFRICA: GENERATIVE AI MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 461
TABLE 690 SOUTH AFRICA: GENERATIVE AI MARKET, BY APPLICATION,
2026–2033 (USD MILLION) 462
TABLE 691 SOUTH AFRICA: GENERATIVE AI MARKET, BY END USER,
2021–2025 (USD MILLION) 462
TABLE 692 SOUTH AFRICA: GENERATIVE AI MARKET, BY END USER,
2026–2033 (USD MILLION) 462
TABLE 693 SOUTH AFRICA: GENERATIVE AI MARKET, BY ENTERPRISE,
2021–2025 (USD MILLION) 463
TABLE 694 SOUTH AFRICA: GENERATIVE AI MARKET, BY ENTERPRISE,
2026–2033 (USD MILLION) 463
TABLE 695 TURKEY: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 464
TABLE 696 TURKEY: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 465
TABLE 697 TURKEY: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 465
TABLE 698 TURKEY: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 465
TABLE 699 TURKEY: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 465
TABLE 700 TURKEY: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 466
TABLE 701 TURKEY: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 466
TABLE 702 TURKEY: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 466
TABLE 703 TURKEY: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 467
TABLE 704 TURKEY: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 467
TABLE 705 TURKEY: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 467
TABLE 706 TURKEY: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 467
TABLE 707 TURKEY: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 468
TABLE 708 TURKEY: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 468
TABLE 709 TURKEY: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 468
TABLE 710 TURKEY: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 469
TABLE 711 TURKEY: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 469
TABLE 712 TURKEY: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 469
TABLE 713 TURKEY: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 470
TABLE 714 TURKEY: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 470
TABLE 715 TURKEY: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 470
TABLE 716 TURKEY: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 471
TABLE 717 TURKEY: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 471
TABLE 718 TURKEY: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 472
TABLE 719 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING,
2021–2025 (USD MILLION) 473
TABLE 720 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING,
2026–2033 (USD MILLION) 473
TABLE 721 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2021–2025 (USD MILLION) 473
TABLE 722 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2026–2033 (USD MILLION) 474
TABLE 723 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR, 2021–2025 (USD MILLION) 474
TABLE 724 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR, 2026–2033 (USD MILLION) 474
TABLE 725 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2021–2025 (USD MILLION) 475
TABLE 726 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2026–2033 (USD MILLION) 475
TABLE 727 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2021–2025 (USD MILLION) 475
TABLE 728 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI STORAGE, 2026–2033 (USD MILLION) 476
TABLE 729 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2021–2025 (USD MILLION) 476
TABLE 730 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2026–2033 (USD MILLION) 476
TABLE 731 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE,
2021–2025 (USD MILLION) 477
TABLE 732 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE,
2026–2033 (USD MILLION) 477
TABLE 733 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE,
2021–2025 (USD MILLION) 477
TABLE 734 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE,
2026–2033 (USD MILLION) 478
TABLE 735 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD MILLION) 478
TABLE 736 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD MILLION) 478
TABLE 737 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 479
TABLE 738 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 479
TABLE 739 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY END USER,
2021–2025 (USD MILLION) 480
TABLE 740 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY END USER,
2026–2033 (USD MILLION) 480
TABLE 741 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 480
TABLE 742 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 481
TABLE 743 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING,
2021–2025 (USD MILLION) 482
TABLE 744 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING,
2026–2033 (USD MILLION) 482
TABLE 745 LATIN AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 483
TABLE 746 LATIN AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 483
TABLE 747 LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 483
TABLE 748 LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 484
TABLE 749 LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 484
TABLE 750 LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 484
TABLE 751 LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 485
TABLE 752 LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 485
TABLE 753 LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2021–2025 (USD MILLION) 485
TABLE 754 LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2026–2033 (USD MILLION) 486
TABLE 755 LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE,
2021–2025 (USD MILLION) 486
TABLE 756 LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE,
2026–2033 (USD MILLION) 486
TABLE 757 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE,
2021–2025 (USD MILLION) 487
TABLE 758 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE,
2026–2033 (USD MILLION) 487
TABLE 759 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 487
TABLE 760 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 488
TABLE 761 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 488
TABLE 762 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION,
2026–2033 (USD MILLION) 489
TABLE 763 LATIN AMERICA: GENERATIVE AI MARKET, BY END USER,
2021–2025 (USD MILLION) 489
TABLE 764 LATIN AMERICA: GENERATIVE AI MARKET, BY END USER,
2026–2033 (USD MILLION) 489
TABLE 765 LATIN AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE,
2021–2025 (USD MILLION) 490
TABLE 766 LATIN AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE,
2026–2033 (USD MILLION) 490
TABLE 767 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY,
2021–2025 (USD MILLION) 491
TABLE 768 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY,
2026–2033 (USD MILLION) 491
TABLE 769 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 492
TABLE 770 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 492
TABLE 771 BRAZIL: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 492
TABLE 772 BRAZIL: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 493
TABLE 773 BRAZIL: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 493
TABLE 774 BRAZIL: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 493
TABLE 775 BRAZIL: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2021–2025 (USD MILLION) 494
TABLE 776 BRAZIL: GENERATIVE AI MARKET, BY GEN AI MEMORY, 2026–2033 (USD MILLION) 494
TABLE 777 BRAZIL: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 494
TABLE 778 BRAZIL: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 495
TABLE 779 BRAZIL: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 495
TABLE 780 BRAZIL: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 495
TABLE 781 BRAZIL: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 495
TABLE 782 BRAZIL: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 496
TABLE 783 BRAZIL: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 496
TABLE 784 BRAZIL: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 496
TABLE 785 BRAZIL: GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD MILLION) 497
TABLE 786 BRAZIL: GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD MILLION) 497
TABLE 787 BRAZIL: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 497
TABLE 788 BRAZIL: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 498
TABLE 789 BRAZIL: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 498
TABLE 790 BRAZIL: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 498
TABLE 791 BRAZIL: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 499
TABLE 792 BRAZIL: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 499
TABLE 793 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2021–2025 (USD MILLION) 500
TABLE 794 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2026–2033 (USD MILLION) 501
TABLE 795 MEXICO: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 501
TABLE 796 MEXICO: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 501
TABLE 797 MEXICO: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2021–2025 (USD MILLION) 501
TABLE 798 MEXICO: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR,
2026–2033 (USD MILLION) 502
TABLE 799 MEXICO: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 502
TABLE 800 MEXICO: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 502
TABLE 801 MEXICO: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 503
TABLE 802 MEXICO: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 503
TABLE 803 MEXICO: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2021–2025 (USD MILLION) 503
TABLE 804 MEXICO: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE,
2026–2033 (USD MILLION) 503
TABLE 805 MEXICO: GENERATIVE AI MARKET, BY SOFTWARE, 2021–2025 (USD MILLION) 504
TABLE 806 MEXICO: GENERATIVE AI MARKET, BY SOFTWARE, 2026–2033 (USD MILLION) 504
TABLE 807 MEXICO: GENERATIVE AI MARKET, BY SERVICE, 2021–2025 (USD MILLION) 504
TABLE 808 MEXICO: GENERATIVE AI MARKET, BY SERVICE, 2026–2033 (USD MILLION) 505
TABLE 809 MEXICO: GENERATIVE AI MARKET, BY DATA MODALITY, 2021–2025 (USD MILLION) 505
TABLE 810 MEXICO: GENERATIVE AI MARKET, BY DATA MODALITY, 2026–2033 (USD MILLION) 505
TABLE 811 MEXICO: GENERATIVE AI MARKET, BY APPLICATION, 2021–2025 (USD MILLION) 506
TABLE 812 MEXICO: GENERATIVE AI MARKET, BY APPLICATION, 2026–2033 (USD MILLION) 506
TABLE 813 MEXICO: GENERATIVE AI MARKET, BY END USER, 2021–2025 (USD MILLION) 506
TABLE 814 MEXICO: GENERATIVE AI MARKET, BY END USER, 2026–2033 (USD MILLION) 507
TABLE 815 MEXICO: GENERATIVE AI MARKET, BY ENTERPRISE, 2021–2025 (USD MILLION) 507
TABLE 816 MEXICO: GENERATIVE AI MARKET, BY ENTERPRISE, 2026–2033 (USD MILLION) 508
TABLE 817 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING,
2021–2025 (USD MILLION) 509
TABLE 818 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING,
2026–2033 (USD MILLION) 509
TABLE 819 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2021–2025 (USD MILLION) 509
TABLE 820 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE,
2026–2033 (USD MILLION) 510
TABLE 821 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR, 2021–2025 (USD MILLION) 510
TABLE 822 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI ACCELERATOR, 2026–2033 (USD MILLION) 510
TABLE 823 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2021–2025 (USD MILLION) 511
TABLE 824 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI MEMORY,
2026–2033 (USD MILLION) 511
TABLE 825 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2021–2025 (USD MILLION) 511
TABLE 826 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI STORAGE,
2026–2033 (USD MILLION) 512
TABLE 827 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2021–2025 (USD MILLION) 512
TABLE 828 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY GEN AI NETWORKING HARDWARE, 2026–2033 (USD MILLION) 512
TABLE 829 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE,
2021–2025 (USD MILLION) 513
TABLE 830 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE,
2026–2033 (USD MILLION) 513
TABLE 831 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE,
2021–2025 (USD MILLION) 513
TABLE 832 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE,
2026–2033 (USD MILLION) 514
TABLE 833 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY,
2021–2025 (USD MILLION) 514
TABLE 834 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY,
2026–2033 (USD MILLION) 514
TABLE 835 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION,
2021–2025 (USD MILLION) 515
TABLE 836 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION,
2026–2033 (USD MILLION) 515
TABLE 837 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY END USER,
2021–2025 (USD MILLION) 516
TABLE 838 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY END USER,
2026–2033 (USD MILLION) 516
TABLE 839 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE,
2021–2025 (USD MILLION) 516
TABLE 840 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE,
2026–2033 (USD MILLION) 517
TABLE 841 OVERVIEW OF STRATEGIES ADOPTED BY KEY AI VENDORS, 2021–2026 518
TABLE 842 GENERATIVE AI MARKET: DEGREE OF COMPETITION 522
TABLE 843 GENERATIVE AI MARKET: REGIONAL FOOTPRINT (GEN AI INFRASTRUCTURE VENDORS), 2025 530
TABLE 844 GENERATIVE AI MARKET: OFFERING FOOTPRINT (GEN AI INFRASTRUCTURE VENDORS), 2025 531
TABLE 845 GENERATIVE AI MARKET: APPLICATION FOOTPRINT (GEN AI INFRASTRUCTURE VENDORS), 2025 531
TABLE 846 GENERATIVE AI MARKET: END USER FOOTPRINT (GEN AI INFRASTRUCTURE VENDORS), 2025 532
TABLE 847 GENERATIVE AI MARKET: REGIONAL FOOTPRINT
(FOUNDATION MODEL VENDORS), 2025 535
TABLE 848 GENERATIVE AI MARKET: OFFERING FOOTPRINT
(FOUNDATION MODEL VENDORS), 2025 536
TABLE 849 GENERATIVE AI MARKET: DATA MODALITY FOOTPRINT
(FOUNDATION MODEL VENDORS), 2025 536
TABLE 850 GENERATIVE AI MARKET: END USER FOOTPRINT
(FOUNDATION MODEL VENDORS), 2025 537
TABLE 851 GENERATIVE AI MARKET: REGIONAL FOOTPRINT (GEN AI DEVELOPMENT PLATFORM VENDORS), 2025 540
TABLE 852 GENERATIVE AI MARKET: OFFERING FOOTPRINT (GEN AI DEVELOPMENT PLATFORM VENDORS), 2025 541
TABLE 853 GENERATIVE AI MARKET: APPLICATION FOOTPRINT (GEN AI DEVELOPMENT PLATFORM VENDORS), 2025 541
TABLE 854 GENERATIVE AI MARKET: END USER FOOTPRINT (GEN AI DEVELOPMENT PLATFORM VENDORS), 2025 542
TABLE 855 GENERATIVE AI MARKET: REGIONAL FOOTPRINT (GEN AI GOVERNANCE & SECURITY PLATFORM VENDORS), 2025 545
TABLE 856 GENERATIVE AI MARKET: OFFERING FOOTPRINT (GEN AI GOVERNANCE & SECURITY PLATFORM VENDORS), 2025 546
TABLE 857 GENERATIVE AI MARKET: APPLICATION FOOTPRINT (GEN AI GOVERNANCE & SECURITY PLATFORM VENDORS), 2025 546
TABLE 858 GENERATIVE AI MARKET: END USER FOOTPRINT (GEN AI GOVERNANCE & SECURITY PLATFORM VENDORS), 2025 547
TABLE 859 GENERATIVE AI MARKET: REGIONAL FOOTPRINT (AGENTIC AI PLATFORM & RUNTIME SYSTEM VENDORS), 2025 550
TABLE 860 GENERATIVE AI MARKET: OFFERING FOOTPRINT (AGENTIC AI PLATFORM & RUNTIME SYSTEM VENDORS), 2025 551
TABLE 861 GENERATIVE AI MARKET: APPLICATION FOOTPRINT (AGENTIC AI PLATFORM & RUNTIME SYSTEM VENDORS), 2025 551
TABLE 862 GENERATIVE AI MARKET: END USER FOOTPRINT (AGENTIC AI PLATFORM & RUNTIME SYSTEM VENDORS), 2025 552
TABLE 863 GENERATIVE AI MARKET: REGIONAL FOOTPRINT (GEN AI APPLICATION & COPILOT VENDORS), 2025 555
TABLE 864 GENERATIVE AI MARKET: OFFERING FOOTPRINT (GEN AI APPLICATION & COPILOT VENDORS), 2025 556
TABLE 865 GENERATIVE AI MARKET: APPLICATION FOOTPRINT (GEN AI APPLICATION & COPILOT VENDORS), 2025 556
TABLE 866 GENERATIVE AI MARKET: END USER FOOTPRINT (GEN AI APPLICATION & COPILOT VENDORS), 2025 557
TABLE 867 GENERATIVE AI MARKET: REGIONAL FOOTPRINT
(GEN AI SERVICE PROVIDERS), 2025 560
TABLE 868 GENERATIVE AI MARKET: OFFERING FOOTPRINT
(GEN AI SERVICE PROVIDERS), 2025 561
TABLE 869 GENERATIVE AI MARKET: APPLICATION FOOTPRINT
(GEN AI SERVICE PROVIDERS), 2025 561
TABLE 870 GENERATIVE AI MARKET: END USER FOOTPRINT
(GEN AI SERVICE PROVIDERS), 2025 562
TABLE 871 GENERATIVE AI MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2024–JULY 2026 563
TABLE 872 GENERATIVE AI MARKET: DEALS, JANUARY 2024–JULY 2026 591
TABLE 873 GENERATIVE AI MARKET: EXPANSIONS, JANUARY 2024–JULY 2026 610
TABLE 874 NVIDIA: COMPANY OVERVIEW 612
TABLE 875 NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 613
TABLE 876 NVIDIA: PRODUCT LAUNCHES & ENHANCEMENTS 615
TABLE 877 NVIDIA: DEALS 619
TABLE 878 OPENAI: COMPANY OVERVIEW 631
TABLE 879 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 632
TABLE 880 OPENAI: PRODUCT LAUNCHES & ENHANCEMENTS 633
TABLE 881 OPENAI: DEALS 638
TABLE 882 GOOGLE: COMPANY OVERVIEW 643
TABLE 883 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 644
TABLE 884 GOOGLE: PRODUCT LAUNCHES & ENHANCEMENTS 646
TABLE 885 GOOGLE: DEALS 649
TABLE 886 ANTHROPIC: COMPANY OVERVIEW 652
TABLE 887 ANTHROPIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED 653
TABLE 888 ANTHROPIC: PRODUCT LAUNCHES & ENHANCEMENTS 655
TABLE 889 ANTHROPIC: DEALS 660
TABLE 890 META: COMPANY OVERVIEW 664
TABLE 891 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED 665
TABLE 892 META: PRODUCT LAUNCHES & ENHANCEMENTS 667
TABLE 893 META: DEALS 672
TABLE 894 AWS: COMPANY OVERVIEW 684
TABLE 895 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 685
TABLE 896 AWS: PRODUCT LAUNCHES & ENHANCEMENTS 687
TABLE 897 AWS: DEALS 690
TABLE 898 AWS: EXPANSIONS 693
TABLE 899 MICROSOFT: COMPANY OVERVIEW 695
TABLE 900 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 696
TABLE 901 MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS 698
TABLE 902 MICROSOFT: DEALS 701
TABLE 903 IBM: COMPANY OVERVIEW 705
TABLE 904 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 706
TABLE 905 IBM: PRODUCT LAUNCHES & ENHANCEMENTS 708
TABLE 906 IBM: DEALS 712
TABLE 907 SALESFORCE: COMPANY OVERVIEW 730
TABLE 908 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 731
TABLE 909 SALESFORCE: PRODUCT LAUNCHES & ENHANCEMENTS 733
TABLE 910 SALESFORCE: DEALS 736
TABLE 911 ACCENTURE: COMPANY OVERVIEW 744
TABLE 912 ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 745
TABLE 913 ACCENTURE: PRODUCT LAUNCHES & ENHANCEMENTS 747
TABLE 914 ACCENTURE: DEALS 749
TABLE 915 ACCENTURE: EXPANSIONS 751
TABLE 916 FACTOR ANALYSIS 768
TABLE 917 RESEARCH ASSUMPTIONS 770
TABLE 918 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2021–2025 (USD BILLION) 773
TABLE 919 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2026–2033 (USD BILLION) 774
TABLE 920 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2021–2025 (USD BILLION) 774
TABLE 921 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2026–2033 (USD BILLION) 775
TABLE 922 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE,
2021–2025 (USD BILLION) 775
TABLE 923 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE,
2026–2033 (USD BILLION) 776
TABLE 924 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,
2021–2025 (USD BILLION) 776
TABLE 925 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION,
2026–2033 (USD BILLION) 777
TABLE 926 ARTIFICIAL INTELLIGENCE MARKET, BY END USER, 2021–2025 (USD BILLION) 777
TABLE 927 ARTIFICIAL INTELLIGENCE MARKET, BY END USER, 2026–2033 (USD BILLION) 777
TABLE 928 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2021–2025 (USD BILLION) 778
TABLE 929 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2026–2033 (USD BILLION) 778
TABLE 930 AI AGENTS MARKET, BY OFFERING, 2020–2024 (USD MILLION) 780
TABLE 931 AI AGENTS MARKET, BY OFFERING, 2025–2030 (USD MILLION) 780
TABLE 932 AI AGENTS MARKET, BY AGENT SYSTEM, 2020–2024 (USD MILLION) 780
TABLE 933 AI AGENTS MARKET, BY AGENT SYSTEM, 2025–2030 (USD MILLION) 781
TABLE 934 AI AGENTS MARKET, BY PRODUCT TYPE, 2020–2024 (USD MILLION) 781
TABLE 935 AI AGENTS MARKET, BY PRODUCT TYPE, 2025–2030 (USD MILLION) 781

TABLE 936 AI AGENTS MARKET, BY END USER, 2020–2024 (USD MILLION) 782
TABLE 937 AI AGENTS MARKET, BY END USER, 2025–2030 (USD MILLION) 782
TABLE 938 AI AGENTS MARKET, BY REGION, 2020–2024 (USD MILLION) 783
TABLE 939 AI AGENTS MARKET, BY REGION, 2025–2030 (USD MILLION) 783

LIST OF FIGURES

FIGURE 1 MARKET SEGMENTATION 63
FIGURE 2 MARKET SCENARIO 70
FIGURE 3 GLOBAL GENERATIVE AI MARKET, 2021–2033 70
FIGURE 4 MAJOR STRATEGIES ADOPTED BY KEY PLAYERS IN GENERATIVE
AI MARKET, 2022–2026 72
FIGURE 5 DISRUPTIONS INFLUENCING GROWTH OF GENERATIVE AI MARKET 73
FIGURE 6 HIGH-GROWTH SEGMENTS IN GENERATIVE AI MARKET, 2026–2033 75
FIGURE 7 ASIA PACIFIC TO REGISTER HIGHEST CAGR IN GENERATIVE
AI MARKET DURING FORECAST PERIOD 76
FIGURE 8 INFRASTRUCTURE DEPTH, EMBEDDED ENTERPRISE SOFTWARE, AND PRODUCTION-GRADE USE CASES ARE ACCELERATING GEN AI ADOPTION 78
FIGURE 9 ASIA PACIFIC TO EXHIBIT FASTEST GROWTH RATE IN GENERATIVE
AI MARKET DURING FORECAST PERIOD 79
FIGURE 10 GEN AI SERVICES TO ACCOUNT FOR HIGHEST GROWTH RATE
DURING FORECAST PERIOD 79
FIGURE 11 GEN AI ACCELERATORS, AND INTEGRATION & DEPLOYMENT SERVICES TO BE LARGEST SHAREHOLDERS IN NORTH AMERICAN MARKET IN 2026 80
FIGURE 12 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE IN 2026 80
FIGURE 13 GENERATIVE AI MARKET: DRIVERS, RESTRAINTS,
OPPORTUNITIES, AND CHALLENGES 82
FIGURE 14 EVOLUTION OF GENERATIVE AI 92
FIGURE 15 GENERATIVE AI MARKET: PORTER’S FIVE FORCES ANALYSIS 95
FIGURE 16 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS 101
FIGURE 17 GENERATIVE AI MARKET: ECOSYSTEM ANALYSIS 105
FIGURE 18 AVERAGE SELLING PRICE TREND OF GEN AI ACCELERATORS,
2024–2026 (USD/UNIT) 108
FIGURE 19 COMPUTER PROCESSING UNITS EXPORT, BY KEY COUNTRY,
2018–2025 (USD BILLION) 111
FIGURE 20 COMPUTER PROCESSING UNITS IMPORT, BY KEY COUNTRY,
2018–2025 (USD BILLION) 112
FIGURE 21 TRENDS/DISRUPTIONS INFLUENCING CUSTOMER BUSINESSES 114
FIGURE 22 LEADING GEN AI COMPANIES, BY FUNDING VALUE (USD BILLION) AND
FUNDING ROUND, UNTIL 2026 115
FIGURE 23 NUMBER OF PATENTS GRANTED, 2016–2026 132
FIGURE 24 REGIONAL ANALYSIS OF PATENTS GRANTED, 2016–2026 134
FIGURE 25 FUTURE APPLICATIONS: GENERATIVE AI 134
FIGURE 26 GENERATIVE AI MARKET DECISION-MAKING FACTORS 152
FIGURE 27 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS 153
FIGURE 28 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 154
FIGURE 29 ADOPTION BARRIERS & INTERNAL CHALLENGES: GENERATIVE AI MARKET 155
FIGURE 30 SOFTWARE SEGMENT TO LEAD MARKET BY 2033 160
FIGURE 31 GEN AI MEMORY SEGMENT TO REGISTER HIGHEST
CAGR DURING FORECAST PERIOD 168
FIGURE 32 GEN AI APPLICATIONS & COPILOTS SEGMENT TO LEAD MARKET
FROM 2026 TO 2033 196
FIGURE 33 INTEGRATION & DEPLOYMENT SEGMENT TO LEAD MARKET FROM 2026 TO 2033 209
FIGURE 34 MULTIMODAL SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 220
FIGURE 35 AUTONOMOUS TASK EXECUTION & WORKFLOW AUTOMATION TO EMERGE AS LEADING SEGMENT BY 2033 233
FIGURE 36 ENTERPRISES SEGMENT TO DOMINATE MARKET FROM 2026 TO 2033 247
FIGURE 37 HEALTHCARE, PHARMACEUTICALS, & LIFE SCIENCES SEGMENT TO REGISTER HIGHEST GROWTH RATE DURING FORECAST PERIOD 250
FIGURE 38 NORTH AMERICA TO LEAD MARKET FROM 2026 TO 2033 274
FIGURE 39 INDIA TO WITNESS FASTEST GROWTH DURING FORECAST PERIOD 274
FIGURE 40 NORTH AMERICA: GENERATIVE AI MARKET SNAPSHOT 277
FIGURE 41 ASIA PACIFIC: GENERATIVE AI MARKET SNAPSHOT 366
FIGURE 42 TOP PUBLIC PLAYERS DOMINATED MARKET OVER LAST FIVE YEARS 520
FIGURE 43 SHARE OF LEADING COMPANIES IN GENERATIVE AI MARKET, 2025 521
FIGURE 44 PRODUCT COMPARATIVE ANALYSIS OF GEN AI ACCELERATORS 524
FIGURE 45 PRODUCT COMPARATIVE ANALYSIS OF FOUNDATION MODELS 526
FIGURE 46 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX
(GEN AI INFRASTRUCTURE VENDORS), 2025 529
FIGURE 47 GENERATIVE AI MARKET: COMPANY FOOTPRINT
(GEN AI INFRASTRUCTURE VENDORS), 2025 530
FIGURE 48 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX
(FOUNDATION MODEL VENDORS), 2025 534
FIGURE 49 GENERATIVE AI MARKET: COMPANY FOOTPRINT
(FOUNDATION MODEL VENDORS), 2025 535
FIGURE 50 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (GEN AI DEVELOPMENT PLATFORM VENDORS), 2025 539
FIGURE 51 GENERATIVE AI MARKET: COMPANY FOOTPRINT (GEN AI DEVELOPMENT PLATFORM VENDORS), 2025 540
FIGURE 52 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (GEN AI GOVERNANCE & SECURITY PLATFORM VENDORS), 2025 544
FIGURE 53 GENERATIVE AI MARKET: COMPANY FOOTPRINT (GEN AI GOVERNANCE & SECURITY PLATFORM VENDORS), 2025 545
FIGURE 54 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (AGENTIC AI PLATFORM & RUNTIME SYSTEM VENDORS), 2025 549
FIGURE 55 GENERATIVE AI MARKET: COMPANY FOOTPRINT (AGENTIC AI PLATFORM & RUNTIME SYSTEM VENDORS), 2025 550
FIGURE 56 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (GEN AI APPLICATION & COPILOT VENDORS), 2025 554
FIGURE 57 GENERATIVE AI MARKET: COMPANY FOOTPRINT (GEN AI APPLICATION & COPILOT VENDORS), 2025 555
FIGURE 58 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (GEN AI SERVICE PROVIDERS), 2025 559
FIGURE 59 GENERATIVE AI MARKET: COMPANY FOOTPRINT
(GEN AI SERVICE PROVIDERS), 2025 560
FIGURE 60 FINANCIAL METRICS OF KEY VENDORS, 2026 562
FIGURE 61 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS, 2026 563
FIGURE 62 NVIDIA: COMPANY SNAPSHOT 612
FIGURE 63 GOOGLE: COMPANY SNAPSHOT 644
FIGURE 64 META: COMPANY SNAPSHOT 665
FIGURE 65 AWS: COMPANY SNAPSHOT 685
FIGURE 66 MICROSOFT: COMPANY SNAPSHOT 696
FIGURE 67 IBM: COMPANY SNAPSHOT 706
FIGURE 68 SALESFORCE: COMPANY SNAPSHOT 731
FIGURE 69 ACCENTURE: COMPANY SNAPSHOT 745
FIGURE 70 GENERATIVE AI MARKET: RESEARCH DESIGN 758
FIGURE 71 BREAKUP OF PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION 760
FIGURE 72 KEY INDUSTRY INSIGHTS 761
FIGURE 73 DATA TRIANGULATION 762
FIGURE 74 GENERATIVE AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 763
FIGURE 75 APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM SOFTWARE/HARDWARE/SERVICES OF GENERATIVE AI MARKET 764
FIGURE 76 APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/HARDWARE/SERVICES OF GENERATIVE AI MARKET 765
FIGURE 77 APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/HARDWARE/SERVICES OF GENERATIVE AI MARKET 766
FIGURE 78 APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF GENERATIVE AI THROUGH OVERALL AI SPENDING 767
FIGURE 79 STUDY LIMITATIONS 771

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