関連レポート

AIカメラの世界市場：2028年に至る製品タイプ別、エンドユーザー別予測

出版元：MarketsandMarkets  出版元について

発行年：2024年4月

定価：Single User License $7150 Multi User License $8500 Corporate User License $9650

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当調査レポートは英文 738ページになります。

商品コード：MAM3619

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レポート紹介

生成AIの世界市場規模は2024年で209億ドル、2030年に1367億ドル、市場の平均年成長率は36.7%にて増加すると見込まれています。

レポートは生成AIの世界市場について2030年までの市場予測データ(金額US$)を掲載しています。同市場をさまざまな区分で細分化し、そのセグメント市場ごとの市場予測（製品サービス別市場、データモダリティ別市場、等）を中心に構成されています。また競合状況、主要企業情報（18社）、テクノロジーロードマップ、ジェネレーティブAIビジネスモデルなども加味し、生成AI市場の動向および今後成長性を詳細にレポートしています。

【レポート構成概要】
◆生成AI市場の世界市場予測2019-2030年
・市場規模(US$)

◆製品サービス別、市場-2030年
ソフトウェア
（タイプ別）
‐ルールベースモデル
‐統計モデル
‐ディープラーニングモデル
‐生成的敵対ネットワーク（GANs）
‐オートエンコーダ
‐畳み込みニューラルネットワーク (CNNs)
‐変換器ベース大規模言語モデル（LLMs）

（デプロイメントモード別）
‐オンプレミス
‐クラウド

サービス
・プロフェッショナルサービス
‐トレーニング、コンサルティングサービス
‐システム統合、実装サービス
‐サポート、メンテナンスサービス
・マネージドサービス
※(市場規模US$)　

◆データモダリティ別、市場-2030年
テキスト
・テキスト生成
・テキストベースチャットボット
・テキスト要約
・テキスト翻訳
・その他テキストモダリティ

画像
・画像生成
・画像キャプション
・画像編集、補正
・その他画像モダリティ

ビデオ
・ビデオ生成
・ビデオ編集、補正
・ビデオ注釈
・その他ビデオモダリティ

オーディオ、音声
・音声合成
・音声認識、文字起こし
・音楽生成
・その他オーディオ、音声モダリティ

コード
・コード生成
・コードドキュメント
・コード翻訳、トランスピレーション
・その他コードモダリティ
※(市場規模US$)　

◆用途別、市場-2030年
ビジネスインテリジェンス、可視化
・セールスインテリジェンス
・マーケティングインテリジェンス
・ヒューマンリソースインテリジェンス
・ファイナンスインテリジェンス
・オペレーションインテリジェンス

コンテンツマネジメント
・コンテンツ生成
・コンテンツのキュレーション、タグ付け、分類
・デジタルマーケティング
・メディア編集

合成データマネジメント
・合成データ増強
・合成データ学習

サーチ、ディスカバリー
・一般検索
・インサイトジェネレーション

自動化、統合
・パーソナライゼーション、レコメンデーションシステム
・カスタマーエクスペリエンスマネジメント
・アプリケーション開発、API統合
・サイバーセキュリティインテリジェンス
‐不正行為の検出、防止
‐リスク、コンプライアンスマネジメント
‐自動パッチ管理
‐デジタルフォレンジック、インシデント分析
‐脅威シミュレーション、学習

ジェネレーティブデザインAI
・デザインの探求、バリエーション
・モデリング、プロトタイピング
・製品レンダリング、ビジュアル資料
その他用途
※(市場規模US$)　

◆業界別、市場-2030年
・メディア、娯楽
・金融サービス業界
・ヘルスケア、ライフサイエンス
・製造業
・小売り、eコマース
・輸送、物流
・建設、不動産
・エネルギー、ユーティリティ
・政府、防衛
・IT、ITサービス
・通信
・その他業界
※(市場規模US$)　

◆主要国地域別市場-2030年
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、フィンランド
・その他欧州
アジア太平洋
・日本、中国
・韓国、シンガポール
・オーストラリア/ニュージーランド
・その他アジア太平洋
中東アフリカ
・サウジアラビア、UAE、トルコ、南アフリカ
・その他中東アフリカ
中南米
・ブラジル、メキシコ、アルゼンチン
・その他中南米
※地域別に、全セグメント別の細分化データ掲載
※国別に、ソフトウェア/サービス別の細分化データ掲載、詳細は目次参照

◆市場分析
・市場ダイナミクス
・エコシステム分析
・サプライチェーン分析
・ケーススタディ分析
・技術分析
・規制状況
・特許分析
・平均価格分析
・主要な会議とイベント
・ファイブフォース分析
・テクノロジーロードマップ
・ジェネレーティブAIビジネスモデル
・主要なステークホルダーと購買基準
・競合状況
・市場シェア分析

◆生成AI市場の主要企業プロフィール動向
・MICROSOFT
・AWS
・GOOGLE
・ADOBE
・OPENAI
・IBM
・META
・ANTHROPIC
・NVIDIA
・ACCENTURE
・CAPGEMINI
・INSILICO MEDICINE
・SIMPLIFIED
・LUMEN
・AI LABS
・HUGGING FACE
・DIALPAD
・PERSADO

その他企業
・LIGHTRICKS
・PAIGEAI
・PLAYHT
・SPEECHIFY
・MIDJOURNEY
・FIREFLIES
・SYNTHESIA
・MOSTLY AI
・CHARACTERAI
・HYPOTENUSE AI
・VIABLE
・DEFOGAI
・DEEPSEARCH LABS
・WRITESONIC
・AMBERSEARCH
・COPYAI
・SYNTHESIS AI
・COLOSSYAN
・INFLECTION AI
・GLEAN
・JASPER
・RUNWAY
・INWORLD AI
・TYPEFACE
・INSTADEEP
・FORETHOUGHT
・TOGETHER AI
・UPSTAGE
・MISTRAL AI
・ADEPT
・MOSAIC ML
・STABILITY AI
・COHERE
（全738頁）

Table of Contents (英文詳細目次）

1 INTRODUCTION 61
1.1 STUDY OBJECTIVES 61
1.2 MARKET DEFINITION 61
1.2.1 INCLUSIONS AND EXCLUSIONS 62
1.3 MARKET SCOPE 63
1.3.1 MARKET SEGMENTATION 63
・ FIGURE 1 GENERATIVE AI MARKET SEGMENTATION 63
1.3.2 REGIONS COVERED 64
・ FIGURE 2 GENERATIVE AI MARKET SEGMENTATION, BY REGION 64
1.3.3 YEARS CONSIDERED 64
・ FIGURE 3 STUDY YEARS/PERIODS CONSIDERED 64
1.4 CURRENCY CONSIDERED 65
・ TABLE 1 USD EXCHANGE RATES, 2019–2023 65
1.5 STAKEHOLDERS 65
1.6 SUMMARY OF CHANGES 66
1.6.1 IMPACT OF RECESSION 67

2 RESEARCH METHODOLOGY 68
2.1 RESEARCH DATA 68
・ FIGURE 4 GENERATIVE AI MARKET: RESEARCH DESIGN 68
2.1.1 SECONDARY DATA 69
2.1.2 PRIMARY DATA 69
・ TABLE 2 PRIMARY INTERVIEWS 69
2.1.2.1 BREAKUP OF PRIMARY PROFILES 70
・ FIGURE 5 PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION 70
2.1.2.2 KEY INDUSTRY INSIGHTS 70
・ FIGURE 6 INSIGHTS FROM INDUSTRY EXPERTS 70
2.2 MARKET SIZE ESTIMATION 71
・ FIGURE 7 GENERATIVE AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 71
2.2.1 TOP-DOWN APPROACH 71
2.2.2 BOTTOM-UP APPROACH 72
・ FIGURE 8 APPROACH 1 (BOTTOM-UP; SUPPLY-SIDE): REVENUE FROM KEY PLAYERS OFFERING SOLUTIONS/SERVICES OF GENERATIVE AI 72
・ FIGURE 9 APPROACH 2 (BOTTOM-UP; SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF GENERATIVE AI 73
・ FIGURE 10 APPROACH 3 (BOTTOM-UP; SUPPLY-SIDE): MARKET ESTIMATION STEPS AND CORRESPONDING SOURCES 74
・ FIGURE 11 APPROACH 4 (BOTTOM-UP; DEMAND-SIDE): SHARE OF GENERATIVE AI THROUGH OVERALL ARTIFICIAL INTELLIGENCE SPENDING 75
2.3 DATA TRIANGULATION 76
・ FIGURE 12 DATA TRIANGULATION 76
2.4 MARKET FORECAST 77
・ TABLE 3 FACTOR ANALYSIS 77
2.5 RESEARCH ASSUMPTIONS 78
2.6 STUDY LIMITATIONS 79
2.7 IMPACT OF RECESSION ON GENERATIVE AI MARKET 80
・ TABLE 4 IMPACT OF RECESSION ON GLOBAL GENERATIVE AI MARKET 80

3 EXECUTIVE SUMMARY 82
・ TABLE 5 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2020–2023 (USD MILLION, Y-O-Y) 84
・ TABLE 6 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2024–2030 (USD MILLION, Y-O-Y) 84
・ FIGURE 13 GENERATIVE AI SOFTWARE TO BE LARGER MARKET THAN SERVICES IN 2024 85
・ FIGURE 14 DEEP LEARNING TO BE LEADING SEGMENT AMONG SOFTWARE TYPES IN 2024 85
・ FIGURE 15 CLOUD DEPLOYMENT OF GENERATIVE AI SOFTWARE TO BE FASTER-GROWING MODE DURING FORECAST PERIOD 86
・ FIGURE 16 PROFESSIONAL SERVICES TO BE DOMINANT SERVICE SEGMENT IN 2024 86
・ FIGURE 17 TRAINING & CONSULTING SERVICES SET TO REGISTER HIGHEST SHARE AMONG PROFESSIONAL SERVICES IN 2024 87
・ FIGURE 18 TEXT DATA MODALITY TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024 87
・ FIGURE 19 CONTENT MANAGEMENT TO BE LEADING APPLICATION IN 2024 88
・ FIGURE 20 RETAIL & ECOMMERCE TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD 88
・ FIGURE 21 ASIA PACIFIC TO REGISTER FASTEST GROWTH RATE BETWEEN 2024 AND 2030 89

4 PREMIUM INSIGHTS 90
4.1 ATTRACTIVE OPPORTUNITIES FOR GENERATIVE AI MARKET PLAYERS 90
・ FIGURE 22 INCREASE IN DEMAND FOR MULTIMODAL GENERATIVE AI AND IMPROVED PERFORMANCE OF LARGE LANGUAGE MODELS TO DRIVE MARKET GROWTH 90
4.2 GENERATIVE AI MARKET: TOP THREE APPLICATIONS 91
・ FIGURE 23 SYNTHETIC DATA MANAGEMENT SEGMENT TO ACCOUNT FOR HIGHEST GROWTH RATE DURING FORECAST PERIOD 91
4.3 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING AND VERTICAL 91
・ FIGURE 24 SOFTWARE AND MEDIA & ENTERTAINMENT TO BE LARGEST SEGMENTAL SHAREHOLDERS IN NORTH AMERICAN MARKET IN 2024 91
4.4 GENERATIVE AI MARKET, BY REGION 92
・ FIGURE 25 NORTH AMERICA TO ACCOUNT FOR LARGEST REGIONAL SHARE IN 2024 92

5 MARKET OVERVIEW AND INDUSTRY TRENDS 93
5.1 INTRODUCTION 93
5.2 MARKET DYNAMICS 93
・ FIGURE 26 GENERATIVE AI MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 94
5.2.1 DRIVERS 94
5.2.1.1 INNOVATION OF CLOUD STORAGE TO ENABLE EASY ACCESS TO DATA 94
5.2.1.2 EVOLUTION OF AI AND DEEP LEARNING 95
・ FIGURE 27 ADVANCEMENTS IN DEEP LEARNING LED TO DEVELOPMENT OF EXTREMELY LARGE LANGUAGE MODELS, 2018–2023 (BILLION PARAMETERS) 95
5.2.1.3 RISE IN CONTENT CREATION AND CREATIVE APPLICATIONS 96
・ FIGURE 28 GENERATIVE AI TOP USE CASES ACROSS ENTERPRISE SIZE, 2022 96
5.2.2 RESTRAINTS 97
5.2.2.1 HIGH COSTS ASSOCIATED WITH TRAINING DATA PREPARATION 97
・ FIGURE 29 TRAINING COSTS PER MILLION PARAMETERS FOR VARIOUS GPT-3 BASED LLMS 97
5.2.2.2 ISSUES RELATED TO BIAS AND INACCURATELY GENERATED OUTPUT 98
・ FIGURE 30 ISSUES RELATED TO TRAINING DATA HIGHLIGHTED IN CHATGPT’S RESPONSES 98
5.2.2.3 RISKS ASSOCIATED WITH DATA BREACHES AND SENSITIVE INFORMATION LEAKAGE 99
5.2.3 OPPORTUNITIES 99
5.2.3.1 INCREASE IN DEPLOYMENT OF LARGE LANGUAGE MODELS 99
・ FIGURE 31 LARGE LANGUAGE MODEL SPENDING, BY END USER, 2024 VS. 2030 (USD MILLION) 100
5.2.3.2 GROWTH IN INTEREST OF ENTERPRISES IN COMMERCIALIZING SYNTHETIC IMAGES 101
5.2.3.3 ROBUST IMPROVEMENT IN GENERATIVE ML LEADING TO HUMAN BASELINE PERFORMANCE 101
・ FIGURE 32 SCORES OF SOME PROMINENT GENERATIVE AI MODELS IN HUMAN COGNITIVE SKILLS, 2022 102
5.2.4 CHALLENGES 103
5.2.4.1 CONCERNS REGARDING MISUSE OF GENERATIVE AI FOR ILLEGAL ACTIVITIES 103
5.2.4.2 QUALITY OF OUTPUT GENERATED BY GENERATIVE AI MODELS 103
・ FIGURE 33 MODEL DRIFT IN GPT-4 WITHIN 3 MONTHS IN 2023 104
5.2.4.3 COMPUTATIONAL COMPLEXITY AND TECHNICAL CHALLENGES OF GENERATIVE AI 104
・ FIGURE 34 COMPUTE REQUIREMENTS OF SOME PROMINENT GENERATIVE AI MODELS (TERAFLOPS) 105
5.3 ETHICS AND IMPLICATIONS OF GENERATIVE AI 105
・ FIGURE 35 GENERATIVE AI ETHICAL SCENARIO TIMELINE, 2023–2025 105
5.3.1 BIAS AND FAIRNESS 105
5.3.2 PRIVACY AND SECURITY 106
5.3.3 INTELLECTUAL PROPERTY 106
5.3.4 ACCOUNTABILITY AND RESPONSIBILITY 106
5.3.5 SOCIETAL AND ECONOMIC IMPACT 106
5.3.6 ENVIRONMENTAL IMPACT 106
・ FIGURE 36 CO2 EQUIVALENT EMISSIONS (TONNES) OF GENERATIVE AI MODELS COMPARED WITH REAL-LIFE EXAMPLES, 2022 107
5.4 EVOLUTION OF GENERATIVE AI 108
・ FIGURE 37 EVOLUTION OF GENERATIVE AI 108
5.5 GENERATIVE AI RETURN ON INVESTMENT 109
・ FIGURE 38 GENERATIVE AI PRODUCTIVITY IMPACT, BY INDUSTRY (USD BILLION) 110
・ FIGURE 39 NET ROI IMPACT OF GENERATIVE AI CLOUD PROGRAMS ACROSS ENTERPRISES (PERCENTAGE POINTS) 111
5.6 GENERATIVE AI MATURITY CURVE 112
・ FIGURE 40 GENERATIVE AI MATURITY CURVE 113
5.7 GENERATIVE AI: DEVELOPMENT & DEPLOYMENT COSTS 113
・ FIGURE 41 COST TO TRAIN GENERATIVE AI MODEL WITH GPT-3 LEVEL PERFORMANCE, 2020–2030 (USD) 114
5.7.1 HARDWARE COSTS 114
・ FIGURE 42 HARDWARE COSTS FOR GENERATIVE AI MODEL TRAINING 114
5.7.2 SOFTWARE COSTS 115
・ FIGURE 43 SOFTWARE COSTS FOR TRAINING GENERATIVE AI MODELS USING NEURAL NETWORKS 115
5.7.3 SKILLED LABOR COSTS 116
・ FIGURE 44 MEDIAN HOURLY RATES OF AI SOFTWARE WORKFORCE, 2023 (USD/HR) 116
5.8 ECOSYSTEM ANALYSIS 116
・ TABLE 7 GENERATIVE AI MARKET: ECOSYSTEM 116
・ FIGURE 45 KEY PLAYERS IN GENERATIVE AI MARKET ECOSYSTEM 119
5.8.1 TEXT GENERATOR PROVIDERS 119
5.8.2 VIDEO GENERATOR PROVIDERS 120
5.8.3 IMAGE GENERATOR PROVIDERS 120
5.8.4 AUDIO & SPEECH GENERATOR PROVIDERS 120
5.8.5 CODE GENERATOR PROVIDERS 120
5.8.6 CLOUD PLATFORM PROVIDERS 120
5.8.7 API-AS-A-SERVICE PROVIDERS 120
5.8.8 END USERS 121
5.8.9 GOVERNMENT AND REGULATORY BODIES 121
5.9 SUPPLY CHAIN ANALYSIS 121
・ FIGURE 46 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS 121
・ TABLE 8 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS 122
5.10 GENERATIVE AI TOOLS AND FRAMEWORK 124
5.10.1 TENSORFLOW 124
5.10.2 PYTORCH 124
5.10.3 KERAS 124
5.10.4 CAFFE 124
5.10.5 THEANO 124
5.10.6 MXNET 125
5.10.7 TORCH 125
5.10.8 HUGGING FACE 125
5.11 GENERATIVE AI TECHNIQUES & METHODS 125
5.11.1 TEXT GENERATION & LANGUAGE MODELING 125
5.11.1.1 RECURRENT NEURAL NETWORKS FOR TEXT GENERATION 126
5.11.1.2 LANGUAGE MODELING WITH TRANSFORMERS 126
5.11.1.3 SEQ2SEQ MODELS FOR TRANSLATION 126
5.11.2 IMAGE & VIDEO GENERATION 126
5.11.2.1 GENERATIVE ADVERSARIAL NETWORKS FOR IMAGE GENERATION 127
5.11.2.2 STYLE TRANSFER AND IMAGE-TO-IMAGE TRANSLATION 127
5.11.2.3 VIDEO GENERATION WITH GANS 127
5.11.3 MUSIC & AUDIO GENERATION 127
5.11.3.1 WAVENET AND SAMPLERNN FOR AUDIO GENERATION 128
5.11.3.2 MUSIC GENERATION WITH LSTM NETWORKS 128
5.11.4 REINFORCEMENT LEARNING 128
5.11.4.1 POLICY GRADIENT METHODS 128
5.11.4.2 ACTOR-CRITIC METHODS 129
5.12 INVESTMENT LANDSCAPE AND FUNDING SCENARIO 129
・ FIGURE 47 GENERATIVE AI EQUITY FUNDING AND DEALS, 2019–2023 129
・ FIGURE 48 LEADING GENERATIVE AI VENDORS BY FUNDING VALUE AND FUNDING ROUNDS, 2017–2024 130
・ FIGURE 49 MOST VALUED GENERATIVE AI COMPANIES, 2023 (USD BILLION) 131
・ FIGURE 50 GENERATIVE AI STARTUPS, BY FUNDING STAGE, 2023 132
・ FIGURE 51 DISTRIBUTION OF GENERATIVE AI FUNDING, 2021–2022 (USD MILLION) 133
・ FIGURE 52 INVESTMENTS IN GENERATIVE AI, BY CATEGORY, 2023 (USD MILLION) 133
・ FIGURE 53 INVESTMENTS IN LARGE LANGUAGE MODEL OPERATIONS (LLMOPS), BY CATEGORY, 2023 (USD MILLION) 134
・ FIGURE 54 LARGE LANGUAGE MODELS DEAL COUNT AND DEAL VALUE, Q1 2021–Q3 2023 (USD MILLION) 135
5.13 CASE STUDY ANALYSIS 136
5.13.1 MARKS & SPENCER ENHANCED EMAIL CONVERSION BY 20–34% WITH PERSADO’S MOTIVATION AI 136
5.13.2 VODAFONE GROUP PLC UNCOVERED KEY TRENDS AND RICH INSIGHTS THROUGH PERSADO’S MOTIVATION AI 137
5.13.3 WPP TRAINED 50,000 EMPLOYEES WITH AI VIDEOS 138
5.13.4 TELEPERFORMANCE TRAINED GLOBAL WORKFORCE WITH SYNTHESIA STUDIO 138
5.13.5 CISCO SCALED VIDEO CONTENT LOCALIZATION USING LUMEN5 139
5.13.6 SIEMENS DIGITALIZED ITS COMMUNICATIONS WITH LUMEN5 139
5.13.7 INTEL AND ACCENTURE COLLABORATED TO CREATE SET OF 34 OPEN-SOURCE AI REFERENCE KITS 140
5.14 TECHNOLOGY ANALYSIS 140
5.14.1 KEY TECHNOLOGIES 140
5.14.1.1 GENERATIVE ADVERSARIAL NETWORKS (GANS) 140
5.14.1.2 VARIATIONAL AUTOENCODERS (VAES) 141
5.14.1.3 TRANSFORMER ARCHITECTURE 141
5.14.1.4 ATTENTION MECHANISMS 141
5.14.1.5 TRANSFER LEARNING 142
5.14.2 ADJACENT TECHNOLOGIES 142
5.14.2.1 NATURAL LANGUAGE PROCESSING (NLP) 142
5.14.2.2 COMPUTER VISION 142
5.14.2.3 REINFORCEMENT LEARNING 143
5.14.2.4 KNOWLEDGE GRAPHS 143
5.14.3 COMPLEMENTARY TECHNOLOGIES 143
5.14.3.1 HIGH-PERFORMANCE COMPUTING (HPC) 143
5.14.3.2 EXPLAINABLE AI 144
5.14.3.3 PRIVACY-PRESERVING AI 144
5.14.3.4 BLOCKCHAIN 144
5.15 REGULATORY LANDSCAPE 145
5.15.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 145
・ TABLE 9 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 145
・ TABLE 10 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 146
・ TABLE 11 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 146
・ TABLE 12 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 147
・ TABLE 13 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 148
5.15.2 REGULATIONS 148
5.15.2.1 NORTH AMERICA 148
5.15.2.1.1 SCR 17: ARTIFICIAL INTELLIGENCE BILL (CALIFORNIA) 148
5.15.2.1.2 S1103: ARTIFICIAL INTELLIGENCE AUTOMATED DECISION BILL (CONNECTICUT) 148
5.15.2.1.3 NATIONAL ARTIFICIAL INTELLIGENCE INITIATIVE ACT (NAIIA) (US) 149
5.15.2.1.4 ARTIFICIAL INTELLIGENCE AND DATA ACT (AIDA) (CANADA) 149
5.15.2.2 EUROPE 149
5.15.2.2.1 THE EUROPEAN UNION (EU) - ARTIFICIAL INTELLIGENCE ACT (AIA) 149
5.15.2.2.2 GENERAL DATA PROTECTION REGULATION (EUROPE) 150
5.15.2.3 ASIA PACIFIC 151
5.15.2.3.1 INTERIM ADMINISTRATIVE MEASURES FOR GENERATIVE ARTIFICIAL INTELLIGENCE SERVICES (CHINA) 151
5.15.2.3.2 THE NATIONAL AI STRATEGY (SINGAPORE) 151
5.15.2.3.3 HIROSHIMA AI PROCESS COMPREHENSIVE POLICY FRAMEWORK (JAPAN) 152
5.15.2.4 MIDDLE EAST & AFRICA 152
5.15.2.4.1 NATIONAL STRATEGY FOR ARTIFICIAL INTELLIGENCE (UAE) 152
5.15.2.4.2 THE NATIONAL ARTIFICIAL INTELLIGENCE STRATEGY (QATAR) 153
5.15.2.4.3 AI ETHICS PRINCIPLES AND GUIDELINES (DUBAI) 153
5.15.2.5 LATIN AMERICA 153
5.15.2.5.1 SANTIAGO DECLARATION (CHILE) 153
5.15.2.5.2 BRAZILIAN ARTIFICIAL INTELLIGENCE STRATEGY (EBIA) 154
5.16 PATENT ANALYSIS 154
5.16.1 METHODOLOGY 154
5.16.2 PATENTS FILED, BY DOCUMENT TYPE 155
・ TABLE 14 PATENTS FILED, 2013–2023 155
5.16.3 INNOVATION AND PATENT APPLICATIONS 155
・ FIGURE 55 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013–2023 155
5.16.3.1 TOP 10 APPLICANTS IN GENERATIVE AI MARKET 156
・ FIGURE 56 TOP 10 APPLICANTS IN GENERATIVE AI MARKET, 2013–2023 156
・ TABLE 15 TOP 20 PATENT OWNERS IN GENERATIVE AI MARKET, 2013–2023 156
・ TABLE 16 LIST OF FEW PATENTS IN GENERATIVE AI MARKET, 2022–2023 157
・ FIGURE 57 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023 161
5.17 PRICING ANALYSIS 161
5.17.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY DATA MODALITY 162
・ FIGURE 58 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP THREE DATA MODALITIES (USD/MONTH) 162
・ TABLE 17 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP THREE DATA MODALITIES (USD/MONTH) 162
5.17.2 INDICATIVE PRICING ANALYSIS, BY OFFERING 163
・ TABLE 18 INDICATIVE PRICING LEVELS OF GENERATIVE AI SOLUTIONS, BY OFFERING 163
5.18 KEY CONFERENCES AND EVENTS 164
・ TABLE 19 GENERATIVE AI MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024–2025 164
5.19 PORTER’S FIVE FORCES ANALYSIS 165
・ TABLE 20 PORTER’S FIVE FORCES’ IMPACT ON GENERATIVE AI MARKET 166
・ FIGURE 59 GENERATIVE AI MARKET: PORTER’S FIVE FORCES ANALYSIS 166
5.19.1 THREAT OF NEW ENTRANTS 167
5.19.2 THREAT OF SUBSTITUTES 167
5.19.3 BARGAINING POWER OF SUPPLIERS 167
5.19.4 BARGAINING POWER OF BUYERS 167
5.19.5 INTENSITY OF COMPETITION RIVALRY 167
5.20 TECHNOLOGY ROADMAP 168
・ FIGURE 60 TECHNOLOGY ROADMAP FOR GENERATIVE AI MARKET 168
5.21 GENERATIVE AI BUSINESS MODELS 170
・ FIGURE 61 GENERATIVE AI BUSINESS MODELS 170
5.21.1 GENERATIVE AI MODEL-AS-A-SERVICE 170
5.21.2 BUILT-IN-APPS BUSINESS MODEL 171
5.21.3 VERTICAL INTEGRATION BUSINESS MODEL 171
5.21.4 MARKETPLACES/EXCHANGES MODEL 171
5.22 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 172
5.22.1 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 172
・ FIGURE 62 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 173
5.23 KEY STAKEHOLDERS & BUYING CRITERIA 173
5.23.1 KEY STAKEHOLDERS IN BUYING PROCESS 173
・ FIGURE 63 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 173
・ TABLE 21 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 174
5.23.2 BUYING CRITERIA 174
・ FIGURE 64 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 174
・ TABLE 22 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 174

6 GENERATIVE AI MARKET, BY OFFERING 175
6.1 INTRODUCTION 176
6.1.1 OFFERING: GENERATIVE AI MARKET DRIVERS 176
・ FIGURE 65 GENERATIVE AI SERVICES TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 177
・ TABLE 23 GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 177
・ TABLE 24 GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 177
6.2 SOFTWARE 178
・ TABLE 25 GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION) 178
・ TABLE 26 GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION) 178
6.2.1 GENERATIVE AI SOFTWARE MARKET, BY TYPE 179
・ FIGURE 66 DEEP LEARNING SUBSEGMENT TO BE LARGEST AMONG GENERATIVE AI SOFTWARE IN 2024 179
・ TABLE 27 GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 180
・ TABLE 28 GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 180
6.2.1.1 RULE-BASED MODELS 180
6.2.1.1.1 RULE-BASED MODELS OFFER CLEAR AND INTERPRETABLE APPROACH TO GENERATIVE AI WITH EXPLICIT RULES FOR DATA GENERATION 180
・ TABLE 29 RULE-BASED GENERATIVE AI MODELS MARKET, BY REGION, 2019–2023 (USD MILLION) 181
・ TABLE 30 RULE-BASED GENERATIVE AI MODELS MARKET, BY REGION, 2024–2030 (USD MILLION) 181
6.2.1.1.1.1 KNOWLEDGE-BASED MODELS 181
6.2.1.1.1.2 SCRIPT-BASED MODELS 182
6.2.1.1.1.3 EXPERT SYSTEMS 182
6.2.1.2 STATISTICAL MODELS 182
6.2.1.2.1 STATISTICAL MODELS PROVIDE POWERFUL MEANS TO CAPTURE COMPLEX PATTERNS IN DATA AND GENERATE PRECISE OUTPUTS 182
・ TABLE 31 STATISTICAL GENERATIVE AI MODELS MARKET, BY REGION, 2019–2023 (USD MILLION) 183
・ TABLE 32 STATISTICAL GENERATIVE AI MODELS MARKET, BY REGION, 2024–2030 (USD MILLION) 183
6.2.1.2.1.1 MARKOV MODELS 183
6.2.1.2.1.2 HIDDEN MARKOV MODELS 184
6.2.1.2.1.3 GAUSSIAN MIXTURE MODELS 184
6.2.1.2.1.4 CONDITIONAL RANDOM FIELDS 184
6.2.1.3 DEEP LEARNING MODELS 185
6.2.1.3.1 DEEP LEARNING MODELS EXCEL AT GENERATIVE TASKS REQUIRING FINE-GRAINED DETAILS 185
・ TABLE 33 DEEP LEARNING GENERATIVE AI MODELS MARKET, BY REGION, 2019–2023 (USD MILLION) 185
・ TABLE 34 DEEP LEARNING GENERATIVE AI MODELS MARKET, BY REGION, 2024–2030 (USD MILLION) 185
6.2.1.3.1.1 FEEDFORWARD NEURAL NETWORKS 186
6.2.1.3.1.2 RECURRENT NEURAL NETWORKS 186
6.2.1.3.1.3 LONG SHORT-TERM MEMORY (LSTM) NETWORKS 186
6.2.1.3.1.4 GATED RECURRENT UNITS (GRUS) 186
6.2.1.4 GENERATIVE ADVERSARIAL NETWORKS (GANS) 187
6.2.1.4.1 GANS PROVIDE UNIQUE APPROACH TO GENERATIVE AI BY TRAINING TWO COMPETING NEURAL NETWORKS TO GENERATE DIVERSE DATA 187
・ TABLE 35 GENERATIVE ADVERSARIAL NETWORKS MARKET, BY REGION, 2019–2023 (USD MILLION) 187
・ TABLE 36 GENERATIVE ADVERSARIAL NETWORKS MARKET, BY REGION, 2024–2030 (USD MILLION) 187
6.2.1.4.1.1 CONDITIONAL GENERATIVE ADVERSARIAL NETWORKS (CGANS) 188
6.2.1.4.1.2 STYLE GANS 188
6.2.1.4.1.3 CYCLE GANS 188
6.2.1.5 AUTOENCODERS 189
6.2.1.5.1 AUTOENCODERS USED FOR GENERATIVE TASKS REQUIRING NEW DATA POINTS SIMILAR TO ORIGINAL INPUT 189
・ TABLE 37 AUTOENCODERS: GENERATIVE AI MARKET, BY REGION, 2019–2023 (USD MILLION) 189
・ TABLE 38 AUTOENCODERS: GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION) 189
6.2.1.5.1.1 DENOISING AUTOENCODERS 190
6.2.1.5.1.2 VARIATIONAL AUTOENCODERS 190
6.2.1.6 CONVOLUTIONAL NEURAL NETWORKS (CNNS) 190
6.2.1.6.1 CONVOLUTIONAL NEURAL NETWORKS (CNNS) LEARN HIERARCHICAL FEATURES OF IMAGE DATA TO GENERATE REALISTIC IMAGES 190
・ TABLE 39 CONVOLUTIONAL NEURAL NETWORKS MARKET, BY REGION, 2019–2023 (USD MILLION) 191
・ TABLE 40 CONVOLUTIONAL NEURAL NETWORKS MARKET, BY REGION, 2024–2030 (USD MILLION) 191
6.2.1.6.1.1 IMAGE-GENERATING CNNS 191
6.2.1.6.1.2 VIDEO-GENERATING CNNS 192
6.2.1.7 TRANSFORMER-BASED LARGE LANGUAGE MODELS (LLMS) 192
6.2.1.7.1 TRANSFORMER-BASED LLMS OFFER ART PERFORMANCE AND CAN GENERATE COHERENT AND CONTEXTUALLY RELEVANT TEXT 192
・ TABLE 41 TRANSFORMER-BASED LLMS MARKET, BY REGION, 2019–2023 (USD MILLION) 193
・ TABLE 42 TRANSFORMER-BASED LLMS MARKET, BY REGION, 2024–2030 (USD MILLION) 193
6.2.1.7.1.1 BIDIRECTIONAL ENCODER REPRESENTATIONS FROM TRANSFORMERS (BERTS) 193
6.2.1.7.1.2 GENERATIVE PRE-TRAINED TRANSFORMER-1 (GPT-1) 193
6.2.1.7.1.3 GENERATIVE PRE-TRAINED TRANSFORMER-2 (GPT-2) 194
6.2.1.7.1.4 GENERATIVE PRE-TRAINED TRANSFORMER-3 (GPT-3) 194
6.2.1.7.1.5 GENERATIVE PRE-TRAINED TRANSFORMER-4 (GPT-4) 194
6.2.1.7.1.6 LANGUAGE MODEL FOR DIALOGUE APPLICATIONS (LAMDA) 195
6.2.1.7.1.7 OTHER TRANSFORMER MODELS 195
6.2.2 SOFTWARE MARKET, BY DEPLOYMENT MODE 195
・ FIGURE 67 CLOUD SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 196
・ TABLE 43 GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION) 196
・ TABLE 44 GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION) 196
6.2.2.1 ON-PREMISES 197
6.2.2.1.1 ON-PREMISE SOLUTIONS TO HELP ORGANIZATIONS TAILOR GENERATIVE AI TO INTEGRATE SEAMLESSLY WITH EXISTING SYSTEMS 197
・ TABLE 45 ON-PREMISE GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION) 197
・ TABLE 46 ON-PREMISE GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION) 197
6.2.2.2 CLOUD 198
6.2.2.2.1 CLOUD DEPLOYMENT TO ENABLE FASTER DEPLOYMENT OF AI SOLUTIONS AND ACCESSIBILITY OF AI TECHNOLOGIES 198
・ TABLE 47 CLOUD-BASED GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION) 198
・ TABLE 48 CLOUD-BASED GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION) 198
6.3 SERVICES 199
・ FIGURE 68 MANAGED SERVICES TO REGISTER HIGHER CAGR IN GENERATIVE AI MARKET FOR SERVICES DURING FORECAST PERIOD 199
・ TABLE 49 GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 199
・ TABLE 50 GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 200
・ TABLE 51 GENERATIVE AI SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION) 200
・ TABLE 52 GENERATIVE AI SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION) 200
6.3.1 PROFESSIONAL SERVICES 201
6.3.1.1 REQUIREMENT ASSESSMENT AND CUSTOMIZED IMPLEMENTATION AND ASSISTANCE WITH DEPLOYMENT OF GENERATIVE AI SOLUTIONS 201
・ FIGURE 69 SYSTEM INTEGRATION & IMPLEMENTATION SUBSEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 201
・ TABLE 53 GENERATIVE AI SERVICES MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION) 201
・ TABLE 54 GENERATIVE AI SERVICES MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION) 202
・ TABLE 55 GENERATIVE AI PROFESSIONAL SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION) 202
・ TABLE 56 GENERATIVE AI PROFESSIONAL SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION) 202
6.3.1.2 TRAINING & CONSULTING SERVICES 203
・ TABLE 57 GENERATIVE AI TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION) 203
・ TABLE 58 GENERATIVE AI TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION) 203
6.3.1.2.1 MODEL DESIGN & TRAINING 204
6.3.1.2.2 MODEL FINE-TUNING 204
6.3.1.2.3 PROMPT ENGINEERING 204
6.3.1.2.4 CONSULTING & SYSTEM ARCHITECTING 205
6.3.1.3 SYSTEM INTEGRATION & IMPLEMENTATION SERVICES 205
・ TABLE 59 GENERATIVE AI SYSTEM INTEGRATION & IMPLEMENTATION SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION) 205
・ TABLE 60 GENERATIVE AI SYSTEM INTEGRATION & IMPLEMENTATION SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION) 206
6.3.1.3.1 MODEL INTEGRATION & DEPLOYMENT 206
6.3.1.3.2 CUSTOM APP DEVELOPMENT 206
6.3.1.3.3 API-BASED MODEL INTEGRATION 207
6.3.1.4 SUPPORT & MAINTENANCE SERVICES 207
・ TABLE 61 GENERATIVE AI SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION) 207
・ TABLE 62 GENERATIVE AI SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION) 208
6.3.1.4.1 MODEL PERFORMANCE METRICS 208
6.3.1.4.2 SECURITY & COMPLIANCE AUDITS 208
6.3.1.4.3 MODEL OPTIMIZATION 209
6.3.2 MANAGED SERVICES 209
6.3.2.1 MANAGED SERVICES PROVIDE END-TO-END MANAGEMENT FOR GENERATIVE AI, HELPING BUSINESSES FOCUS ON CORE COMPETENCIES 209
・ TABLE 63 GENERATIVE AI MANAGED SERVICES MARKET, BY REGION, 2019–2023 (USD MILLION) 209
・ TABLE 64 GENERATIVE AI MANAGED SERVICES MARKET, BY REGION, 2024–2030 (USD MILLION) 210

7 GENERATIVE AI MARKET, BY DATA MODALITY 211
7.1 INTRODUCTION 212
7.1.1 DATA MODALITY: GENERATIVE AI MARKET DRIVERS 212
・ FIGURE 70 VIDEO DATA MODALITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 213
・ TABLE 65 GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 213
・ TABLE 66 GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 213
7.2 TEXT 214
7.2.1 ADVANCED TECHNIQUES SUCH AS RNNS AND TRANSFORMER ARCHITECTURES TO PROCESS AND GENERATE TEXT 214
・ TABLE 67 GENERATIVE AI MARKET, BY TEXT MODALITY, 2019–2023 (USD MILLION) 214
・ TABLE 68 GENERATIVE AI MARKET, BY TEXT MODALITY, 2024–2030 (USD MILLION) 214
7.2.2 TEXT GENERATION 215
・ TABLE 69 GENERATIVE AI MARKET IN TEXT GENERATION, BY REGION, 2019–2023 (USD MILLION) 215
・ TABLE 70 GENERATIVE AI MARKET IN TEXT GENERATION, BY REGION, 2024–2030 (USD MILLION) 215
7.2.3 TEXT-BASED CHATBOTS 216
・ TABLE 71 GENERATIVE AI MARKET IN TEXT-BASED CHATBOTS, BY REGION, 2019–2023 (USD MILLION) 216
・ TABLE 72 GENERATIVE AI MARKET IN TEXT-BASED CHATBOTS, BY REGION, 2024–2030 (USD MILLION) 216
7.2.4 TEXT SUMMARIZATION 217
・ TABLE 73 GENERATIVE AI MARKET IN TEXT SUMMARIZATION, BY REGION, 2019–2023 (USD MILLION) 217
・ TABLE 74 GENERATIVE AI MARKET IN TEXT SUMMARIZATION, BY REGION, 2024–2030 (USD MILLION) 217
7.2.5 TEXT TRANSLATION 218
・ TABLE 75 GENERATIVE AI MARKET IN TEXT TRANSLATION, BY REGION, 2019–2023 (USD MILLION) 218
・ TABLE 76 GENERATIVE AI MARKET IN TEXT TRANSLATION, BY REGION, 2024–2030 (USD MILLION) 218
7.2.6 OTHER TEXT MODALITIES 219
・ TABLE 77 GENERATIVE AI MARKET IN OTHER TEXT MODALITIES, BY REGION, 2019–2023 (USD MILLION) 219
・ TABLE 78 GENERATIVE AI MARKET IN OTHER TEXT MODALITIES, BY REGION, 2024–2030 (USD MILLION) 219
7.3 IMAGE 220
7.3.1 CREATING VISUAL CONTENT, RANGING FROM PHOTOREALISTIC IMAGES TO ABSTRACT ART, USING ARTIFICIAL INTELLIGENCE IMAGE TECHNIQUES 220
・ TABLE 79 GENERATIVE AI MARKET, BY IMAGE MODALITY, 2019–2023 (USD MILLION) 220
・ TABLE 80 GENERATIVE AI MARKET, BY IMAGE MODALITY, 2024–2030 (USD MILLION) 220
7.3.2 IMAGE GENERATION 221
・ TABLE 81 GENERATIVE AI MARKET IN IMAGE GENERATION, BY REGION, 2019–2023 (USD MILLION) 221
・ TABLE 82 GENERATIVE AI MARKET IN IMAGE GENERATION, BY REGION, 2024–2030 (USD MILLION) 221
7.3.3 IMAGE CAPTIONING 222
・ TABLE 83 GENERATIVE AI MARKET IN IMAGE CAPTIONING, BY REGION, 2019–2023 (USD MILLION) 222
・ TABLE 84 GENERATIVE AI MARKET IN IMAGE CAPTIONING, BY REGION, 2024–2030 (USD MILLION) 222
7.3.4 IMAGE EDITING & ENHANCEMENT 223
・ TABLE 85 GENERATIVE AI MARKET IN IMAGE EDITING & ENHANCEMENT, BY REGION, 2019–2023 (USD MILLION) 223
・ TABLE 86 GENERATIVE AI MARKET IN IMAGE EDITING & ENHANCEMENT, BY REGION, 2024–2030 (USD MILLION) 224
7.3.5 OTHER IMAGE MODALITIES 224
・ TABLE 87 GENERATIVE AI MARKET IN OTHER IMAGE MODALITIES, BY REGION, 2019–2023 (USD MILLION) 225
・ TABLE 88 GENERATIVE AI MARKET IN OTHER IMAGE MODALITIES, BY REGION, 2024–2030 (USD MILLION) 225
7.4 VIDEO 225
7.4.1 DEEP LEARNING MODELS UNDERSTAND AND RECREATE VISUAL DATA, ENABLING LIFELIKE VIDEOS 225
・ TABLE 89 GENERATIVE AI MARKET, BY VIDEO MODALITY, 2019–2023 (USD MILLION) 226
・ TABLE 90 GENERATIVE AI MARKET, BY VIDEO MODALITY, 2024–2030 (USD MILLION) 226
7.4.2 VIDEO GENERATION 226
・ TABLE 91 GENERATIVE AI MARKET IN VIDEO GENERATION, BY REGION, 2019–2023 (USD MILLION) 227
・ TABLE 92 GENERATIVE AI MARKET IN VIDEO GENERATION, BY REGION, 2024–2030 (USD MILLION) 227
7.4.3 VIDEO EDITING & ENHANCEMENT 227
・ TABLE 93 GENERATIVE AI MARKET IN VIDEO EDITING & ENHANCEMENT, BY REGION, 2019–2023 (USD MILLION) 228
・ TABLE 94 GENERATIVE AI MARKET IN VIDEO EDITING & ENHANCEMENT, BY REGION, 2024–2030 (USD MILLION) 228
7.4.4 VIDEO ANNOTATION 228
・ TABLE 95 GENERATIVE AI MARKET IN VIDEO ANNOTATION, BY REGION, 2019–2023 (USD MILLION) 229
・ TABLE 96 GENERATIVE AI MARKET IN VIDEO ANNOTATION, BY REGION, 2024–2030 (USD MILLION) 229
7.4.5 OTHER VIDEO MODALITIES 229
・ TABLE 97 GENERATIVE AI MARKET IN OTHER VIDEO MODALITIES, BY REGION, 2019–2023 (USD MILLION) 230
・ TABLE 98 GENERATIVE AI MARKET IN OTHER VIDEO MODALITIES, BY REGION, 2024–2030 (USD MILLION) 230
7.5 AUDIO & SPEECH 231
7.5.1 THROUGH ADVANCED ALGORITHMS AND DEEP LEARNING TECHNIQUES, GENERATIVE MODELS CAN ANALYZE AND SYNTHESIZE AUDIO DATA WITH REMARKABLE ACCURACY 231
・ TABLE 99 GENERATIVE AI MARKET, BY AUDIO & SPEECH MODALITY, 2019–2023 (USD MILLION) 231
・ TABLE 100 GENERATIVE AI MARKET, BY AUDIO & SPEECH MODALITY, 2024–2030 (USD MILLION) 231
7.5.2 TEXT-TO-SPEECH 232
・ TABLE 101 GENERATIVE AI MARKET IN TEXT-TO-SPEECH, BY REGION, 2019–2023 (USD MILLION) 232
・ TABLE 102 GENERATIVE AI MARKET IN TEXT-TO-SPEECH, BY REGION, 2024–2030 (USD MILLION) 232
7.5.3 SPEECH RECOGNITION & TRANSCRIPTION 233
・ TABLE 103 GENERATIVE AI MARKET IN SPEECH RECOGNITION & TRANSCRIPTION, BY REGION, 2019–2023 (USD MILLION) 233
・ TABLE 104 GENERATIVE AI MARKET IN SPEECH RECOGNITION & TRANSCRIPTION, BY REGION, 2024–2030 (USD MILLION) 233
7.5.4 MUSIC GENERATION 234
・ TABLE 105 GENERATIVE AI MARKET IN MUSIC GENERATION, BY REGION, 2019–2023 (USD MILLION) 234
・ TABLE 106 GENERATIVE AI MARKET IN MUSIC GENERATION, BY REGION, 2024–2030 (USD MILLION) 234
7.5.5 OTHER AUDIO & SPEECH MODALITIES 235
・ TABLE 107 GENERATIVE AI MARKET IN OTHER AUDIO & SPEECH MODALITIES, BY REGION, 2019–2023 (USD MILLION) 235
・ TABLE 108 GENERATIVE AI MARKET IN OTHER AUDIO & SPEECH MODALITIES, BY REGION, 2024–2030 (USD MILLION) 236
7.6 CODE 236
7.6.1 GENERATIVE AI WITH CODE UNDERSTANDING CAPABILITIES CAN ASSIST IN TASKS SUCH AS SOFTWARE MAINTENANCE, REFACTORING, AND OPTIMIZATION 236
・ TABLE 109 GENERATIVE AI MARKET, BY CODE MODALITY, 2019–2023 (USD MILLION) 237
・ TABLE 110 GENERATIVE AI MARKET, BY CODE MODALITY, 2024–2030 (USD MILLION) 237
7.6.2 CODE GENERATION 237
・ TABLE 111 GENERATIVE AI MARKET IN CODE GENERATION, BY REGION, 2019–2023 (USD MILLION) 238
・ TABLE 112 GENERATIVE AI MARKET IN CODE GENERATION, BY REGION, 2024–2030 (USD MILLION) 238
7.6.3 CODE DOCUMENTATION 238
・ TABLE 113 GENERATIVE AI MARKET IN CODE DOCUMENTATION, BY REGION, 2019–2023 (USD MILLION) 239
・ TABLE 114 GENERATIVE AI MARKET IN CODE DOCUMENTATION: GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION) 239
7.6.4 CODE TRANSLATION & TRANSPILATION 239
・ TABLE 115 GENERATIVE AI MARKET IN CODE TRANSLATION & TRANSLATION, BY REGION, 2019–2023 (USD MILLION) 240
・ TABLE 116 GENERATIVE AI MARKET IN CODE TRANSLATION & TRANSPILATION, BY REGION, 2024–2030 (USD MILLION) 240
7.6.5 OTHER CODE MODALITIES 240
・ TABLE 117 GENERATIVE AI MARKET IN OTHER CODE MODALITIES, BY REGION, 2019–2023 (USD MILLION) 241
・ TABLE 118 GENERATIVE AI MARKET IN OTHER CODE MODALITIES, BY REGION, 2024–2030 (USD MILLION) 241

8 GENERATIVE AI MARKET, BY APPLICATION 242
8.1 INTRODUCTION 243
8.1.1 APPLICATION: GENERATIVE AI MARKET DRIVERS 243
・ FIGURE 71 SYNTHETIC DATA MANAGEMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 244
・ TABLE 119 GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 244
・ TABLE 120 GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 245
8.2 BUSINESS INTELLIGENCE & VISUALIZATION 245
8.2.1 IDENTIFYING PATTERNS AND TRENDS WITHIN DATA BY EMPLOYING TECHNIQUES SUCH AS DEEP LEARNING AND NEURAL NETWORKS 245
・ TABLE 121 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2019–2023 (USD MILLION) 246
・ TABLE 122 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2024–2030 (USD MILLION) 246
・ TABLE 123 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 247
・ TABLE 124 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 247
8.2.2 SALES INTELLIGENCE 247
・ TABLE 125 GENERATIVE AI MARKET IN SALES INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION) 248
・ TABLE 126 GENERATIVE AI MARKET IN SALES INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION) 248
8.2.3 MARKETING INTELLIGENCE 248
・ TABLE 127 GENERATIVE AI MARKET IN MARKETING INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION) 249
・ TABLE 128 GENERATIVE AI MARKET IN MARKETING INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION) 249
8.2.4 HUMAN RESOURCE INTELLIGENCE 249
・ TABLE 129 GENERATIVE AI MARKET IN HUMAN RESOURCE INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION) 250
・ TABLE 130 GENERATIVE AI MARKET IN HUMAN RESOURCE INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION) 250
8.2.5 FINANCE INTELLIGENCE 250
・ TABLE 131 GENERATIVE AI MARKET IN FINANCE INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION) 251
・ TABLE 132 GENERATIVE AI MARKET IN FINANCE INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION) 251
8.2.6 OPERATIONS INTELLIGENCE 251
・ TABLE 133 GENERATIVE AI MARKET IN OPERATIONS INTELLIGENCE, BY REGION, 2019–2023 (USD MILLION) 252
・ TABLE 134 GENERATIVE AI MARKET IN OPERATIONS INTELLIGENCE, BY REGION, 2024–2030 (USD MILLION) 252
8.3 CONTENT MANAGEMENT 252
8.3.1 IMPROVING CONTENT MANAGEMENT BY OPTIMIZING WORKFLOWS AND ENHANCING SCALABILITY USING GENERATIVE AI 252
・ TABLE 135 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION) 253
・ TABLE 136 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION) 253
・ TABLE 137 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 254
・ TABLE 138 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 254
8.3.2 CONTENT GENERATION 254
・ TABLE 139 GENERATIVE AI MARKET IN CONTENT GENERATION, BY REGION, 2019–2023 (USD MILLION) 255
・ TABLE 140 GENERATIVE AI MARKET IN CONTENT GENERATION, BY REGION, 2024–2030 (USD MILLION) 255
8.3.3 CONTENT CURATION, TAGGING, AND CATEGORIZATION 255
・ TABLE 141 GENERATIVE AI MARKET IN CONTENT CURATION, TAGGING, AND CATEGORIZATION, BY REGION, 2019–2023 (USD MILLION) 256
・ TABLE 142 GENERATIVE AI MARKET IN CONTENT CURATION, TAGGING, AND CATEGORIZATION, BY REGION, 2024–2030 (USD MILLION) 256
8.3.4 DIGITAL MARKETING 256
・ TABLE 143 GENERATIVE AI MARKET IN DIGITAL MARKETING, BY REGION, 2019–2023 (USD MILLION) 257
・ TABLE 144 GENERATIVE AI MARKET IN DIGITAL MARKETING, BY REGION, 2024–2030 (USD MILLION) 257
8.3.5 MEDIA EDITING 257
・ TABLE 145 GENERATIVE AI MARKET IN MEDIA EDITING, BY REGION, 2019–2023 (USD MILLION) 258
・ TABLE 146 GENERATIVE AI MARKET IN MEDIA EDITING, BY REGION, 2024–2030 (USD MILLION) 258
8.4 SYNTHETIC DATA MANAGEMENT 258
8.4.1 MIMICKING REAL-WORLD DATA DISTRIBUTIONS WITHOUT COMPROMISING INDIVIDUAL PRIVACY BY UTILIZING GANS AND VAES 258
・ TABLE 147 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION) 259
・ TABLE 148 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION) 259
・ TABLE 149 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 260
・ TABLE 150 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 260
8.4.2 SYNTHETIC DATA AUGMENTATION 260
・ TABLE 151 GENERATIVE AI MARKET IN SYNTHETIC DATA AUGMENTATION, BY REGION, 2019–2023 (USD MILLION) 261
・ TABLE 152 GENERATIVE AI MARKET IN SYNTHETIC DATA AUGMENTATION, BY REGION, 2024–2030 (USD MILLION) 261
8.4.3 SYNTHETIC DATA TRAINING 261
・ TABLE 153 GENERATIVE AI MARKET IN SYNTHETIC DATA TRAINING, BY REGION, 2019–2023 (USD MILLION) 262
・ TABLE 154 GENERATIVE AI MARKET IN SYNTHETIC DATA TRAINING, BY REGION, 2024–2030 (USD MILLION) 262
8.5 SEARCH & DISCOVERY 262
8.5.1 NEED TO UNCOVER HIDDEN PATTERNS, EXTRACT INSIGHTS, AND GENERATE PERSONALIZED RECOMMENDATIONS 262
・ TABLE 155 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2019–2023 (USD MILLION) 263
・ TABLE 156 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2024–2030 (USD MILLION) 263
・ TABLE 157 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 264
・ TABLE 158 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 264
8.5.2 GENERAL SEARCH 264
・ TABLE 159 GENERATIVE AI MARKET IN GENERAL SEARCH, BY REGION, 2019–2023 (USD MILLION) 265
・ TABLE 160 GENERATIVE AI MARKET IN GENERAL SEARCH, BY REGION, 2024–2030 (USD MILLION) 265
8.5.3 INSIGHT GENERATION 265
・ TABLE 161 GENERATIVE AI MARKET IN INSIGHT GENERATION, BY REGION, 2019–2023 (USD MILLION) 266
・ TABLE 162 GENERATIVE AI MARKET IN INSIGHT GENERATION, BY REGION, 2024–2030 (USD MILLION) 266
8.6 AUTOMATION & INTEGRATION 266
8.6.1 STREAMLINING AND ENHANCING VARIOUS PROCESSES WITHIN BUSINESSES BY UTILIZING AUTOMATION & INTEGRATION POWER OF GENERATIVE AI 266
・ TABLE 163 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2019–2023 (USD MILLION) 267
・ TABLE 164 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2024–2030 (USD MILLION) 268
・ TABLE 165 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 268
・ TABLE 166 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 269
8.6.2 PERSONALIZATION & RECOMMENDATION SYSTEMS 269
・ TABLE 167 GENERATIVE AI MARKET IN PERSONALIZATION & RECOMMENDATION SYSTEMS, BY REGION, 2019–2023 (USD MILLION) 269
・ TABLE 168 GENERATIVE AI MARKET IN PERSONALIZATION & RECOMMENDATION SYSTEMS, BY REGION, 2024–2030 (USD MILLION) 270
8.6.3 CUSTOMER EXPERIENCE MANAGEMENT 270
・ TABLE 169 GENERATIVE AI MARKET IN CUSTOMER EXPERIENCE MANAGEMENT, BY REGION, 2019–2023 (USD MILLION) 270
・ TABLE 170 GENERATIVE AI MARKET IN CUSTOMER EXPERIENCE MANAGEMENT, BY REGION, 2024–2030 (USD MILLION) 271
8.6.4 APPLICATION DEVELOPMENT & API INTEGRATION 271
・ TABLE 171 GENERATIVE AI MARKET IN APPLICATION DEVELOPMENT & API INTEGRATION, BY REGION, 2019–2023 (USD MILLION) 271
・ TABLE 172 GENERATIVE AI MARKET IN APPLICATION DEVELOPMENT & API INTEGRATION, BY REGION, 2024–2030 (USD MILLION) 272
8.6.5 CYBERSECURITY INTELLIGENCE 272
・ TABLE 173 GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 272
・ TABLE 174 GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 273
8.6.5.1 FRAUD DETECTION & PREVENTION 273
・ TABLE 175 GENERATIVE AI MARKET IN FRAUD DETECTION & PREVENTION, BY REGION, 2019–2023 (USD MILLION) 273
・ TABLE 176 GENERATIVE AI MARKET IN FRAUD DETECTION & PREVENTION, BY REGION, 2024–2030 (USD MILLION) 274
8.6.5.2 RISK & COMPLIANCE MANAGEMENT 274
・ TABLE 177 GENERATIVE AI MARKET IN RISK & COMPLIANCE MANAGEMENT, BY REGION, 2019–2023 (USD MILLION) 274
・ TABLE 178 GENERATIVE AI MARKET IN RISK & COMPLIANCE MANAGEMENT, BY REGION, 2024–2030 (USD MILLION) 275
8.6.5.3 AUTOMATED PATCH MANAGEMENT 275
・ TABLE 179 GENERATIVE AI MARKET IN AUTOMATED PATCH MANAGEMENT, BY REGION, 2019–2023 (USD MILLION) 275
・ TABLE 180 GENERATIVE AI MARKET IN AUTOMATED PATCH MANAGEMENT, BY REGION, 2024–2030 (USD MILLION) 276
8.6.5.4 DIGITAL FORENSICS & INCIDENT ANALYSIS 276
・ TABLE 181 GENERATIVE AI MARKET IN DIGITAL FORENSICS & INCIDENT ANALYSIS, BY REGION, 2019–2023 (USD MILLION) 276
・ TABLE 182 GENERATIVE AI MARKET IN DIGITAL FORENSICS & INCIDENT ANALYSIS, BY REGION, 2024–2030 (USD MILLION) 277
8.6.5.5 THREAT SIMULATION & TRAINING 277
・ TABLE 183 GENERATIVE AI MARKET IN THREAT SIMULATION & TRAINING, BY REGION, 2019–2023 (USD MILLION) 277
・ TABLE 184 GENERATIVE AI MARKET IN THREAT SIMULATION & TRAINING, BY REGION, 2024–2030 (USD MILLION) 278
8.7 GENERATIVE DESIGN AI 278
8.7.1 ANALYZING VAST AMOUNTS OF DATA AND HARNESSING MACHINE LEARNING ALGORITHMS FOR NUMEROUS DESIGN ITERATIONS 278
・ TABLE 185 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2019–2023 (USD MILLION) 279
・ TABLE 186 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2024–2030 (USD MILLION) 279
・ TABLE 187 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 280
・ TABLE 188 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 280
8.7.2 DESIGN EXPLORATION & VARIATION 280
・ TABLE 189 GENERATIVE AI MARKET IN DESIGN EXPLORATION & VARIATION, BY REGION, 2019–2023 (USD MILLION) 281
・ TABLE 190 GENERATIVE AI MARKET IN DESIGN EXPLORATION & VARIATION, BY REGION, 2024–2030 (USD MILLION) 281
8.7.3 MODELING & PROTOTYPING 281
・ TABLE 191 GENERATIVE AI MARKET IN MODELING & PROTOTYPING, BY REGION, 2019–2023 (USD MILLION) 282
・ TABLE 192 GENERATIVE AI MARKET IN MODELING & PROTOTYPING, BY REGION, 2024–2030 (USD MILLION) 282
8.7.4 PRODUCT RENDERINGS & VISUAL COLLATERALS 282
・ TABLE 193 GENERATIVE AI MARKET IN PRODUCT RENDERINGS & VISUAL COLLATERALS, BY REGION, 2019–2023 (USD MILLION) 283
・ TABLE 194 GENERATIVE AI MARKET IN PRODUCT RENDERINGS & VISUAL COLLATERALS, BY REGION, 2024–2030 (USD MILLION) 283
8.8 OTHER APPLICATIONS 283
・ TABLE 195 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2019–2023 (USD MILLION) 284
・ TABLE 196 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2024–2030 (USD MILLION) 284
・ TABLE 197 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY REGION, 2019–2023 (USD MILLION) 285
・ TABLE 198 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY REGION, 2024–2030 (USD MILLION) 285

9 GENERATIVE AI MARKET, BY VERTICAL 286
9.1 INTRODUCTION 287
9.1.1 VERTICAL: GENERATIVE AI MARKET DRIVERS 287
・ FIGURE 72 ADOPTION OF GENERATIVE AI IN RETAIL & ECOMMERCE TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 288
・ TABLE 199 GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 289
・ TABLE 200 GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 289
9.2 MEDIA & ENTERTAINMENT 290
9.2.1 DEMAND FOR HYPER-PERSONALIZED CONTENT EXPERIENCES AND HYPER-REALISTIC VIRTUAL ENVIRONMENTS 290
9.2.2 MEDIA & ENTERTAINMENT: GENERATIVE AI SUCCESS STORIES 291
・ FIGURE 73 MEDIA & ENTERTAINMENT: GENERATIVE AI SUCCESS STORIES 291
・ TABLE 201 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2019–2023 (USD MILLION) 292
・ TABLE 202 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2024–2030 (USD MILLION) 292
9.2.3 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY TEXT MODALITY 292
・ TABLE 203 GENERATIVE AI TEXT MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION) 293
・ TABLE 204 GENERATIVE AI TEXT MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION) 293
9.2.3.1 SCRIPT & DIALOGUE GENERATION 293
9.2.3.2 CONTENT SUMMARIZATION 293
9.2.3.3 LANGUAGE TRANSLATION & LOCALIZATION 294
9.2.3.4 INTERACTIVE STORYTELLING 294
9.2.3.5 AUTOMATED NEWS GENERATION 294
9.2.4 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY VIDEO MODALITY 295
・ TABLE 205 GENERATIVE AI VIDEO MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION) 295
・ TABLE 206 GENERATIVE AI VIDEO MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION) 295
9.2.4.1 VIDEO SYNTHESIS 296
9.2.4.2 VIDEO INPAINTING 296
9.2.4.3 VIDEO SUMMARIZATION 296
9.2.4.4 VISUAL EFFECTS ENHANCEMENT 297
9.2.4.5 VIRTUAL SET DESIGN 297
9.2.5 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY IMAGE MODALITY 297
・ TABLE 207 GENERATIVE AI IMAGE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION) 298
・ TABLE 208 GENERATIVE AI IMAGE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION) 298
9.2.5.1 CONTENT CREATION 298
9.2.5.2 STYLE TRANSFER 299
9.2.5.3 FACE & CHARACTER GENERATION 299
9.2.5.4 IMAGE SUPER-RESOLUTION 299
9.2.5.5 AUTOMATED THUMBNAIL GENERATION 300
9.2.6 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY CODE MODALITY 300
・ TABLE 209 GENERATIVE AI CODE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION) 300
・ TABLE 210 GENERATIVE AI CODE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION) 301
9.2.6.1 PROCEDURAL CONTENT GENERATION 301
9.2.6.2 AUTOMATED ANIMATION SCRIPTING 301
9.2.6.3 CODE COMMENT GENERATION 302
9.2.6.4 CODE TRANSLATION 302
9.2.6.5 CODE REFACTORING SUGGESTIONS 302
9.2.7 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY AUDIO & SPEECH MODALITY 303
・ TABLE 211 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019–2023 (USD MILLION) 303
・ TABLE 212 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024–2030 (USD MILLION) 303
9.2.7.1 MUSIC COMPOSITION 304
9.2.7.2 VOICE SYNTHESIS 304
9.2.7.3 SOUND EFFECTS GENERATION 304
9.2.7.4 PODCAST AUTOMATION 305
9.2.7.5 AUDIO RESTORATION 305
9.3 BFSI 305
9.3.1 IDENTIFYING PATTERNS OF FRAUDULENT ACTIVITY AND ENHANCING CUSTOMER SERVICE AND SUPPORT USING GENERATIVE AI 305
9.3.2 BFSI: GENERATIVE AI SUCCESS STORIES 306
・ FIGURE 74 BFSI: GENERATIVE AI SUCCESS STORIES 306
・ TABLE 213 GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2019–2023 (USD MILLION) 307
・ TABLE 214 GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2024–2030 (USD MILLION) 307
9.3.3 GENERATIVE AI MARKET IN BFSI VERTICAL, BY TEXT MODALITY 307
・ TABLE 215 GENERATIVE AI TEXT MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION) 308
・ TABLE 216 GENERATIVE AI TEXT MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION) 308
9.3.3.1 AUTOMATED CUSTOMER SUPPORT 308
9.3.3.2 FINANCIAL DOCUMENT SUMMARIZATION 309
9.3.3.3 SENTIMENT ANALYSIS 309
9.3.3.4 FINANCIAL NEWS GENERATION 309
9.3.3.5 FRAUDULENT MAIL DETECTION 310
9.3.4 GENERATIVE AI MARKET IN BFSI VERTICAL, BY VIDEO MODALITY 310
・ TABLE 217 GENERATIVE AI VIDEO MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION) 310
・ TABLE 218 GENERATIVE AI VIDEO MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION) 311
9.3.4.1 AUTOMATED VIDEO SURVEILLANCE 311
9.3.4.2 VIRTUAL FINANCIAL CONSULTATION 311
9.3.4.3 VISUAL-COGNITIVE CREDIT ASSESSMENT 312
9.3.4.4 INTERACTIVE BANKING TUTORIALS 312
9.3.5 GENERATIVE AI MARKET IN BFSI VERTICAL, BY IMAGE MODALITY 312
・ TABLE 219 GENERATIVE AI IMAGE MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION) 313
・ TABLE 220 GENERATIVE AI IMAGE MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION) 313
9.3.5.1 SIGNATURE VERIFICATION 313
9.3.5.2 TRANSACTION ANOMALY DETECTION 314
9.3.5.3 DOCUMENT DIGITIZATION 314
9.3.5.4 CARD FRAUD DETECTION 314
9.3.5.5 CUSTOMER IDENTITY VERIFICATION 315
9.3.6 GENERATIVE AI MARKET IN BFSI VERTICAL, BY CODE MODALITY 315
・ TABLE 221 GENERATIVE AI CODE MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION) 315
・ TABLE 222 GENERATIVE AI CODE MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION) 316
9.3.6.1 ALGORITHMIC TRADING STRATEGIES 316
9.3.6.2 AUTOMATED REPORT GENERATION 316
9.3.6.3 CODE REVIEW & OPTIMIZATION 317
9.3.6.4 FRAUD DETECTION ALGORITHM DEVELOPMENT 317
9.3.6.5 AUTOMATED COMPLIANCE CHECKS 317
9.3.7 GENERATIVE AI MARKET IN BFSI VERTICAL, BY AUDIO & SPEECH MODALITY 318
・ TABLE 223 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN BFSI, BY REGION, 2019–2023 (USD MILLION) 318
・ TABLE 224 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN BFSI, BY REGION, 2024–2030 (USD MILLION) 318
9.3.7.1 FINANCIAL DATA AUDIO TRANSCRIPTION 319
9.3.7.2 CUSTOMER SUPPORT & SERVICE 319
9.3.7.3 AUTOMATED MEETING SUMMARIES 319
9.3.7.4 FINANCIAL PODCAST GENERATION 320
9.3.7.5 VOICE-ENABLED FINANCIAL APPS 320
9.4 HEALTHCARE & LIFE SCIENCES 320
9.4.1 REVOLUTIONIZING DRUG DISCOVERY, MEDICAL IMAGING ANALYSIS, AND PERSONALIZED TREATMENT PLANS 320
9.4.2 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI SUCCESS STORIES 321
・ FIGURE 75 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI SUCCESS STORIES 321
・ TABLE 225 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2019–2023 (USD MILLION) 322
・ TABLE 226 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2024–2030 (USD MILLION) 322
9.4.3 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY TEXT MODALITY 322
・ TABLE 227 GENERATIVE AI TEXT MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION) 323
・ TABLE 228 GENERATIVE AI TEXT MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION) 323
9.4.3.1 ELECTRONIC HEALTH RECORDS (EHR) 323
9.4.3.2 CLINICAL DOCUMENTATION GENERATION 324
9.4.3.3 DRUG INTERACTION PREDICTION 324
9.4.3.4 MEDICAL LITERATURE SUMMARIZATION 325
9.4.3.5 PATIENT COMMUNICATION & EDUCATION 325
9.4.4 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY VIDEO MODALITY 325
・ TABLE 229 GENERATIVE AI VIDEO MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION) 326
・ TABLE 230 GENERATIVE AI VIDEO MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION) 326
9.4.4.1 SURGICAL PROCEDURE SIMULATION 327
9.4.4.2 REHABILITATION EXERCISE GENERATION 327
9.4.4.3 GAIT ANALYSIS & RECOVERY 327
9.4.4.4 REMOTE PATIENT MONITORING 328
9.4.4.5 MEDICAL TRAINING VIDEOS 328
9.4.5 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY IMAGE MODALITY 328
・ TABLE 231 GENERATIVE AI IMAGE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION) 329
・ TABLE 232 GENERATIVE AI IMAGE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION) 329
9.4.5.1 SYNTHETIC MEDICAL IMAGING 329
9.4.5.2 TUMOR DETECTION & SEGMENTATION 330
9.4.5.3 RADIATION THERAPY PLANNING 330
9.4.5.4 AR/VR VISUALIZATION FOR ANATOMY 330
9.4.5.5 SYNTHETIC MOLECULAR STRUCTURE GENERATION 331
9.4.6 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY CODE MODALITY 331
・ TABLE 233 GENERATIVE AI CODE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION) 331
・ TABLE 234 GENERATIVE AI CODE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION) 332
9.4.6.1 AUTOMATED MEDICAL REPORT GENERATION 332
9.4.6.2 ALGORITHMIC MEDICAL DIAGNOSIS 332
9.4.6.3 DRUG DOSAGE CALCULATION 333
9.4.6.4 HEALTHCARE WORKFLOW AUTOMATION 333
9.4.6.5 CLINICAL DECISION SUPPORT SYSTEMS 333
9.4.7 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY AUDIO & SPEECH MODALITY 334
・ TABLE 235 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019–2023 (USD MILLION) 334
・ TABLE 236 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024–2030 (USD MILLION) 335
9.4.7.1 VOICE ASSISTANTS FOR PATIENTS 335
9.4.7.2 SPEECH SYNTHESIS FOR ASSISTIVE DEVICES 335
9.4.7.3 MEDICAL DICTATION AND TRANSCRIPTION 336
9.4.7.4 SPEECH-TO-TEXT MEDICAL TRANSCRIPTION 336
9.4.7.5 CUSTOMIZED AUDIOGRAMS 337
9.5 MANUFACTURING 337
9.5.1 TRANSFORMING QUALITY CONTROL IN MANUFACTURING BY ENABLING AUTOMATED INSPECTION AND DEFECT DETECTION 337
9.5.2 MANUFACTURING: GENERATIVE AI SUCCESS STORIES 338
・ FIGURE 76 MANUFACTURING: GENERATIVE AI SUCCESS STORIES 338
・ TABLE 237 GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2019–2023 (USD MILLION) 339
・ TABLE 238 GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2024–2030 (USD MILLION) 339
9.5.3 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY TEXT MODALITY 339
・ TABLE 239 GENERATIVE AI TEXT MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION) 340
・ TABLE 240 GENERATIVE AI TEXT MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION) 340
9.5.3.1 TECHNICAL DOCUMENTATION 340
9.5.3.2 RFQ/RFP GENERATION 341
9.5.3.3 AUTOMATED EMAIL COMMUNICATION 341
9.5.3.4 MAINTENANCE & REPAIR MANUALS 341
9.5.3.5 DEMAND FORECASTING & INVENTORY MANAGEMENT 342
9.5.4 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY VIDEO MODALITY 342
・ TABLE 241 GENERATIVE AI VIDEO MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION) 343
・ TABLE 242 GENERATIVE AI VIDEO MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION) 343
9.5.4.1 PROCESS OPTIMIZATION 343
9.5.4.2 PREDICTIVE MAINTENANCE 344
9.5.4.3 ROBOTIC PROCESS CONTROL 344
9.5.4.4 WORKER TRAINING AND SAFETY 344
9.5.4.5 SUPPLY CHAIN VISUALIZATION 345
9.5.5 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY IMAGE MODALITY 345
・ TABLE 243 GENERATIVE AI IMAGE MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION) 345
・ TABLE 244 GENERATIVE AI IMAGE MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION) 346
9.5.5.1 PRODUCT DESIGN/3D PROTOTYPING 346
9.5.5.2 DEFECT DETECTION 346
9.5.5.3 CUSTOMIZED MANUFACTURING 346
9.5.5.4 GENERATIVE DESIGN 347
9.5.5.5 VISUAL INSPECTION AND QUALITY CONTROL 347
9.5.6 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY CODE MODALITY 347
・ TABLE 245 GENERATIVE AI CODE MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION) 348
・ TABLE 246 GENERATIVE AI CODE MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION) 348
9.5.6.1 AUTOMATED SCRIPT GENERATION 348
9.5.6.2 DIGITAL TWIN SIMULATION 349
9.5.6.3 DATA ANALYSIS & VISUALIZATION 349
9.5.6.4 IOT DEVICES INTEGRATION 349
9.5.6.5 CNC MACHINE G-CODES 349
9.5.7 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY AUDIO & SPEECH MODALITY 350
・ TABLE 247 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MANUFACTURING, BY REGION, 2019–2023 (USD MILLION) 350
・ TABLE 248 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MANUFACTURING, BY REGION, 2024–2030 (USD MILLION) 350
9.5.7.1 ACOUSTIC QUALITY CONTROL 351
9.5.7.2 WORKER ASSISTANCE & COMMUNICATION 351
9.5.7.3 REAL-TIME MONITORING & ALERTS 351
9.5.7.4 VIRTUAL TRAINING & SIMULATIONS 352
9.5.7.5 VOICE-CONTROLLED INTERFACES 352
9.6 RETAIL & ECOMMERCE 352
9.6.1 UTILIZING GENERATIVE AI TO CREATE VIRTUAL SHOPPING ASSISTANTS AND CHATBOTS TO INTERACT WITH CUSTOMERS 352
9.6.2 RETAIL & ECOMMERCE: GENERATIVE AI SUCCESS STORIES 353
・ FIGURE 77 RETAIL & ECOMMERCE: GENERATIVE AI SUCCESS STORIES 353
・ TABLE 249 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2019–2023 (USD MILLION) 354
・ TABLE 250 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2024–2030 (USD MILLION) 354
9.6.3 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY TEXT MODALITY 354
・ TABLE 251 GENERATIVE AI TEXT MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION) 355
・ TABLE 252 GENERATIVE AI TEXT MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION) 355
9.6.3.1 PRODUCT DESCRIPTIONS 355
9.6.3.2 CHATBOTS AND CUSTOMER SERVICE 356
9.6.3.3 SOCIAL MEDIA CONTENT CREATION 356
9.6.3.4 EMAIL MARKETING 356
9.6.3.5 PERSONALIZED SHOPPING RECOMMENDATIONS 357
9.6.4 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY VIDEO MODALITY 357
・ TABLE 253 GENERATIVE AI VIDEO MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION) 358
・ TABLE 254 GENERATIVE AI VIDEO MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION) 358
9.6.4.1 PRODUCT SHOWCASE VIDEOS 358
9.6.4.2 VIDEO ADVERTISEMENTS 359
9.6.4.3 VIRTUAL STORE TOURS 359
9.6.4.4 INSTRUCTIONAL VIDEOS 359
9.6.4.5 USER-GENERATED CONTENT COMPILATION 360
9.6.5 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY IMAGE MODALITY 360
・ TABLE 255 GENERATIVE AI IMAGE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION) 360
・ TABLE 256 GENERATIVE AI IMAGE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION) 361
9.6.5.1 PRODUCT IMAGE GENERATION 361
9.6.5.2 VIRTUAL TRY-ON 361
9.6.5.3 INTERIOR DESIGN SIMULATION 362
9.6.5.4 CUSTOMIZED PACKAGING DESIGN 362
9.6.5.5 VISUAL SEARCH ENHANCEMENT 362
9.6.6 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY CODE MODALITY 363
・ TABLE 257 GENERATIVE AI CODE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION) 363
・ TABLE 258 GENERATIVE AI CODE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION) 363
9.6.6.1 AUTOMATED INVENTORY MANAGEMENT 364
9.6.6.2 DYNAMIC PRICING OPTIMIZATION 364
9.6.6.3 FRAUD DETECTION AND PREVENTION 364
9.6.6.4 SUPPLY CHAIN OPTIMIZATION 364
9.6.6.5 ECOMMERCE PLATFORM CUSTOMIZATION 365
9.6.7 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY AUDIO & SPEECH MODALITY 365
・ TABLE 259 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019–2023 (USD MILLION) 366
・ TABLE 260 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024–2030 (USD MILLION) 366
9.6.7.1 VOICE ASSISTANTS 366
9.6.7.2 PERSONALIZED AUDIO ADS 367
9.6.7.3 AUDIO PRODUCT GUIDES 367
9.6.7.4 VOICE SEARCH OPTIMIZATION 367
9.6.7.5 CUSTOMER ESCALATION MANAGEMENT 368
9.7 TRANSPORTATION & LOGISTICS 368
9.7.1 RISE IN NEED FOR EFFICIENCY, OPTIMIZATION, AND SUSTAINABILITY 368
9.7.2 TRANSPORTATION & LOGISTICS: GENERATIVE AI SUCCESS STORIES 369
・ FIGURE 78 TRANSPORTATION & LOGISTICS: GENERATIVE AI SUCCESS STORIES 369
・ TABLE 261 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2019–2023 (USD MILLION) 370
・ TABLE 262 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2024–2030 (USD MILLION) 370
9.7.3 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY TEXT MODALITY 370
・ TABLE 263 GENERATIVE AI TEXT MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION) 371
・ TABLE 264 GENERATIVE AI TEXT MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION) 371
9.7.3.1 SUPPLY CHAIN RISK ASSESSMENT 371
9.7.3.2 SPARE PARTS DOCUMENTATION 372
9.7.3.3 INCIDENT REPORTS 372
9.7.3.4 FREIGHT DOCUMENTATION 372
9.7.3.5 VEHICLE MAINTENANCE LOGS 373
9.7.4 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY VIDEO MODALITY 373
・ TABLE 265 GENERATIVE AI VIDEO MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION) 374
・ TABLE 266 GENERATIVE AI VIDEO MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION) 374
9.7.4.1 SURVEILLANCE & SECURITY 374
9.7.4.2 DRIVER BEHAVIOR ANALYSIS 375
9.7.4.3 LOADING & UNLOADING OPTIMIZATION 375
9.7.4.4 ACCIDENT RECONSTRUCTION 375
9.7.4.5 PARKING MANAGEMENT 376
9.7.5 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY IMAGE MODALITY 376
・ TABLE 267 GENERATIVE AI IMAGE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION) 377
・ TABLE 268 GENERATIVE AI IMAGE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION) 377
9.7.5.1 VIRTUAL TEST ENVIRONMENTS 377
9.7.5.2 CUSTOMIZED VEHICLE PERSONALIZATION 378
9.7.5.3 DAMAGE INSPECTION 378
9.7.5.4 ROUTE OPTIMIZATION VISUALIZATION 378
9.7.5.5 TRAFFIC FLOW SIMULATION 379
9.7.6 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY CODE MODALITY 379
・ TABLE 269 GENERATIVE AI CODE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION) 379
・ TABLE 270 GENERATIVE AI CODE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION) 380
9.7.6.1 ALGORITHM DEVELOPMENT FOR AUTONOMOUS VEHICLES 380
9.7.6.2 AUTOMATED DATA PROCESSING FOR LOGISTICS 380
9.7.6.3 VEHICLE CONTROL SYSTEMS 380
9.7.6.4 PREDICTIVE ANALYTICS FOR MAINTENANCE 381
9.7.6.5 INTELLIGENT SCHEDULING AND RESOURCE ALLOCATION 381
9.7.7 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY AUDIO & SPEECH MODALITY 381
・ TABLE 271 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019–2023 (USD MILLION) 382
・ TABLE 272 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024–2030 (USD MILLION) 382
9.7.7.1 EMERGENCY RESPONSE AND ASSISTANCE 383
9.7.7.2 VOICE-ENABLED NAVIGATION 383
9.7.7.3 FLEET MANAGEMENT & COORDINATION 383
9.7.7.4 SPEECH RECOGNITION FOR DRIVER COMMANDS 384
9.7.7.5 HANDS-FREE DATA ENTRY 384
9.8 CONSTRUCTION & REAL ESTATE 384
9.8.1 INTEGRATION OF GENERATIVE AI TO HELP REAL ESTATE FIRMS ATTRACT AND RETAIN TENANTS 384
9.8.2 CONSTRUCTION & REAL ESTATE: GENERATIVE AI SUCCESS STORIES 385
・ FIGURE 79 CONSTRUCTION & REAL ESTATE: GENERATIVE AI SUCCESS STORIES 385
・ TABLE 273 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2019–2023 (USD MILLION) 386
・ TABLE 274 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2024–2030 (USD MILLION) 386
9.8.3 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY TEXT MODALITY 386
・ TABLE 275 GENERATIVE AI TEXT MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION) 387
・ TABLE 276 GENERATIVE AI TEXT MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION) 387
9.8.3.1 AUTOMATED PROPERTY DESCRIPTIONS 387
9.8.3.2 LEGAL DOCUMENT GENERATION 388
9.8.3.3 PROJECT PLANNING REPORTS 388
9.8.3.4 CLIENT COMMUNICATION 388
9.8.3.5 ENVIRONMENTAL IMPACT ASSESSMENTS 388
9.8.4 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY VIDEO MODALITY 389
・ TABLE 277 GENERATIVE AI VIDEO MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION) 389
・ TABLE 278 GENERATIVE AI VIDEO MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION) 389
9.8.4.1 CONSTRUCTION PROGRESS VIDEOS 390
9.8.4.2 VIRTUAL REALITY PROPERTY WALKTHROUGHS 390
9.8.4.3 SAFETY TRAINING VIDEOS 390
9.8.4.4 QUALITY ASSURANCE INSPECTIONS 390
9.8.4.5 PROPERTY VALUATION VIDEOS 391
9.8.5 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY IMAGE MODALITY 391
・ TABLE 279 GENERATIVE AI IMAGE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION) 391
・ TABLE 280 GENERATIVE AI IMAGE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION) 392
9.8.5.1 ARCHITECTURAL DESIGN GENERATION 392
9.8.5.2 FACADE VISUALIZATION 392
9.8.5.3 INTERIOR LAYOUT SUGGESTIONS 392
9.8.5.4 SITE PROGRESS MONITORING 393
9.8.5.5 VIRTUAL STAGING 393
9.8.6 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY CODE MODALITY 393
・ TABLE 281 GENERATIVE AI CODE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION) 393
・ TABLE 282 GENERATIVE AI CODE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION) 394
9.8.6.1 AUTOMATED BUILDING INFORMATION MODELING (BIM) 394
9.8.6.2 CONSTRUCTION WORKFLOW AUTOMATION 394
9.8.6.3 GENERATIVE DESIGN FOR STRUCTURES 394
9.8.6.4 ENERGY EFFICIENCY SIMULATIONS 395
9.8.6.5 MAINTENANCE AND REPAIRS 395
9.8.7 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY AUDIO & SPEECH MODALITY 395
・ TABLE 283 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019–2023 (USD MILLION) 395
・ TABLE 284 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024–2030 (USD MILLION) 396
9.8.7.1 CONSTRUCTION SITE MONITORING 396
9.8.7.2 VOICE-ACTIVATED PROPERTY TOURS 396
9.8.7.3 AUTOMATED CUSTOMER SUPPORT CALLS 396
9.8.7.4 OCCUPANCY MONITORING 397
9.8.7.5 EQUIPMENT MAINTENANCE ALERTS 397
9.9 ENERGY & UTILITIES 397
9.9.1 GENERATIVE AI TOOLS TO DETECT OUTAGES AND OFFER QUALITY SERVICES TO RETAIN EXISTING CUSTOMERS 397
9.9.2 ENERGY & UTILITIES: GENERATIVE AI SUCCESS STORIES 398
・ FIGURE 80 ENERGY & UTILITIES: GENERATIVE AI SUCCESS STORIES 398
・ TABLE 285 GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2019–2023 (USD MILLION) 398
・ TABLE 286 GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2024–2030 (USD MILLION) 399
9.9.3 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY TEXT MODALITY 399
・ TABLE 287 GENERATIVE AI TEXT MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION) 399
・ TABLE 288 GENERATIVE AI TEXT MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION) 400
9.9.3.1 ENERGY CONSUMPTION FORECASTING 400
9.9.3.2 AUTOMATED REPORTING 400
9.9.3.3 CUSTOMER SUPPORT & RESOLUTION 401
9.9.3.4 REGULATORY COMPLIANCE 401
9.9.3.5 ENERGY TRADING INSIGHTS 401
9.9.4 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY VIDEO MODALITY 401
・ TABLE 289 GENERATIVE AI VIDEO MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION) 402
・ TABLE 290 GENERATIVE AI VIDEO MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION) 402
9.9.4.1 SAFETY COMPLIANCE MONITORING 402
9.9.4.2 RENEWABLE ENERGY SITE SELECTION 403
9.9.4.3 REAL-TIME EQUIPMENT MONITORING 403
9.9.4.4 ENERGY THEFT DETECTION 403
9.9.4.5 WORKFORCE TRAINING 403
9.9.5 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY IMAGE MODALITY 404
・ TABLE 291 GENERATIVE AI IMAGE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION) 404
・ TABLE 292 GENERATIVE AI IMAGE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION) 404
9.9.5.1 INFRASTRUCTURE INSPECTION 405
9.9.5.2 FACILITY LAYOUT OPTIMIZATION 405
9.9.5.3 ENVIRONMENTAL MONITORING 405
9.9.5.4 GRID MANAGEMENT & OPTIMIZATION 405
9.9.5.5 GIS DATA & SATELLITE IMAGERY ANALYSIS 405
9.9.6 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY CODE MODALITY 406
・ TABLE 293 GENERATIVE AI CODE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION) 406
・ TABLE 294 GENERATIVE AI CODE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION) 406
9.9.6.1 OPTIMIZED ENERGY MANAGEMENT CODE 407
9.9.6.2 PREDICTIVE MAINTENANCE ALGORITHMS 407
9.9.6.3 RENEWABLE ENERGY SIMULATION 407
9.9.6.4 ENERGY TRADING ALGORITHMS 407
9.9.6.5 AUTONOMOUS GRID CONTROL 408
9.9.7 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY AUDIO & SPEECH MODALITY 408
・ TABLE 295 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019–2023 (USD MILLION) 408
・ TABLE 296 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024–2030 (USD MILLION) 409
9.9.7.1 ACOUSTIC ANOMALY DETECTION 409
9.9.7.2 EMERGENCY RESPONSE COORDINATION 409
9.9.7.3 VOICE-ACTIVATED ENERGY CONTROL 410
9.9.7.4 MULTILINGUAL CUSTOMER SUPPORT 410
9.9.7.5 PREDICTIVE MAINTENANCE ALERTS 410
9.10 GOVERNMENT & DEFENSE 411
9.10.1 GENERATIVE AI TOOLS TO DETECT THREAT AND ENHANCE SURVEILLANCE 411
9.10.2 GOVERNMENT & DEFENSE: GENERATIVE AI SUCCESS STORIES 412
・ FIGURE 81 GOVERNMENT & DEFENSE: GENERATIVE AI SUCCESS STORIES 412
・ TABLE 297 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2019–2023 (USD MILLION) 413
・ TABLE 298 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2024–2030 (USD MILLION) 413
9.10.3 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY TEXT MODALITY 413
・ TABLE 299 GENERATIVE AI TEXT MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION) 414
・ TABLE 300 GENERATIVE AI TEXT MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION) 414
9.10.3.1 E-CITIZEN SERVICES 414
9.10.3.2 THREAT INTELLIGENCE 414
9.10.3.3 AUTOMATED TRANSLATION 415
9.10.3.4 PROPAGANDA DETECTION 415
9.10.3.5 POLICY DOCUMENT GENERATION 415
9.10.4 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY VIDEO MODALITY 415
・ TABLE 301 GENERATIVE AI VIDEO MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION) 416
・ TABLE 302 GENERATIVE AI VIDEO MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION) 416
9.10.4.1 SIMULATED TRAINING SCENARIOS 416
9.10.4.2 SURVEILLANCE VIDEO ENHANCEMENT 417
9.10.4.3 ACTIVITY RECOGNITION & ANOMALY DETECTION 417
9.10.4.4 DRONE & UAV NAVIGATION 417
9.10.4.5 VISUAL STORYBOARDING 417
9.10.5 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY IMAGE MODALITY 418
・ TABLE 303 GENERATIVE AI IMAGE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION) 418
・ TABLE 304 GENERATIVE AI IMAGE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION) 418
9.10.5.1 SATELLITE IMAGE ANALYSIS 418
9.10.5.2 FACIAL RECOGNITION 419
9.10.5.3 CAMOUFLAGE DESIGN 419
9.10.5.4 OBJECT DETECTION AUGMENTATION 419
9.10.5.5 ANOMALY DETECTION IN SURVEILLANCE 419
9.10.6 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY CODE MODALITY 420
・ TABLE 305 GENERATIVE AI CODE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION) 420
・ TABLE 306 GENERATIVE AI CODE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION) 420
9.10.6.1 AUTOMATED CODE GENERATION 421
9.10.6.2 VULNERABILITY SIMULATION 421
9.10.6.3 CODE OBFUSCATION 421
9.10.6.4 REVERSE ENGINEERING AID 421
9.10.6.5 NETWORK SIMULATION AND OPTIMIZATION 422
9.10.7 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY AUDIO & SPEECH MODALITY 422
・ TABLE 307 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019–2023 (USD MILLION) 422
・ TABLE 308 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024–2030 (USD MILLION) 423
9.10.7.1 AUDIO DEEPFAKE DETECTION 423
9.10.7.2 AUTOMATED SPEECH TRANSCRIPTION 423
9.10.7.3 DIALECT GENERATION AND RECOGNITION 423
9.10.7.4 VERBAL DECEPTION DETECTION 424
9.10.7.5 VOICE BIOMETRICS AND AUTHENTICATION 424
9.11 IT & ITES 424
9.11.1 GENERATIVE AI TO HELP IMPROVE CYBERSECURITY, MINIMIZE COSTS, AND ENHANCE USER EXPERIENCE 424
9.11.2 IT & ITES: GENERATIVE AI SUCCESS STORIES 425
・ FIGURE 82 IT & ITES: GENERATIVE AI SUCCESS STORIES 425
・ TABLE 309 GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2019–2023 (USD MILLION) 425
・ TABLE 310 GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2024–2030 (USD MILLION) 426
9.11.3 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY TEXT MODALITY 426
・ TABLE 311 GENERATIVE AI TEXT MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION) 426
・ TABLE 312 GENERATIVE AI TEXT MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION) 427
9.11.3.1 NATURAL LANGUAGE INTERFACES 427
9.11.3.2 AUTOMATED REPORT GENERATION 427
9.11.3.3 DATA ANNOTATION FOR ML 428
9.11.3.4 CHATBOTS FOR IT SUPPORT 428
9.11.3.5 API DOCUMENTATION 428
9.11.4 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY VIDEO MODALITY 428
・ TABLE 313 GENERATIVE AI VIDEO MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION) 429
・ TABLE 314 GENERATIVE AI VIDEO MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION) 429
9.11.4.1 VIDEO TRAINING MODULES 429
9.11.4.2 AUTOMATED VIDEO EDITING 430
9.11.4.3 CODE VISUALIZATION 430
9.11.4.4 IT PROCESS SIMULATION 430
9.11.4.5 VIRTUAL IT DEMOS 431
9.11.5 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY IMAGE MODALITY 431
・ TABLE 315 GENERATIVE AI IMAGE MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION) 431
・ TABLE 316 GENERATIVE AI IMAGE MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION) 431
9.11.5.1 UI/UX DESIGN PROTOTYPING 432
9.11.5.2 LOGO AND BRANDING DESIGN 432
9.11.5.3 IMAGE DATA AUGMENTATION 432
9.11.5.4 FRAUD DETECTION 432
9.11.5.5 DOCUMENT DIGITIZATION 433
9.11.6 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY CODE MODALITY 433
・ TABLE 317 GENERATIVE AI CODE MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION) 433
・ TABLE 318 GENERATIVE AI CODE MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION) 433
9.11.6.1 CODE AUTO-COMPLETION 434
9.11.6.2 AUTOMATED CODE REVIEW 434
9.11.6.3 BUG DETECTION AND PREVENTION 434
9.11.6.4 REFACTORING ASSISTANCE 434
9.11.6.5 CODE COMMENT GENERATION 435
9.11.7 GENERATIVE AI MARKET IN IT & ITES VERTICAL, BY AUDIO & SPEECH MODALITY 435
・ TABLE 319 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN IT & ITES, BY REGION, 2019–2023 (USD MILLION) 435
・ TABLE 320 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN IT & ITES, BY REGION, 2024–2030 (USD MILLION) 435
9.11.7.1 VOICE USER INTERFACES (VUI) 436
9.11.7.2 TEXT-TO-SPEECH APPLICATIONS 436
9.11.7.3 VOICE-ACTIVATED COMMANDS 436
9.11.7.4 VOICE BIOMETRICS 436
9.11.7.5 AUTOMATED CALL LOGGING 437
9.12 TELECOMMUNICATIONS 437
9.12.1 GENERATIVE AI TO OPTIMIZE NETWORK OPERATIONS AND PLANNING AND AUGMENT CUSTOMER SERVICES 437
9.12.2 TELECOMMUNICATIONS: GENERATIVE AI SUCCESS STORIES 438
・ FIGURE 83 TELECOMMUNICATIONS: GENERATIVE AI SUCCESS STORIES 438
・ TABLE 321 GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2019–2023 (USD MILLION) 438
・ TABLE 322 GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2024–2030 (USD MILLION) 439
9.12.3 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY TEXT MODALITY 439
・ TABLE 323 GENERATIVE AI TEXT MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION) 439
・ TABLE 324 GENERATIVE AI TEXT MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION) 440
9.12.3.1 CHATBOTS AND CUSTOMER SUPPORT 440
9.12.3.2 AUTOMATED NETWORK DOCUMENTATION 440
9.12.3.3 VOICE-TO-TEXT TRANSCRIPTION 440
9.12.3.4 AUTOMATIC BILLING & INVOICING 441
9.12.3.5 CONTENT GENERATION FOR MARKETING 441
9.12.4 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY VIDEO MODALITY 441
・ TABLE 325 GENERATIVE AI VIDEO MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION) 441
・ TABLE 326 GENERATIVE AI VIDEO MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION) 442
9.12.4.1 VIDEO QUALITY ENHANCEMENT 442
9.12.4.2 AUTOMATED VIDEO SUMMARIZATION 442
9.12.4.3 VR CONTENT GENERATION 442
9.12.4.4 ANOMALY DETECTION IN VIDEO FEEDS 443
9.12.4.5 CONTENT PERSONALIZATION FOR VIDEO STREAMING 443
9.12.5 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY IMAGE MODALITY 443
・ TABLE 327 GENERATIVE AI IMAGE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION) 443
・ TABLE 328 GENERATIVE AI IMAGE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION) 444
9.12.5.1 NETWORK INFRASTRUCTURE VISUALIZATION 444
9.12.5.2 AUTOMATIC FAULT DETECTION 444
9.12.5.3 ANTENNA PLACEMENT OPTIMIZATION 444
9.12.5.4 FACIAL RECOGNITION FOR CUSTOMER SERVICE 445
9.12.5.5 REAL-TIME IMAGE COMPRESSION 445
9.12.6 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY CODE MODALITY 445
・ TABLE 329 GENERATIVE AI CODE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION) 445
・ TABLE 330 GENERATIVE AI CODE MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION) 446
9.12.6.1 CODE AUTO-COMPLETION 446
9.12.6.2 BUG DETECTION & REPAIR 446
9.12.6.3 CODE SUMMARIZATION & DOCUMENTATION 446
9.12.6.4 CODE TRANSLATION 447
9.12.6.5 AUTOMATED SCRIPT GENERATION 447
9.12.7 GENERATIVE AI MARKET IN TELECOMMUNICATIONS VERTICAL, BY AUDIO & SPEECH MODALITY 447
・ TABLE 331 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2019–2023 (USD MILLION) 447
・ TABLE 332 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TELECOMMUNICATIONS, BY REGION, 2024–2030 (USD MILLION) 448
9.12.7.1 VOICE AUTHENTICATION 448
9.12.7.2 LANGUAGE GENERATION FOR IVR SYSTEMS 448
9.12.7.3 SPEECH EMOTION RECOGNITION 448
9.12.7.4 AUTOMATED CALL CENTER QUALITY ASSURANCE 449
9.12.7.5 VOICE GENERATION FOR VIRTUAL ASSISTANTS 449
9.13 OTHER VERTICALS 449
・ TABLE 333 GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2019–2023 (USD MILLION) 449
・ TABLE 334 GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2024–2030 (USD MILLION) 450
9.13.1 GENERATIVE AI MARKET IN OTHER VERTICALS, BY TEXT MODALITY 450
・ TABLE 335 GENERATIVE AI TEXT MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION) 450
・ TABLE 336 GENERATIVE AI TEXT MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION) 451
9.13.2 GENERATIVE AI MARKET IN OTHER VERTICALS, BY VIDEO MODALITY 451
・ TABLE 337 GENERATIVE AI VIDEO MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION) 451
・ TABLE 338 GENERATIVE AI VIDEO MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION) 452
9.13.3 GENERATIVE AI MARKET IN OTHER VERTICALS, BY IMAGE MODALITY 452
・ TABLE 339 GENERATIVE AI IMAGE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION) 452
・ TABLE 340 GENERATIVE AI IMAGE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION) 453
9.13.4 GENERATIVE AI MARKET IN OTHER VERTICALS, BY CODE MODALITY 453
・ TABLE 341 GENERATIVE AI CODE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION) 453
・ TABLE 342 GENERATIVE AI CODE MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION) 454
9.13.5 GENERATIVE AI MARKET IN OTHER VERTICALS, BY AUDIO & SPEECH MODALITY 454
・ TABLE 343 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2019–2023 (USD MILLION) 454
・ TABLE 344 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN OTHER VERTICALS, BY REGION, 2024–2030 (USD MILLION) 455

10 GENERATIVE AI MARKET, BY REGION 456
10.1 INTRODUCTION 457
・ FIGURE 84 ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD 457
・ FIGURE 85 FINLAND TO REGISTER HIGHEST GROWTH RATE IN GENERATIVE AI MARKET DURING FORECAST PERIOD 458
・ TABLE 345 GENERATIVE AI MARKET, BY REGION, 2019–2023 (USD MILLION) 458
・ TABLE 346 GENERATIVE AI MARKET, BY REGION, 2024–2030 (USD MILLION) 458
10.2 NORTH AMERICA 459
10.2.1 NORTH AMERICA: GENERATIVE AI MARKET DRIVERS 459
10.2.2 NORTH AMERICA: RECESSION IMPACT 459
・ FIGURE 86 NORTH AMERICA: GENERATIVE AI MARKET SNAPSHOT 460
・ TABLE 347 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 461
・ TABLE 348 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 461
・ TABLE 349 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 461
・ TABLE 350 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 462
・ TABLE 351 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION) 462
・ TABLE 352 NORTH AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION) 462
・ TABLE 353 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 463
・ TABLE 354 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 463
・ TABLE 355 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 463
・ TABLE 356 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 463
・ TABLE 357 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 464
・ TABLE 358 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 464
・ TABLE 359 NORTH AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 465
・ TABLE 360 NORTH AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 465
・ TABLE 361 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 466
・ TABLE 362 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 466
10.2.3 US 466
・ TABLE 363 US: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 467
・ TABLE 364 US: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 467
10.2.4 CANADA 467
・ TABLE 365 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 468
・ TABLE 366 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 468
10.3 EUROPE 468
10.3.1 EUROPE: GENERATIVE AI MARKET DRIVERS 469
10.3.2 EUROPE: RECESSION IMPACT 469
・ TABLE 367 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 470
・ TABLE 368 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 470
・ TABLE 369 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 470
・ TABLE 370 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 471
・ TABLE 371 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION) 471
・ TABLE 372 EUROPE: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION) 471
・ TABLE 373 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 471
・ TABLE 374 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 472
・ TABLE 375 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 472
・ TABLE 376 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 472
・ TABLE 377 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 473
・ TABLE 378 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 473
・ TABLE 379 EUROPE: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 474
・ TABLE 380 EUROPE: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 474
・ TABLE 381 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 475
・ TABLE 382 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 475
10.3.3 UK 475
・ TABLE 383 UK: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 476
・ TABLE 384 UK: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 476
10.3.4 GERMANY 476
・ TABLE 385 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 477
・ TABLE 386 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 477
10.3.5 FRANCE 477
・ TABLE 387 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 478
・ TABLE 388 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 478
10.3.6 ITALY 478
・ TABLE 389 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 479
・ TABLE 390 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 479
10.3.7 SPAIN 479
・ TABLE 391 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 480
・ TABLE 392 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 480
10.3.8 FINLAND 480
・ TABLE 393 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 481
・ TABLE 394 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 481
10.3.9 REST OF EUROPE 481
・ TABLE 395 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 482
・ TABLE 396 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 482
10.4 ASIA PACIFIC 482
10.4.1 ASIA PACIFIC: GENERATIVE AI MARKET DRIVERS 483
10.4.2 ASIA PACIFIC: RECESSION IMPACT 483
・ FIGURE 87 ASIA PACIFIC: GENERATIVE AI MARKET SNAPSHOT 484
・ TABLE 397 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 484
・ TABLE 398 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 485
・ TABLE 399 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 485
・ TABLE 400 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 485
・ TABLE 401 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION) 486
・ TABLE 402 ASIA PACIFIC: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION) 486
・ TABLE 403 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 486
・ TABLE 404 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 486
・ TABLE 405 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 487
・ TABLE 406 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 487
・ TABLE 407 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 487
・ TABLE 408 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 488
・ TABLE 409 ASIA PACIFIC: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 488
・ TABLE 410 ASIA PACIFIC: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 489
・ TABLE 411 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 489
・ TABLE 412 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 490
10.4.3 CHINA 490
・ TABLE 413 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 491
・ TABLE 414 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 491
10.4.4 INDIA 491
・ TABLE 415 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 492
・ TABLE 416 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 492
10.4.5 JAPAN 492
・ TABLE 417 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 493
・ TABLE 418 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 493
10.4.6 SOUTH KOREA 493
10.4.6.1 SUCCESS AND FAILURE FACTORS FOR GENERATIVE AI-BASED STARTUPS 494
・ FIGURE 88 SOUTH KOREA: SUCCESS AND FAILURE FACTORS FOR GENERATIVE AI STARTUPS 494
10.4.6.1.1 SUCCESS FACTORS 494
10.4.6.1.1.1 LARGE LANGUAGE MODEL (LLM)-BASED STARTUPS ATTRACT HEFTY INVESTMENTS 494
・ FIGURE 89 INVESTMENTS IN LARGE LANGUAGE MODEL OPERATIONS (LLMOPS), BY CATEGORY, 2023 (USD MILLION) 495
10.4.6.1.1.2 DEVELOPING ‘ENTERPRISE CONTEXT’ GENERATIVE AI SOLUTIONS TO HELP STARTUPS GAIN COMPETITIVE EDGE 495
10.4.6.1.1.3 STARTUPS SEEKING ALTERNATIVES TO AI CHIPSET SHORTAGES TO ENJOY LOWER OPERATIONAL EXPENDITURES 495
・ FIGURE 90 NUMBER OF IMAGES GENERATED PER HOUR VIA STABLE DIFFUSION MODEL, BY GPU TYPE 496
10.4.6.1.1.4 STARTUPS FOCUSING ON DEVELOPING MULTIMODAL GENERATIVE AI SOLUTIONS TO GAIN UNTAPPED POTENTIAL 496
10.4.6.1.2 FAILURE FACTORS 497
10.4.6.1.2.1 HIGH COST OF MODEL TRAINING & INFERENCE OPTIMIZATION 497
・ FIGURE 91 TRAINING COSTS PER MILLION PARAMETERS FOR VARIOUS GPT-3 BASED LLMS, 2022 (USD) 497
10.4.6.1.2.2 MOST GENERATIVE AI STARTUPS ARE MERELY ‘AI WRAPPERS’ WITH VERY THIN LAYERS ABOVE FOUNDATIONAL MODELS 498
10.4.6.1.2.3 GENERATIVE AI STARTUPS STRUGGLE TO SOURCE PROPRIETARY TRAINING DATA 498
10.4.6.2 STRATEGIES EMPLOYED BY SUCCESSFUL GENERATIVE AI COMPANIES IN VARIOUS SECTORS 498
10.4.6.2.1 HEALTHCARE & LIFE SCIENCES 498
10.4.6.2.1.1 OPENAI AND OSCAR HEALTH 498
10.4.6.2.1.2 AWS AND 3M HEALTH INFORMATION SYSTEMS (HIS) 499
10.4.6.2.2 BFSI 499
10.4.6.2.2.1 MICROSOFT AND KPMG AUSTRALIA 499
10.4.6.2.2.2 NVIDIA AND WEALTHSIMPLE 499
10.4.6.2.3 RETAIL & ECOMMERCE 500
10.4.6.2.3.1 SYNTHESIA AND BESTSELLER 500
10.4.6.2.3.2 MICROSOFT AND FASHABLE 500
10.4.6.2.4 IT & ITES 500
10.4.6.2.4.1 AWS AND SALESFORCE 500
10.4.6.2.4.2 NVIDIA AND PERPLEXITY 500
10.4.6.2.5 MANUFACTURING 501
10.4.6.2.5.1 C3.AI AND MULTINATIONAL MANUFACTURING GROUP 501
10.4.6.2.5.2 GOOGLE AND US STEEL 501
10.4.6.2.6 MEDIA & ENTERTAINMENT 501
10.4.6.2.6.1 INWORLD AI AND DISNEY 501
10.4.6.2.6.2 FIREFLIES AND DIGITALBULL GO 501
10.4.6.2.7 TELECOMMUNICATIONS 502
10.4.6.2.7.1 NVIDIA AND KT CORPORATION 502
10.4.6.2.7.2 MICROSOFT AND AT&T 502
10.4.6.3 BUSINESS MODELS THAT HAVE FACILITATED STARTUP GROWTH INTO UNICORN COMPANIES 503
・ FIGURE 92 GENERATIVE AI UNICORNS AS OF DECEMBER 2023 503
・ TABLE 419 GENERATIVE AI UNICORNS: BUSINESS MODELS 504
10.4.6.4 COMPARATIVE ANALYSIS OF BUSINESS MODELS BETWEEN KOREAN FIRMS AND GLOBAL PLAYERS IN GENERATIVE AI MARKET 504
・ TABLE 420 SOUTH KOREA: GENERATIVE AI STARTUPS, BY BUSINESS MODEL 505
10.4.6.5 WHERE KOREAN FIRMS ARE LAGGING IN GENERATIVE AI COMPARED TO GLOBAL PLAYERS 505
10.4.6.6 GENERATIVE AI STARTUP PROFILES 506
・ TABLE 421 SOUTH KOREA: GENERATIVE AI STARTUP PROFILES 506
・ TABLE 422 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 508
・ TABLE 423 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 509
・ TABLE 424 SOUTH KOREA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 509
・ TABLE 425 SOUTH KOREA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 509
・ TABLE 426 SOUTH KOREA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 510
・ TABLE 427 SOUTH KOREA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 510
・ TABLE 428 SOUTH KOREA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 510
・ TABLE 429 SOUTH KOREA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 510
・ TABLE 430 SOUTH KOREA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 511
・ TABLE 431 SOUTH KOREA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 511
・ TABLE 432 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2019–2023 (USD MILLION) 512
・ TABLE 433 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2024–2030 (USD MILLION) 512
・ TABLE 434 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION) 513
・ TABLE 435 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION) 513
・ TABLE 436 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2019–2023 (USD MILLION) 514
・ TABLE 437 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2024–2030 (USD MILLION) 514
・ TABLE 438 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2019–2023 (USD MILLION) 515
・ TABLE 439 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2024–2030 (USD MILLION) 515
・ TABLE 440 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2019–2023 (USD MILLION) 516
・ TABLE 441 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2024–2030 (USD MILLION) 516
・ TABLE 442 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2019–2023 (USD MILLION) 517
・ TABLE 443 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2024–2030 (USD MILLION) 517
・ TABLE 444 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2019–2023 (USD MILLION) 518
・ TABLE 445 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2024–2030 (USD MILLION) 518
・ TABLE 446 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 519
・ TABLE 447 SOUTH KOREA: GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 519
・ TABLE 448 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 519
・ TABLE 449 SOUTH KOREA: GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 520
・ TABLE 450 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 520
・ TABLE 451 SOUTH KOREA: GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 520
・ TABLE 452 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, 2019–2023 (USD MILLION) 520
・ TABLE 453 SOUTH KOREA: GENERATIVE AI MARKET IN SEARCH & DISCOVERY, 2024–2030 (USD MILLION) 521
・ TABLE 454 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 521
・ TABLE 455 SOUTH KOREA: GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 521
・ TABLE 456 SOUTH KOREA: GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 522
・ TABLE 457 SOUTH KOREA: GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 522
・ TABLE 458 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2019–2023 (USD MILLION) 522
・ TABLE 459 SOUTH KOREA: GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2024–2030 (USD MILLION) 523
・ TABLE 460 SOUTH KOREA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 523
・ TABLE 461 SOUTH KOREA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 524
・ TABLE 462 SOUTH KOREA: GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2019–2023 (USD MILLION) 524
・ TABLE 463 SOUTH KOREA: GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2024–2030 (USD MILLION) 525
・ TABLE 464 SOUTH KOREA: GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2019–2023 (USD MILLION) 525
・ TABLE 465 SOUTH KOREA: GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2024–2030 (USD MILLION) 525
・ TABLE 466 SOUTH KOREA: GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2019–2023 (USD MILLION) 526
・ TABLE 467 SOUTH KOREA: GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2024–2030 (USD MILLION) 526
・ TABLE 468 SOUTH KOREA: GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2019–2023 (USD MILLION) 526
・ TABLE 469 SOUTH KOREA: GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2024–2030 (USD MILLION) 527
・ TABLE 470 SOUTH KOREA: GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2019–2023 (USD MILLION) 527
・ TABLE 471 SOUTH KOREA: GENERATIVE AI MARKET IN IT & ITES, BY DATA MODALITY, 2024–2030 (USD MILLION) 527
・ TABLE 472 SOUTH KOREA: GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2019–2023 (USD MILLION) 528
・ TABLE 473 SOUTH KOREA: GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2024–2030 (USD MILLION) 528
・ TABLE 474 SOUTH KOREA: GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2019–2023 (USD MILLION) 528
・ TABLE 475 SOUTH KOREA: GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2024–2030 (USD MILLION) 529
・ TABLE 476 SOUTH KOREA: GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2019–2023 (USD MILLION) 529
・ TABLE 477 SOUTH KOREA: GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2024–2030 (USD MILLION) 529
・ TABLE 478 SOUTH KOREA: GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2019–2023 (USD MILLION) 530
・ TABLE 479 SOUTH KOREA: GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2024–2030 (USD MILLION) 530
・ TABLE 480 SOUTH KOREA: GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2019–2023 (USD MILLION) 530
・ TABLE 481 SOUTH KOREA: GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2024–2030 (USD MILLION) 531
・ TABLE 482 SOUTH KOREA: GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2019–2023 (USD MILLION) 531
・ TABLE 483 SOUTH KOREA: GENERATIVE AI MARKET IN TELECOMMUNICATIONS, BY DATA MODALITY, 2024–2030 (USD MILLION) 531
・ TABLE 484 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2019–2023 (USD MILLION) 532
・ TABLE 485 SOUTH KOREA: GENERATIVE AI MARKET IN OTHER VERTICALS, BY DATA MODALITY, 2024–2030 (USD MILLION) 532
10.4.7 SINGAPORE 532
・ TABLE 486 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 533
・ TABLE 487 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 533
10.4.8 AUSTRALIA & NEW ZEALAND 533
・ TABLE 488 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 534
・ TABLE 489 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 534
10.4.9 REST OF ASIA PACIFIC 534
・ TABLE 490 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 535
・ TABLE 491 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 535
10.5 MIDDLE EAST & AFRICA 535
10.5.1 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET DRIVERS 536
10.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT 536
・ TABLE 492 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 537
・ TABLE 493 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 537
・ TABLE 494 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 537
・ TABLE 495 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 538
・ TABLE 496 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION) 538
・ TABLE 497 MIDDLE EAST & AFRICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION) 538
・ TABLE 498 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 539
・ TABLE 499 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 539
・ TABLE 500 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 539
・ TABLE 501 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 540
・ TABLE 502 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 540
・ TABLE 503 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 541
・ TABLE 504 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 541
・ TABLE 505 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 542
・ TABLE 506 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 542
・ TABLE 507 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 543
10.5.3 SAUDI ARABIA 543
・ TABLE 508 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 544
・ TABLE 509 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 544
10.5.4 UAE 544
・ TABLE 510 UAE: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 545
・ TABLE 511 UAE: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 545
10.5.5 SOUTH AFRICA 545
・ TABLE 512 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 546
・ TABLE 513 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 546
10.5.6 TURKEY 546
・ TABLE 514 TURKEY: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 547
・ TABLE 515 TURKEY: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 547
10.5.7 REST OF MIDDLE EAST & AFRICA 547
・ TABLE 516 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 548
・ TABLE 517 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 548
10.6 LATIN AMERICA 548
10.6.1 LATIN AMERICA: GENERATIVE AI MARKET DRIVERS 548
10.6.2 LATIN AMERICA: RECESSION IMPACT 549
・ TABLE 518 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 549
・ TABLE 519 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 550
・ TABLE 520 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019–2023 (USD MILLION) 550
・ TABLE 521 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024–2030 (USD MILLION) 550
・ TABLE 522 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION) 551
・ TABLE 523 LATIN AMERICA: GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION) 551
・ TABLE 524 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2019–2023 (USD MILLION) 551
・ TABLE 525 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2024–2030 (USD MILLION) 551
・ TABLE 526 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2019–2023 (USD MILLION) 552
・ TABLE 527 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2024–2030 (USD MILLION) 552
・ TABLE 528 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION) 552
・ TABLE 529 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION) 553
・ TABLE 530 LATIN AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION) 553
・ TABLE 531 LATIN AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION) 554
・ TABLE 532 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION) 554
・ TABLE 533 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION) 554
10.6.3 BRAZIL 555
・ TABLE 534 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 555
・ TABLE 535 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 555
10.6.4 MEXICO 556
・ TABLE 536 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 556
・ TABLE 537 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 556
10.6.5 ARGENTINA 557
・ TABLE 538 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 557
・ TABLE 539 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 557
10.6.6 REST OF LATIN AMERICA 558
・ TABLE 540 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019–2023 (USD MILLION) 558
・ TABLE 541 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2024–2030 (USD MILLION) 558

11 COMPETITIVE LANDSCAPE 559
11.1 OVERVIEW 559
11.2 KEY PLAYERS STRATEGIES 559
・ TABLE 542 OVERVIEW OF STRATEGIES ADOPTED BY KEY GENERATIVE AI VENDORS 559
11.3 REVENUE ANALYSIS 561
・ FIGURE 93 TOP PUBLIC PLAYERS DOMINATED MARKET OVER LAST FIVE YEARS 562
11.4 MARKET SHARE ANALYSIS 563
・ FIGURE 94 SHARE OF LEADING COMPANIES IN GENERATIVE AI MARKET, 2023 563
11.4.1 MARKET RANKING ANALYSIS 564
・ TABLE 543 GENERATIVE AI MARKET: DEGREE OF COMPETITION 564
11.5 PRODUCT COMPARATIVE ANALYSIS 567
11.5.1 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR 567
・ FIGURE 95 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR 567
11.5.1.1 CHATGPT 567
11.5.1.2 GEMINI 568
11.5.1.3 CLAUDE 568
11.5.1.4 AMAZON TITAN 568
11.5.1.5 BING 568
11.5.2 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR 569
・ FIGURE 96 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR 569
11.5.2.1 DALL-E 569
11.5.2.2 CRAIYON 569
11.5.2.3 MIDJOURNEY 570
11.5.2.4 STABLE DIFFUSION 570
11.5.2.5 NIGHTCAFE 570
11.5.3 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR 570
・ FIGURE 97 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR 570
11.5.3.1 SYNTHESIA 571
11.5.3.2 LUMEN5 571
11.5.3.3 ELAI 571
11.5.3.4 FLEXCLIP 571
11.5.3.5 VEED.IO 571
11.5.4 PRODUCT COMPARATIVE ANALYSIS, BY CODE GENERATOR 572
・ FIGURE 98 PRODUCT COMPARATIVE ANALYSIS, BY CODE GENERATOR 572
11.5.4.1 CODEX 572
11.5.4.2 PYCHARM 572
11.5.4.3 TABNINE 573
11.5.4.4 CODOTA 573
11.5.4.5 SOURCEAI 573
11.5.5 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR 574
・ FIGURE 99 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR 574
11.5.5.1 SPEECHIFY 574
11.5.5.2 PLAY.HT 574
11.5.5.3 MURF.AI 575
11.5.5.4 AIVA 575
11.5.5.5 OPENAI JUKEBOX 575

11.6 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS 575
・ FIGURE 100 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS 575
・ FIGURE 101 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS 576
11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS 576
11.7.1 STARS 576
11.7.2 EMERGING LEADERS 577
11.7.3 PERVASIVE PLAYERS 577
11.7.4 PARTICIPANTS 577
・ FIGURE 102 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023 578
11.7.5 COMPANY FOOTPRINT: KEY PLAYERS 579
11.7.5.1 OVERALL COMPANY FOOTPRINT 579
・ FIGURE 103 OVERALL COMPANY FOOTPRINT (18 COMPANIES), 2023 579
11.7.5.2 REGIONAL FOOTPRINT 580
・ TABLE 544 REGIONAL FOOTPRINT (18 COMPANIES), 2023 580
11.7.5.3 APPLICATION FOOTPRINT 580
・ TABLE 545 APPLICATION FOOTPRINT (18 COMPANIES), 2023 580
11.7.5.4 VERTICAL FOOTPRINT 581
・ TABLE 546 VERTICAL FOOTPRINT (18 COMPANIES), 2023 581
11.7.5.5 OFFERING FOOTPRINT 582
・ TABLE 547 OFFERING FOOTPRINT (18 COMPANIES), 2023 582
11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES 583
11.8.1 PROGRESSIVE COMPANIES 583
11.8.2 RESPONSIVE COMPANIES 583
11.8.3 DYNAMIC COMPANIES 583
11.8.4 STARTING BLOCKS 583
・ FIGURE 104 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023 584
11.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES 585
11.8.5.1 DETAILED LIST OF KEY STARTUPS/SMES 585
・ TABLE 548 GENERATIVE AI MARKET: DETAILED LIST OF KEY STARTUPS/SMES, 2023 585
11.8.5.2 COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 587
・ TABLE 549 GENERATIVE AI MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES 587
11.9 COMPETITIVE SCENARIO AND TRENDS 588
11.9.1 PRODUCT LAUNCHES & ENHANCEMENTS 588
・ TABLE 550 GENERATIVE AI MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, JANUARY 2021–MARCH 2024 589
11.9.2 DEALS 598
・ TABLE 551 GENERATIVE AI MARKET: DEALS, JANUARY 2021–MARCH 2024 598

12 COMPANY PROFILES 617
12.1 INTRODUCTION 617
12.2 KEY PLAYERS 617
(BUSINESS OVERVIEW, PRODUCTS/SOLUTIONS/SERVICES OFFERED, RECENT DEVELOPMENTS, MNM VIEW)*
12.2.1 MICROSOFT 617
・ TABLE 552 MICROSOFT: BUSINESS OVERVIEW 618
・ FIGURE 105 MICROSOFT: COMPANY SNAPSHOT 618
・ TABLE 553 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 619
・ TABLE 554 MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS 620
・ TABLE 555 MICROSOFT: DEALS 621
12.2.2 AWS 625
・ TABLE 556 AWS: BUSINESS OVERVIEW 625
・ FIGURE 106 AWS: COMPANY SNAPSHOT 626
・ TABLE 557 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 626
・ TABLE 558 AWS: PRODUCT LAUNCHES & ENHANCEMENTS 628
・ TABLE 559 AWS: DEALS 629
12.2.3 GOOGLE 632
・ TABLE 560 GOOGLE: BUSINESS OVERVIEW 632
・ FIGURE 107 GOOGLE: COMPANY SNAPSHOT 633
・ TABLE 561 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 633
・ TABLE 562 GOOGLE: PRODUCT LAUNCHES & ENHANCEMENTS 635
・ TABLE 563 GOOGLE: DEALS 636
12.2.4 ADOBE 640
・ TABLE 564 ADOBE: BUSINESS OVERVIEW 640
・ FIGURE 108 ADOBE: COMPANY SNAPSHOT 641
・ TABLE 565 ADOBE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 641
・ TABLE 566 ADOBE: PRODUCT LAUNCHES & ENHANCEMENTS 642
・ TABLE 567 ADOBE: DEALS 643
12.2.5 OPENAI 646
・ TABLE 568 OPENAI: BUSINESS OVERVIEW 646
・ TABLE 569 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 647
・ TABLE 570 OPENAI: PRODUCT LAUNCHES & ENHANCEMENTS 648
・ TABLE 571 OPENAI: DEALS 650
12.2.6 IBM 653
・ TABLE 572 IBM: BUSINESS OVERVIEW 653
・ FIGURE 109 IBM: COMPANY SNAPSHOT 654
・ TABLE 573 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED 654
・ TABLE 574 IBM: PRODUCT LAUNCHES & ENHANCEMENTS 656
・ TABLE 575 IBM: DEALS 657
12.2.7 META 660
・ TABLE 576 META: BUSINESS OVERVIEW 660
・ FIGURE 110 META: COMPANY SNAPSHOT 661
・ TABLE 577 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED 661
・ TABLE 578 META: PRODUCT LAUNCHES & ENHANCEMENTS 662
・ TABLE 579 META: DEALS 663
12.2.8 ANTHROPIC 666
・ TABLE 580 ANTHROPIC: BUSINESS OVERVIEW 666
・ TABLE 581 ANTHROPIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED 666
・ TABLE 582 ANTHROPIC: PRODUCT LAUNCHES & ENHANCEMENTS 667
・ TABLE 583 ANTHROPIC: DEALS 667
12.2.9 NVIDIA 669
・ TABLE 584 NVIDIA: BUSINESS OVERVIEW 669
・ FIGURE 111 NVIDIA: COMPANY SNAPSHOT 670
・ TABLE 585 NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 670
・ TABLE 586 NVIDIA: PRODUCT LAUNCHES & ENHANCEMENTS 672
・ TABLE 587 NVIDIA: DEALS 673
12.2.10 ACCENTURE 675
・ TABLE 588 ACCENTURE: BUSINESS OVERVIEW 675
・ FIGURE 112 ACCENTURE: COMPANY SNAPSHOT 676
・ TABLE 589 ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 676
・ TABLE 590 ACCENTURE: DEALS 677
12.2.11 CAPGEMINI 679
・ TABLE 591 CAPGEMINI: BUSINESS OVERVIEW 679
・ FIGURE 113 CAPGEMINI: COMPANY SNAPSHOT 680
・ TABLE 592 CAPGEMINI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 680
・ TABLE 593 CAPGEMINI: PRODUCT LAUNCHES & ENHANCEMENTS 681
・ TABLE 594 CAPGEMINI: DEALS 681
12.2.12 INSILICO MEDICINE 682
12.2.13 SIMPLIFIED 682
12.2.14 LUMEN5 683
12.2.15 AI21 LABS 683
12.2.16 HUGGING FACE 684
12.2.17 DIALPAD 685
12.2.18 PERSADO 685
12.3 STARTUP/SME PROFILES 686
12.3.1 LIGHTRICKS 686
12.3.2 PAIGE.AI 687
12.3.3 PLAY.HT 688
12.3.4 SPEECHIFY 689
12.3.5 MIDJOURNEY 690
12.3.6 FIREFLIES 690
12.3.7 SYNTHESIA 691
12.3.8 MOSTLY AI 691
12.3.9 CHARACTER.AI 692
12.3.10 HYPOTENUSE AI 693
12.3.11 VIABLE 694
12.3.12 DEFOG.AI 695
12.3.13 DEEPSEARCH LABS 695
12.3.14 WRITESONIC 696
12.3.15 AMBERSEARCH 697
12.3.16 COPY.AI 697
12.3.17 SYNTHESIS AI 698
12.3.18 COLOSSYAN 698
12.3.19 INFLECTION AI 699
12.3.20 GLEAN 699
12.3.21 JASPER 700
12.3.22 RUNWAY 701
12.3.23 INWORLD AI 702
12.3.24 TYPEFACE 702
12.3.25 INSTADEEP 703
12.3.26 FORETHOUGHT 703
12.3.27 TOGETHER AI 704
12.3.28 UPSTAGE 705
12.3.29 MISTRAL AI 706
12.3.30 ADEPT 707
12.3.31 MOSAIC ML 708
12.3.32 STABILITY AI 709
12.3.33 COHERE 710
12.4 OPEN-SOURCE COMPANIES 711
12.4.1 GFP-GAN 711
12.4.2 FONTJOY 711
12.4.3 ELEUTHERAI 712
12.4.4 STARRYAI 712
12.4.5 MAGIC STUDIO 713
12.4.6 BAICHUAN AI 713
12.4.7 SALESFORCE 714
12.4.8 TECHNOLOGY INNOVATION INSTITUTE 714
12.4.9 ABACUS.AI 715
12.4.10 OPENLM 715
*DETAILS ON BUSINESS OVERVIEW, PRODUCTS/SOLUTIONS/SERVICES OFFERED, RECENT DEVELOPMENTS, MNM VIEW MIGHT NOT BE CAPTURED IN CASE OF UNLISTED COMPANIES.

13 ADJACENT AND RELATED MARKETS 716
13.1 INTRODUCTION 716
13.2 CONVERSATIONAL AI MARKET - GLOBAL FORECAST TO 2028 716
13.2.1 MARKET DEFINITION 716
13.2.2 MARKET OVERVIEW 716
13.2.2.1 CONVERSATIONAL AI MARKET, BY OFFERING 717
・ TABLE 595 CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION) 717
・ TABLE 596 CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 717
13.2.2.2 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION 717
・ TABLE 597 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 717
・ TABLE 598 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION) 718
13.2.2.3 CONVERSATIONAL AI MARKET, BY CHANNEL 718
・ TABLE 599 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION) 718
・ TABLE 600 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION) 718
13.2.2.4 CONVERSATIONAL AI MARKET, BY VERTICAL 719
・ TABLE 601 CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 719
・ TABLE 602 CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 719
13.2.2.5 CONVERSATIONAL AI MARKET, BY REGION 720
・ TABLE 603 CONVERSATIONAL AI MARKET, BY REGION, 2018–2022 (USD MILLION) 720
・ TABLE 604 CONVERSATIONAL AI MARKET, BY REGION, 2023–2028 (USD MILLION) 720
13.3 CHATBOT MARKET - GLOBAL FORECAST TO 2028 721
13.3.1 MARKET DEFINITION 721
13.3.2 MARKET OVERVIEW 721
13.3.2.1 CHATBOT MARKET, BY OFFERING 721
・ TABLE 605 CHATBOT MARKET, BY OFFERING, 2017–2022 (USD MILLION) 722
・ TABLE 606 CHATBOT MARKET, BY OFFERING, 2023–2028 (USD MILLION) 722
13.3.2.2 CHATBOT MARKET, BY TYPE 722
・ TABLE 607 CHATBOT MARKET, BY TYPE, 2017–2022 (USD MILLION) 722
・ TABLE 608 CHATBOT MARKET, BY TYPE, 2023–2028 (USD MILLION) 723
13.3.2.3 CHATBOT MARKET, BY CHANNEL INTEGRATION 723
・ TABLE 609 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2017–2022 (USD MILLION) 723
・ TABLE 610 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2023–2028 (USD MILLION) 723
13.3.2.4 CHATBOT MARKET, BY VERTICAL 724
・ TABLE 611 CHATBOT MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 724
・ TABLE 612 CHATBOT MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 724
13.3.2.5 CHATBOT MARKET, BY REGION 725
・ TABLE 613 CHATBOT MARKET, BY REGION, 2017–2022 (USD MILLION) 725
・ TABLE 614 CHATBOT MARKET, BY REGION, 2023–2028 (USD MILLION) 725

14 APPENDIX

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