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1259445

生成AIの世界市場：提供別 (ソフトウェア (トランスフォーマーモデル (GPT-1、GPT-2、GPT-3、GPT-4、LAMBDA))、サービス)・用途別 (医療画像、サイバーセキュリティ)・業種別・地域別の将来予測 (2028年まで)

Generative AI Market by Offering (Software (Transformer Models (GPT-1, GPT-2, GPT-3, GPT-4, LAMBDA)), Services), Application (Computer Vision, Synthetic Data Generation (Medical Imaging, Cybersecurity)), Vertical and Region - Global Forecast to 2028
出版日: | 発行: MarketsandMarkets | ページ情報: 英文 386 Pages | 納期: 即納可能 即納可能とは

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価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=156.76円
生成AIの世界市場：提供別 (ソフトウェア (トランスフォーマーモデル (GPT-1、GPT-2、GPT-3、GPT-4、LAMBDA))、サービス)・用途別 (医療画像、サイバーセキュリティ)・業種別・地域別の将来予測 (2028年まで)
出版日: 2023年04月07日
発行: MarketsandMarkets
ページ情報: 英文 386 Pages
納期: 即納可能 即納可能とは
  • 全表示
  • 概要
  • 目次
概要

世界の生成AIの市場規模は、2023年の113億米ドルから、2028年には518億米ドルへと達し、予測期間中に35.6%のCAGRで成長すると予測されます。

クラウドストレージの革新によりデータへのアクセスが容易になったこと、人工知能 (AI) や深層学習の進化、コンテンツ制作やクリエイティブアプリケーションの時代の到来などにより、市場の拡大が予想されます。

提供別ではマネージドサービスが、予測期間中に最も高いCAGRで成長する

マネージドサービスは主に、クライアントエクスペリエンスを扱います。企業側ではしばしば、この点について交渉することはなく、市場の最大手の業者からこれらのサービスを受けようとしています。時折、企業が本来の業務に集中する際に、関連する様々な機能を処理することが面倒になることがあります。しかしこの問題は、マネージドサービスを導入することで解決できます。このサービスは、ソフトウェアの保守やアップデートに必要な専門スキルを提供します。導入前・導入後の疑問やニーズは、すべてマネージドサービスでカバーされます。組織側は大抵、顧客にオンタイムでサービスを提供するために、このようなサービスを外注します。

業種別ではメディア・エンターテインメントのセグメントが、予測期間中に最も速いCAGRで成長する

メディア・エンターテインメント企業は生成AIを活用して、従来の方法よりも迅速かつ効率的に、魅力的でユニークなコンテンツを作成することができます。例えば、映画やテレビ番組のバーチャルセットやキャラクターの作成に生成AIが活用され、制作にかかる時間やコストを削減することができます。音楽業界では、生成AIは新しく革新的なサウンドやスタイルの作成に活用されています。ゲームでは、ゲームの世界やキャラクターをリアルタイムで生成し、より没入感のある体験をプレイヤーに提供するために利用されています。広告分野では、特定の視聴者に響く、パーソナライズされたターゲットコンテンツの作成に生成AIが使用されています。

北米が予測期間中に最も急速に成長する

北米は、予測期間中、生成AI市場をリードすると推定されます。各業界の主要なマーケティング・顧客エンゲージメントツールとしての生成AI技術の導入が、この地域全体の市場収益生成をさらに促進します。

技術に精通した人口の増加、高いインターネット普及率、AIの進歩の存在により、生成AIソリューションの利用率は非常に高くなっています。北米の顧客の多くは、テキスト生成、コード生成、画像生成、オーディオ/ビデオ生成など、アプリケーションベースの活動に生成AIを活用していますが、これらに限定されません。

目次

第1章 イントロダクション

第2章 調査手法

第3章 エグゼクティブサマリー

第4章 重要考察

第5章 市場概要と業界動向

  • イントロダクション
  • 市場力学
    • 促進要因
    • 抑制要因
    • 機会
    • 課題
  • 生成AIの倫理と影響
  • 生成技術の到来
  • 生成AIの略史
  • エコシステム分析
  • 生成AIのツールとフレームワーク
  • 生成AIの技術と方法
  • 生成AIの投資情勢
  • ケーススタディ分析
  • サプライチェーン分析
  • 規制状況
  • 特許分析
  • 主な会議とイベント (2023年～2024年)
  • 価格分析
  • ポーターのファイブフォース分析
  • 主な利害関係者と購入基準
  • 生成AI市場のバイヤー/クライアントに影響を与える動向/混乱
  • 生成AIの将来性

第6章 生成AI市場：提供別

  • イントロダクション
  • ソフトウェア
  • サービス
    • 専門サービス
    • マネージドサービス

第7章 生成AI市場：用途別

  • イントロダクション
  • 自然言語処理 (NLP)
  • 機械学習 (ML) ベースの予測モデリング
  • コンピュータビジョン
  • ロボティクス・オートメーション
  • 音声認識
  • 音楽・アート生成
  • 教育・訓練
  • 財務・会計
  • 法務
  • カスタマーサービス・サポート
  • 拡張現実 (AR)・仮想現実 (VR)
  • 合成データ生成
  • 動画編集/生成
  • 3Dモデリング・再構築
  • ゲームデザイン・キャラクター作成

第8章 生成AI市場：業種別

  • イントロダクション
  • メディア・エンターテインメント
  • 輸送・物流
  • 製造業
  • 医療・ライフサイエンス
  • IT・ITES
  • 建設・不動産
  • 銀行・金融サービス・保険 (BFSI)
  • エネルギー・ユーティリティ
  • 小売業・eコマース
  • 政府・防衛
  • その他の業種

第9章 生成AI市場：地域別

  • イントロダクション
  • 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
    • その他の欧州
  • アジア太平洋
    • 中国
    • インド
    • 日本
    • 韓国
    • シンガポール
    • オーストラリア・ニュージーランド
    • その他のアジア太平洋
  • 中東・アフリカ
    • サウジアラビア
    • アラブ首長国連邦
    • 南アフリカ
    • イスラエル
    • その他の中東・アフリカ
  • ラテンアメリカ
    • ブラジル
    • メキシコ
    • アルゼンチン
    • その他のラテンアメリカ

第10章 競合情勢

  • 概要
  • 主要企業が採用した主な戦略
  • 収益分析
  • 市場シェア分析
  • 企業評価クアドラント
  • 競合ベンチマーキング
  • スタートアップ/中小企業の評価クアドラント
  • スタートアップ/中小企業の競合ベンチマーキング
  • 生成AI製品の情勢
  • 競合シナリオと動向

第11章 企業プロファイル

  • イントロダクション
  • 主要企業
    • MICROSOFT
    • AWS
    • GOOGLE
    • ADOBE
    • IBM
    • OPENAI
    • META
    • INSILICO MEDICINE
    • SIMPLIFIED
    • GENIE AI
    • LIGHTRICKS
    • LUMEN5
    • GIPHY
    • DIALPAD
    • PERSADO
    • CODACY
  • スタートアップ/中小企業のプロファイル
    • PAIGE.AI
    • RIFFUSION
    • PLAY.HT
    • SPEECHIFY
    • MEDIA.IO
    • MIDJOURNEY
    • FIREFLIES
    • BRANDMARK.IO
    • MORPHIS TECHNOLOGIES
    • SYNTHESIA
    • MOSTLY AI
    • VEESUAL
    • DEEP AI
    • GALILEO
    • EXCEL FORMULA BOT
    • JETBRAINS
    • CHARACTER.AI
  • オープンソース企業
    • GFP-GAN
    • FONTJOY
    • ELEUTHERAI
    • STARRYAI
    • MAGIC STUDIO

第12章 隣接・関連市場

  • 会話型AI市場
  • チャットボット市場

第13章 付録

目次
Product Code: TC 8610

The Generative AI market is projected to grow from USD 11.3 billion in 2023 to USD 51.8 billion by 2028, at a compound annual growth rate (CAGR) of 35.6% during the forecast period. Market is anticipated to grow due to innovation of cloud storage enabling easy access to data, evolution of AI and deep learning and rise in the era of content creation and creative applications.

By offering, managed services under services segment to register for fastest growing market rate during forecast period

Managed services mainly deal with client experience. Companies do not bargain on this variable and often try to take these services from the best players in the market. Sometimes, it becomes troublesome for companies to concentrate on their core business procedures and handle various functions related to them. This can be overcome with the adoption of managed services. These services offer specialized skills that are required to maintain and update software. All the pre- and post-deployment questions and needs of clients are covered under the managed services segment. Organizations mostly outsource such services to offer on-time conveyance to clients.

By vertical, media and entertainment segment to register fastest growing CAGR during forecast period

Generative AI is enabling media & entertainment companies to create compelling and unique content faster and more efficiently than traditional methods. For instance, generative AI is being used to create virtual sets and characters for films and TV shows, which can save time and money on production costs. In the music industry, generative AI is being used to create new and innovative sounds and styles. In gaming, it is being used to generate game worlds and characters in real-time, providing players with a more immersive experience. In advertising, generative AI is being used to create personalized and targeted content that resonates with specific audiences.

North America to witness fastest growing market size during the forecast period

North America is estimated to lead the generative AI market during the forecast period. The adoption of generative AI technology as a key marketing and customer engagement tool for verticals will further drive market revenue generation across the region.

The presence of a growing tech-savvy population, high internet penetration, and advances in AI have resulted in an enormous usage of generative AI solutions. Most of the customers in North America have been leveraging generative AI for application-based activities that include but are not limited to, text generation, code generation, image generation, and audio/video generation.

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the social media management market.

  • By Company: Tier I: 38%, Tier II: 50%, and Tier III: 12%
  • By Designation: C-Level Executives: 35%, D-Level Executives: 40%, and Managers: 25%
  • By Region: Asia Pacific: 20%, Europe: 30%, North America: 40%, and Rest of the World: 10%

The report includes the study of key players offering generative AI solutions. It profiles major vendors in the generative AI market. The major players in the generative AI market include Microsoft (US), IBM (US), Google (US), AWS (US), META (US), Adobe (US), OpenAI (US), Simplified (US), Insilico Medicine (Hong Kong), Genie AI (UK), Lightricks (Israel), Lumen5 (Canada), GIPHY (US), Dialpad (US), Persado (US), Codacy (Portugal), Paige.AI (US), Riffusion (US), Play.ht (India), Speechify (US), Media.io (France), Midjourney (US), FireFlies (US), Brandmark.io (Netherlands), Morphis Technologies (Portugal), Synthesia (UK), Mostly AI (Austria), Veesual (France), Deep AI (US), Galileo (US), Excel Formula Bot (Florida), JetBrains (Czech Republic), Character.AI (US), GFP-GAN (US), Fontjoy (Italy), Eleuther AI (US), Starry AI (US), and Magic Studio (US).

Research coverage

The research study for the generative AI market involved extensive secondary sources, directories, journals, and paid databases. Primary sources were mainly Interviews with Experts from the core and related industries, preferred generative AI providers, third-party service providers, consulting service providers, end users, and other commercial enterprises. In-depth interviews were conducted with various primary respondents, including key industry participants and subject matter experts, to obtain and verify critical qualitative and quantitative information and assess the market's prospects.

Key Benefits of Buying the Report

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

The report provides insights on the following pointers:

  • Analysis of key drivers (The innovation of cloud storage enabling easy access to data, evolution of AI and deep learning and rise in the era of content creation and creative applications), restraints (High costs associated with training data preparation, issues related to bias and inaccurately generated output and risk associated with data breaches and sensitive information leaks), opportunities (Acceleration in deployment of Large Language models (LLMs), rising interest of enterprises in commercializing synthetic images and robust improvement in general ML achieving human baseline performance), and challenges (Security and data privacy as major concern, need for quality control and data accuracy and complexity and technical challenges with generative AI).
  • Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the generative AI market
  • Market Development: Comprehensive information about lucrative markets - the report analyses the generative AI market across varied regions
  • Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the generative AI market
  • Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players like include Microsoft (US), IBM (US), Google (US), AWS (US), META (US), Adobe (US), OpenAI (US), Simplified (US), Insilico Medicine (Hong Kong), among others in the generative AI market strategies. The report also helps stakeholders understand the pulse of the generative AI market and provides them information on key market drivers, restraints, challenges, and opportunities.

TABLE OF CONTENTS

1 INTRODUCTION

  • 1.1 STUDY OBJECTIVES
  • 1.2 MARKET DEFINITION
    • 1.2.1 INCLUSIONS AND EXCLUSIONS
  • 1.3 MARKET SCOPE
    • 1.3.1 MARKET SEGMENTATION
    • 1.3.2 REGIONS COVERED
    • 1.3.3 YEARS CONSIDERED
  • 1.4 CURRENCY CONSIDERED
    • TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2019-2022
  • 1.5 STAKEHOLDERS

2 RESEARCH METHODOLOGY

  • 2.1 RESEARCH DATA
    • FIGURE 1 GENERATIVE AI MARKET: RESEARCH DESIGN
    • 2.1.1 SECONDARY DATA
    • 2.1.2 PRIMARY DATA
    • TABLE 2 PRIMARY INTERVIEWS
      • 2.1.2.1 Breakup of primary profiles
      • 2.1.2.2 Key industry insights
  • 2.2 DATA TRIANGULATION
    • FIGURE 2 DATA TRIANGULATION
  • 2.3 MARKET SIZE ESTIMATION
    • FIGURE 3 GENERATIVE AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
    • 2.3.1 TOP-DOWN APPROACH
    • 2.3.2 BOTTOM-UP APPROACH
    • FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF GENERATIVE AI MARKET
    • FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF GENERATIVE AI MARKET
    • FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF GENERATIVE AI MARKET
    • FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF GENERATIVE AI THROUGH OVERALL GENERATIVE AI SPENDING
  • 2.4 MARKET FORECAST
    • TABLE 3 FACTOR ANALYSIS
  • 2.5 RESEARCH ASSUMPTIONS
  • 2.6 STUDY LIMITATIONS
  • 2.7 IMPLICATIONS OF RECESSION IMPACT ON GENERATIVE AI MARKET

3 EXECUTIVE SUMMARY

    • TABLE 4 GLOBAL GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2019-2022 (USD MILLION, Y-O-Y %)
    • TABLE 5 GLOBAL GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2023-2028 (USD MILLION, Y-O-Y %)
    • FIGURE 8 SOFTWARE SEGMENT TO HOLD LARGER MARKET SIZE IN 2023
    • FIGURE 9 PROFESSIONAL SERVICES TO ACCOUNT FOR MAJOR MARKET SHARE IN 2023
    • FIGURE 10 TRAINING AND CONSULTING SERVICES TO DOMINATE MARKET IN 2023
    • FIGURE 11 NATURAL LANGUAGE GENERATION SEGMENT TO HOLD LARGEST MARKET SIZE IN 2023
    • FIGURE 12 MEDIA AND ENTERTAINMENT VERTICAL TO HOLD LARGEST MARKET SHARE IN 2023
    • FIGURE 13 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2023

4 PREMIUM INSIGHTS

  • 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN GENERATIVE AI MARKET
    • FIGURE 14 INCREASING POPULARITY OF LARGE-LANGUAGE MODELS AND IMPROVING PERFORMANCE OF DEEP LEARNING MODELS TO DRIVE MARKET
  • 4.2 GENERATIVE AI MARKET: TOP THREE APPLICATIONS
    • FIGURE 15 SYNTHETIC DATA GENERATION SEGMENT TO WITNESS HIGHEST GROWTH RATE DURING FORECAST PERIOD
  • 4.3 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING AND VERTICAL
    • FIGURE 16 SOFTWARE AND MEDIA AND ENTERTAINMENT TO BE LARGEST SHAREHOLDERS IN NORTH AMERICAN MARKET IN 2023
  • 4.4 GENERATIVE AI MARKET, BY REGION
    • FIGURE 17 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2023

5 MARKET OVERVIEW AND INDUSTRY TRENDS

  • 5.1 INTRODUCTION
  • 5.2 MARKET DYNAMICS
    • FIGURE 18 GENERATIVE AI MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
    • 5.2.1 DRIVERS
      • 5.2.1.1 Innovation of cloud storage enabling easy access to data
      • 5.2.1.2 Evolution of AI and deep learning
      • 5.2.1.3 Rise in content creation and creative applications
    • FIGURE 19 SYNTHETIC DATA TO ACCOUNT FOR MAJORITY OF DATA VOLUME BY 2030
    • 5.2.2 RESTRAINTS
      • 5.2.2.1 High costs associated with training data preparation
      • 5.2.2.2 Issues related to bias and inaccurately generated output
    • FIGURE 20 ISSUES RELATED TO TRAINING DATA HIGHLIGHTED IN CHATGPT'S RESPONSES
      • 5.2.2.3 Risks associated with data breaches and sensitive information leakage
    • 5.2.3 OPPORTUNITIES
      • 5.2.3.1 Increasing deployment of large language models
      • 5.2.3.2 Growing interest of enterprises in commercializing synthetic images
      • 5.2.3.3 Robust improvement in generative ML leading to human baseline performance
    • 5.2.4 CHALLENGES
      • 5.2.4.1 Concerns regarding misuse of generative AI for illegal activities
      • 5.2.4.2 Quality of output generated by generative AI models
      • 5.2.4.3 Computational complexity and technical challenges of generative AI
  • 5.3 ETHICS AND IMPLICATIONS OF GENERATIVE AI
    • 5.3.1 BIAS AND FAIRNESS
    • 5.3.2 PRIVACY AND SECURITY
    • 5.3.3 INTELLECTUAL PROPERTY
    • 5.3.4 ACCOUNTABILITY AND RESPONSIBILITY
    • 5.3.5 SOCIETAL AND ECONOMIC IMPACT
  • 5.4 ADVENT OF GENERATIVE TECHNOLOGY
  • 5.5 BRIEF HISTORY OF GENERATIVE AI
    • FIGURE 21 BRIEF HISTORY OF GENERATIVE AI
    • 5.5.1 GENERATIVE AI ROADMAP UNTIL 2030
    • FIGURE 22 GENERATIVE AI ROADMAP UNTIL 2030
  • 5.6 ECOSYSTEM ANALYSIS
    • FIGURE 23 GENERATIVE AI MARKET: ECOSYSTEM ANALYSIS
    • 5.6.1 GENERATIVE AI TECHNOLOGY PROVIDERS
    • FIGURE 24 GENERATIVE AI MARKET: MAPPING, BY CATEGORY
    • 5.6.2 GENERATIVE AI CLOUD PLATFORM PROVIDERS
    • 5.6.3 GENERATIVE AI API AND AS-A-SERVICE PROVIDERS
    • 5.6.4 GENERATIVE AI HARDWARE PROVIDERS
    • 5.6.5 GENERATIVE AI END USERS
    • 5.6.6 GENERATIVE AI REGULATORS
  • 5.7 GENERATIVE AI TOOLS AND FRAMEWORK
    • 5.7.1 TENSORFLOW
    • 5.7.2 PYTORCH
    • 5.7.3 KERAS
    • 5.7.4 CAFFE
    • 5.7.5 THEANO
    • 5.7.6 MXNET
    • 5.7.7 TORCH
    • 5.7.8 HUGGING FACE
  • 5.8 GENERATIVE AI TECHNIQUES AND METHODS
    • 5.8.1 TEXT GENERATION AND LANGUAGE MODELING
      • 5.8.1.1 Recurrent neural networks for text generation
      • 5.8.1.2 Language modeling with transformers
      • 5.8.1.3 Seq2Seq models for translation
    • 5.8.2 IMAGE AND VIDEO GENERATION
      • 5.8.2.1 Generative adversarial networks for image generation
      • 5.8.2.2 Style transfer and image-to-image translation
      • 5.8.2.3 Video generation with GANs
    • 5.8.3 MUSIC AND AUDIO GENERATION
      • 5.8.3.1 WaveNet and SampleRNN for audio generation
      • 5.8.3.2 Music generation with LSTM networks
    • 5.8.4 REINFORCEMENT LEARNING
      • 5.8.4.1 Policy gradient methods
      • 5.8.4.2 Actor-critic methods
  • 5.9 GENERATIVE AI INVESTMENT LANDSCAPE
    • FIGURE 25 INVESTOR DEALS AND FUNDING IN GENERATIVE AI SOARED IN 2022
    • FIGURE 26 MOST VALUED GENERATIVE AI FIRMS IN 2022 (USD BILLION)
    • FIGURE 27 DISTRIBUTION OF GENERATIVE AI FUNDING, 2021-2022
  • 5.10 CASE STUDY ANALYSIS
    • 5.10.1 CASE STUDY 1: SPECTRUMLABS DEPLOYED GALILEO FOR FASTER DEVELOPMENT OF NEWER LANGUAGE MODELS
    • 5.10.2 CASE STUDY 2: BESTSELLER REDUCED 50% CLASSROOM TIME WITH AI VIDEOS
    • 5.10.3 CASE STUDY 3: GALILEO HELPED INVOLVE.AI IMPROVE CUSTOMER INTELLIGENCE ML MODEL ACCURACY BY 10%
    • 5.10.4 CASE STUDY 4: VODAFONE ITALY RAISED LEAD CONVERSIONS BY 42% BY DEVELOPING CREATIVE CAMPAIGNS THROUGH GENERATIVE AI
    • 5.10.5 CASE STUDY 5: WPP TRAINED 50,000 EMPLOYEES WITH AI VIDEOS
    • 5.10.6 CASE STUDY 6: SWISS RE BANKED ON LUMEN5 FOR SOCIAL ENGAGEMENT
    • 5.10.7 CASE STUDY 7: TELEPERFORMANCE TRAINS GLOBAL WORKFORCE
    • 5.10.8 CASE STUDY 8: YABBLE USED GPT-3 TO DELIVER FAST, NUANCED INSIGHTS FROM CUSTOMER FEEDBACK
    • 5.10.9 CASE STUDY 9: CISCO SCALED VIDEO CONTENT LOCALIZATION USING LUMEN5
    • 5.10.10 CASE STUDY 10: GPT-3 HELPED WAYMARK CONSISTENTLY PRODUCE STRONGER AND MORE RELEVANT SCRIPTS COMPARED TO HUMAN-GENERATED CONTENT
    • 5.10.11 CASE STUDY 11: SIEMENS DIGITALIZED ITS COMMUNICATIONS WITH LUMEN5
  • 5.11 SUPPLY CHAIN ANALYSIS
    • FIGURE 28 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS
    • TABLE 6 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS
    • 5.11.1 USE CASES, BY APPLICATION
  • 5.12 REGULATORY LANDSCAPE
    • 5.12.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 7 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 8 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 9 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 10 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 11 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • 5.12.2 PAYMENT CARD INDUSTRY DATA SECURITY STANDARD
    • 5.12.3 GRAMM-LEACH-BLILEY ACT
    • 5.12.4 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT
    • 5.12.5 GENERAL DATA PROTECTION REGULATION
    • 5.12.6 PERSONAL INFORMATION PROTECTION AND ELECTRONIC DOCUMENTS ACT
    • 5.12.7 INFORMATION SECURITY TECHNOLOGY - PERSONAL INFORMATION SECURITY SPECIFICATION GB/T 35273-2017
    • 5.12.8 SECURE INDIA NATIONAL DIGITAL COMMUNICATIONS POLICY, 2018
    • 5.12.9 GENERAL DATA PROTECTION LAW
    • 5.12.10 LAW NO 13 OF 2016 ON PROTECTING PERSONAL DATA
    • 5.12.11 NIST SPECIAL PUBLICATION 800-144 - GUIDELINES ON SECURITY AND PRIVACY IN PUBLIC CLOUD COMPUTING
  • 5.13 PATENT ANALYSIS
    • 5.13.1 METHODOLOGY
    • 5.13.2 PATENTS FILED, BY DOCUMENT TYPE, 2019-2022
    • TABLE 12 PATENTS FILED, 2019-2022
    • 5.13.3 INNOVATION AND PATENT APPLICATIONS
    • FIGURE 29 ANNUAL NUMBER OF PATENTS GRANTED, 2019-2022
    • 5.13.4 TOP APPLICANTS
    • FIGURE 30 TOP 10 PATENT APPLICANTS, 2019-2022
  • 5.14 KEY CONFERENCES AND EVENTS, 2023-2024
    • TABLE 13 GENERATIVE AI MARKET: DETAILED LIST OF CONFERENCES AND EVENTS
  • 5.15 PRICING ANALYSIS
    • TABLE 14 AVERAGE SELLING PRICE ANALYSIS, BY OFFERING
  • 5.16 PORTER'S FIVE FORCES ANALYSIS
    • TABLE 15 IMPACT OF EACH FORCE ON GENERATIVE AI MARKET
    • FIGURE 31 GENERATIVE AI MARKET: PORTER'S FIVE FORCES ANALYSIS
    • 5.16.1 THREAT OF NEW ENTRANTS
    • 5.16.2 THREAT OF SUBSTITUTES
    • 5.16.3 BARGAINING POWER OF SUPPLIERS
    • 5.16.4 BARGAINING POWER OF BUYERS
    • 5.16.5 INTENSITY OF COMPETITIVE RIVALRY
  • 5.17 KEY STAKEHOLDERS AND BUYING CRITERIA
    • 5.17.1 KEY STAKEHOLDERS IN BUYING PROCESS
    • FIGURE 32 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
    • TABLE 16 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
    • 5.17.2 BUYING CRITERIA
    • FIGURE 33 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
    • TABLE 17 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
  • 5.18 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF GENERATIVE AI MARKET
    • FIGURE 34 GENERATIVE AI MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS
  • 5.19 FUTURE OF GENERATIVE AI
    • 5.19.1 ADVANCEMENTS IN TECHNIQUES AND METHODS
    • 5.19.2 EMERGING APPLICATIONS AND INDUSTRIES
      • 5.19.2.1 Business models across use cases
        • 5.19.2.1.1 Generative AI Model-as-a-Service
        • 5.19.2.1.2 Built-in-apps business model
        • 5.19.2.1.3 Vertical integration business model
      • 5.19.2.2 Generative tech's impact on web 3.0 and crypto
    • FIGURE 35 IMPACT OF GENERATIVE TECH ON WEB 3.0

6 GENERATIVE AI MARKET, BY OFFERING

  • 6.1 INTRODUCTION
    • 6.1.1 OFFERING: GENERATIVE AI MARKET DRIVERS
    • FIGURE 36 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
    • TABLE 18 GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 19 GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • 6.2 SOFTWARE
    • TABLE 20 SOFTWARE: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 21 SOFTWARE: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.2.1 GENERATIVE AI SOFTWARE, BY GENERATIVE MODEL
    • FIGURE 37 DEEP LEARNING SUB-SEGMENT TO HOLD LARGEST SHARE OF GENERATIVE AI MARKET FOR SOFTWARE IN 2023
    • TABLE 22 SOFTWARE: GENERATIVE AI MARKET, BY GENERATIVE MODEL, 2019-2022 (USD MILLION)
    • TABLE 23 SOFTWARE: GENERATIVE AI MARKET, BY GENERATIVE MODEL, 2023-2028 (USD MILLION)
      • 6.2.1.1 Rule-based models
        • 6.2.1.1.1 Rule-based models offer clear and interpretable approach to generative AI with explicit rules for data generation
    • TABLE 24 RULE-BASED MODELS: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 25 RULE-BASED MODELS: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
          • 6.2.1.1.1.1 Knowledge-based models
          • 6.2.1.1.1.2 Script-based models
          • 6.2.1.1.1.3 Expert systems
      • 6.2.1.2 Statistical models
        • 6.2.1.2.1 Statistical models provide powerful way to capture complex patterns in data and generate precise outputs
    • TABLE 26 STATISTICAL MODELS: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 27 STATISTICAL MODELS: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
          • 6.2.1.2.1.1 Markov models
          • 6.2.1.2.1.2 Hidden Markov models
          • 6.2.1.2.1.3 Gaussian mixture models
          • 6.2.1.2.1.4 Conditional random fields
      • 6.2.1.3 Deep learning models
        • 6.2.1.3.1 Deep learning models excel at generative tasks requiring fine-grained details
    • TABLE 28 DEEP LEARNING MODELS: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 29 DEEP LEARNING MODELS: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
          • 6.2.1.3.1.1 Feedforward neural networks
          • 6.2.1.3.1.2 Recurrent neural networks
          • 6.2.1.3.1.3 Long short-term memory (LSTM) networks
          • 6.2.1.3.1.4 Gated recurrent units (GRUs)
      • 6.2.1.4 Generative adversarial networks (GANs)
        • 6.2.1.4.1 Generative adversarial networks (GANs) provide unique approach to generative AI by training two competing neural networks to generate diverse data
    • TABLE 30 GENERATIVE ADVERSARIAL NETWORKS: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 31 GENERATIVE ADVERSARIAL NETWORKS: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
          • 6.2.1.4.1.1 Conditional generative adversarial networks (CGANs)
          • 6.2.1.4.1.2 Style GANs
          • 6.2.1.4.1.3 Cycle GANs
      • 6.2.1.5 Autoencoders
        • 6.2.1.5.1 Autoencoders used for generative tasks requiring new data points similar to original input
    • TABLE 32 AUTOENCODERS: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 33 AUTOENCODERS: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
          • 6.2.1.5.1.1 Denoising autoencoders
          • 6.2.1.5.1.2 Variational autoencoders
      • 6.2.1.6 Convolutional neural networks (CNNs)
        • 6.2.1.6.1 Convolutional neural networks (CNNs) learn hierarchical features of image data to generate realistic images
    • TABLE 34 CONVOLUTIONAL NEURAL NETWORKS: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 35 CONVOLUTIONAL NEURAL NETWORKS: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
          • 6.2.1.6.1.1 Image-generating CNNs
          • 6.2.1.6.1.2 Video-generating CNNs
      • 6.2.1.7 Transformer models
        • 6.2.1.7.1 Transformer models offer state-of-the-art performance and can generate coherent and contextually relevant text
    • TABLE 36 TRANSFORMER MODELS: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 37 TRANSFORMER MODELS: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
          • 6.2.1.7.1.1 Bidirectional encoder representations from transformers (BERTs)
          • 6.2.1.7.1.2 Generative pre-trained transformer-1 (GPT-1)
          • 6.2.1.7.1.3 Generative pre-trained transformer-2 (GPT-2)
          • 6.2.1.7.1.4 Generative pre-trained transformer-3 (GPT-3)
          • 6.2.1.7.1.5 Generative pre-trained transformer-4 (GPT-4)
          • 6.2.1.7.1.6 Language model for dialogue applications (LAMBDAs)
          • 6.2.1.7.1.7 Other transformer models
  • 6.3 SERVICES
    • FIGURE 38 MANAGED SERVICES SEGMENT TO REGISTER HIGHER CAGR IN GENERATIVE AI MARKET FOR SERVICES DURING FORECAST PERIOD
    • TABLE 38 GENERATIVE AI MARKET, BY SERVICES, 2019-2022 (USD MILLION)
    • TABLE 39 GENERATIVE AI MARKET, BY SERVICES, 2023-2028 (USD MILLION)
    • TABLE 40 SERVICES: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 41 SERVICES: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.3.1 PROFESSIONAL SERVICES
      • 6.3.1.1 Professional services offer specialized expertise in generative AI to meet specific needs
    • FIGURE 39 TRAINING AND CONSULTING SUB-SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 42 SERVICES: GENERATIVE AI MARKET, BY PROFESSIONAL SERVICE, 2019-2022 (USD MILLION)
    • TABLE 43 SERVICES: GENERATIVE AI MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 44 PROFESSIONAL SERVICES: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 45 PROFESSIONAL SERVICES: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
        • 6.3.1.1.1 Training and consulting services
    • TABLE 46 TRAINING AND CONSULTING SERVICES: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 47 TRAINING AND CONSULTING SERVICES: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
        • 6.3.1.1.2 System integration and implementation services
    • TABLE 48 SYSTEM INTEGRATION AND IMPLEMENTATION SERVICES: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 49 SYSTEM INTEGRATION AND IMPLEMENTATION SERVICES: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
        • 6.3.1.1.3 Support and maintenance services
    • TABLE 50 SUPPORT AND MAINTENANCE SERVICES: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 51 SUPPORT AND MAINTENANCE SERVICES: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.3.2 MANAGED SERVICES
      • 6.3.2.1 Managed services provide end-to-end management for generative AI helping businesses to focus on core competencies
    • TABLE 52 MANAGED SERVICES: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 53 MANAGED SERVICES: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)

7 GENERATIVE AI MARKET, BY APPLICATION

  • 7.1 INTRODUCTION
    • 7.1.1 APPLICATION: GENERATIVE AI MARKET DRIVERS
    • FIGURE 40 NATURAL LANGUAGE GENERATION SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023
    • TABLE 54 GENERATIVE AI MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 55 GENERATIVE AI MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
  • 7.2 NATURAL LANGUAGE PROCESSING (NLP)
    • 7.2.1 NLP-BASED APPLICATIONS IDEAL FOR LANGUAGE TRANSLATION, CONTENT GENERATION, AND TEXT SUMMARIZATION
    • TABLE 56 NATURAL LANGUAGE PROCESSING: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 57 NATURAL LANGUAGE PROCESSING: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.2.1.1 Automated Content Creation
      • 7.2.1.2 Product Description
      • 7.2.1.3 Marketing Copy
      • 7.2.1.4 Sentiment Analysis
      • 7.2.1.5 Language Translation
  • 7.3 ML-BASED PREDICTIVE MODELING
    • 7.3.1 GENERATIVE AI IMPROVES PREDICTIVE MODELING BY GENERATING SYNTHETIC DATA POINTS TO AUGMENT EXISTING DATASETS
    • TABLE 58 ML-BASED PREDICTIVE MODELING: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 59 ML-BASED PREDICTIVE MODELING: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.3.1.1 Predictive Analytics
      • 7.3.1.2 Personalized Recommendations
      • 7.3.1.3 Others
  • 7.4 COMPUTER VISION
    • 7.4.1 DEPLOYED TO GENERATE HIGH-QUALITY, REALISTIC IMAGES AND VIDEOS, VIRTUAL TRY-ONS, AND VIDEO PRODUCTION
    • TABLE 60 COMPUTER VISION: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 61 COMPUTER VISION: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.4.1.1 Object Recognition
      • 7.4.1.2 Image and Video Analysis
      • 7.4.1.3 Surveillance
  • 7.5 ROBOTICS AND AUTOMATION
    • 7.5.1 GENERATIVE AI CAN ENABLE ROBOTS TO PERFORM TASKS IN COMPLEX ENVIRONMENTS BY GENERATING NEW, CONTEXTUALLY RELEVANT RESPONSES
    • TABLE 62 ROBOTICS AND AUTOMATION: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 63 ROBOTICS AND AUTOMATION: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.5.1.1 Assembly Line Production
      • 7.5.1.2 Material Handling
      • 7.5.1.3 Others
  • 7.6 SPEECH RECOGNITION
    • 7.6.1 GENERATIVE AI CAN GENERATE HIGH-QUALITY, REALISTIC SPEECH THAT CAN IMPROVE RELIABILITY OF SPEECH RECOGNITION SYSTEMS
    • TABLE 64 SPEECH RECOGNITION: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 65 SPEECH RECOGNITION: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.6.1.1 Speech-to-Text Conversion
      • 7.6.1.2 Call Center Automation
      • 7.6.1.3 Others
  • 7.7 MUSIC AND ART GENERATION
    • 7.7.1 CREATION OF ORIGINAL PIECES OF MUSIC AND ART BY BLENDING NEW FORMS OF CREATIVITY AND EXPRESSION
    • TABLE 66 MUSIC AND ART GENERATION: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 67 MUSIC AND ART GENERATION: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.7.1.1 Automated Music Composition
      • 7.7.1.2 Visual Art
      • 7.7.1.3 Graphics Design
  • 7.8 EDUCATION AND TRAINING
    • 7.8.1 REALISTIC SIMULATIONS FOR TRAINING AND EDUCATION ENABLE LEARNERS TO PRACTICE IN SAFE AND CONTROLLED SETTINGS
    • TABLE 68 EDUCATION AND TRAINING: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 69 EDUCATION AND TRAINING: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 7.9 FINANCE AND ACCOUNTING
    • 7.9.1 FINANCIAL MODELS AND SIMULATIONS ALLOW BUSINESSES TO EXPLORE VARIOUS SCENARIOS AND MAKE INFORMED DECISIONS
    • TABLE 70 FINANCE AND ACCOUNTING: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 71 FINANCE AND ACCOUNTING: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.9.1.1 Fraud detection and risk assessment
      • 7.9.1.2 Investment analysis and financial forecasting
      • 7.9.1.3 Compliance monitoring
  • 7.10 LEGAL
    • 7.10.1 GENERATIVE AI CAN AUTOMATE DOCUMENT GENERATION AND REVIEW, SAVING TIME AND INCREASING ACCURACY IN LEGAL PROCESSES
    • TABLE 72 LEGAL: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 73 LEGAL: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.10.1.1 Contact analysis and review
      • 7.10.1.2 Legal research and analysis
      • 7.10.1.3 Automated document summarization
      • 7.10.1.4 Others
  • 7.11 CUSTOMER SERVICE AND SUPPORT
    • 7.11.1 CONTEXTUALLY RELEVANT AND PERSONALIZED RESPONSES TO CUSTOMER INQUIRIES REDUCE WORKLOAD FOR SUPPORT TEAMS
    • TABLE 74 CUSTOMER SERVICE AND SUPPORT: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 75 CUSTOMER SERVICE AND SUPPORT: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.11.1.1 Chatbots
      • 7.11.1.2 Voice assistants
      • 7.11.1.3 Automated ticket resolution
  • 7.12 AUGMENTED REALITY (AR) AND VIRTUAL REALITY (VR)
    • 7.12.1 GENERATIVE AI-POWERED AR/VR ENABLING NEW FORMS OF ENTERTAINMENT, TRAINING, AND COMMUNICATION
    • TABLE 76 AUGMENTED REALITY AND VIRTUAL REALITY: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 77 AUGMENTED REALITY AND VIRTUAL REALITY: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.12.1.1 Virtual object creation
      • 7.12.1.2 Virtual environment creation
      • 7.12.1.3 Personalized avatar creation
      • 7.12.1.4 Training and simulation
  • 7.13 SYNTHETIC DATA GENERATION
    • 7.13.1 SYNTHETIC DATA USED HEAVILY FOR VARIOUS TASKS LIKE TRAINING MACHINE LEARNING MODELS AND TESTING ALGORITHMS
    • TABLE 78 SYNTHETIC DATA GENERATION: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 79 SYNTHETIC DATA GENERATION: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.13.1.1 Autonomous system training
      • 7.13.1.2 Medical imaging
      • 7.13.1.3 Cybersecurity
      • 7.13.1.4 Product design
      • 7.13.1.5 Precision agriculture
      • 7.13.1.6 Environmental sustainability
  • 7.14 VIDEO EDITING/GENERATION
    • 7.14.1 HIGH-QUALITY, REALISTIC VIDEOS AND ANIMATIONS ALLOW FOR NEW FORMS OF STORYTELLING AND COMMUNICATION
    • TABLE 80 VIDEO EDITING/GENERATION: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 81 VIDEO EDITING/GENERATION: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.14.1.1 Automated video editing
      • 7.14.1.2 Virtual set design
      • 7.14.1.3 Special effects and animation
  • 7.15 3D MODELING AND RECONSTRUCTION
    • 7.15.1 REALISTIC 3D MODELS AND RECONSTRUCTION OF MISSING DATA ENABLING APPLICATIONS LIKE VIRTUAL TRY-ONS AND PRODUCT DESIGN
    • TABLE 82 3D MODELING AND RECONSTRUCTION: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 83 3D MODELING AND RECONSTRUCTION: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.15.1.1 Image and texture synthesis
      • 7.15.1.2 2D to 3D model generation
      • 7.15.1.3 3D model simulations
  • 7.16 GAME DESIGN AND CHARACTER PRODUCTION
    • 7.16.1 GENERATIVE AI CAN CREATE NOVEL AND ORIGINAL CHARACTERS AND GAME ELEMENTS, ENHANCING CREATIVITY AND DIVERSITY OF GAME DESIGN
    • TABLE 84 GAME DESIGN AND CHARACTER PRODUCTION: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 85 GAME DESIGN AND CHARACTER PRODUCTION: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 7.16.1.1 Procedural content generation
      • 7.16.1.2 Non-player character generation

8 GENERATIVE AI MARKET, BY VERTICAL

  • 8.1 INTRODUCTION
    • 8.1.1 VERTICAL: GENERATIVE AI MARKET DRIVERS
    • FIGURE 41 MEDIA & ENTERTAINMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 86 GENERATIVE AI MARKET, BY VERTICAL, 2019-2022 (USD MILLION)
    • TABLE 87 GENERATIVE AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • 8.2 MEDIA & ENTERTAINMENT
    • 8.2.1 EARLY ADOPTER OF GENERATIVE AI DISRUPTION WAVE
    • 8.2.2 MEDIA & ENTERTAINMENT: GENERATIVE AI USE CASES
    • FIGURE 42 MEDIA & ENTERTAINMENT: GENERATIVE AI USE CASES
    • TABLE 88 MEDIA & ENTERTAINMENT: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 89 MEDIA & ENTERTAINMENT: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 8.2.2.1 Gaming
      • 8.2.2.2 Publishing agencies
      • 8.2.2.3 Print & electronic media
      • 8.2.2.4 Other media & entertainment applications
  • 8.3 TRANSPORTATION & LOGISTICS
    • 8.3.1 ROUTE OPTIMIZATION AND TRAFFIC PLANNING THROUGH GENERATIVE TECH TO ATTAIN EFFICIENCY
    • 8.3.2 TRANSPORTATION & LOGISTICS: GENERATIVE AI USE CASES
    • FIGURE 43 TRANSPORTATION & LOGISTICS: GENERATIVE AI USE CASES
    • TABLE 90 TRANSPORTATION & LOGISTICS: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 91 TRANSPORTATION & LOGISTICS: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 8.3.2.1 Air
      • 8.3.2.2 Road
      • 8.3.2.3 Rail
      • 8.3.2.4 Maritime
      • 8.3.2.5 Third-party logistics (3PL)
  • 8.4 MANUFACTURING
    • 8.4.1 GENERATIVE AI TO IMPROVE PROTOTYPE DESIGN AND CAPACITY PLANNING IN SMART FACTORIES
    • 8.4.2 MANUFACTURING: GENERATIVE AI USE CASES
    • FIGURE 44 MANUFACTURING: GENERATIVE AI USE CASES
    • TABLE 92 MANUFACTURING: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 93 MANUFACTURING: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 8.4.2.1 Discrete manufacturing
      • 8.4.2.2 Process manufacturing
  • 8.5 HEALTHCARE & LIFE SCIENCES
    • 8.5.1 ENTERPRISES RAPIDLY SHIFTING TO SYNTHETICALLY CREATED DATA TO MITIGATE RISKS ASSOCIATED WITH DATA PRIVACY
    • 8.5.2 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI USE CASES
    • FIGURE 45 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI USE CASES
    • TABLE 94 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 95 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 8.5.2.1 Healthcare institutes
      • 8.5.2.2 Healthcare device manufacturing
      • 8.5.2.3 Pharmaceuticals & life sciences
      • 8.5.2.4 Medical research
  • 8.6 IT & ITES
    • 8.6.1 INCREASE IN CYBERSECURITY AND MINIMIZED COSTS IN BUSINESS FUNCTIONS BY IMPLEMENTING GENERATIVE AI SOLUTIONS
    • 8.6.2 IT & ITES: GENERATIVE AI USE CASES
    • FIGURE 46 IT & ITES: GENERATIVE AI USE CASES
    • TABLE 96 IT & ITES: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 97 IT & ITES: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.7 CONSTRUCTION & REAL ESTATE
    • 8.7.1 INTEGRATION OF GENERATIVE AI TOOLS TO HELP REAL ESTATE FIRMS ATTRACT AND RETAIN TENANTS
    • 8.7.2 CONSTRUCTION & REAL ESTATE: GENERATIVE AI USE CASES
    • FIGURE 47 CONSTRUCTION & REAL ESTATE: GENERATIVE AI USE CASES
    • TABLE 98 CONSTRUCTION & REAL ESTATE: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 99 CONSTRUCTION & REAL ESTATE: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.8 BFSI
    • 8.8.1 GENERATIVE AI SOLUTIONS HELP BFSI SECTOR REDUCE FRAUD, LEVERAGE INTELLIGENT, CUSTOMER-FOCUSED MARKETING
    • 8.8.2 BFSI: GENERATIVE AI USE CASES
    • FIGURE 48 BFSI: GENERATIVE AI USE CASES
    • TABLE 100 BFSI: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 101 BFSI: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 8.8.2.1 Banking
      • 8.8.2.2 Financial services & fintech
      • 8.8.2.3 Insurance
  • 8.9 ENERGY & UTILITIES
    • 8.9.1 GENERATIVE AI TOOLS IDENTIFY LIKELIHOOD OF OUTAGES AND OFFER QUALITY SERVICES TO RETAIN EXISTING CUSTOMERS
    • 8.9.2 ENERGY & UTILITIES: GENERATIVE AI USE CASES
    • FIGURE 49 ENERGY & UTILITIES: GENERATIVE AI USE CASES
    • TABLE 102 ENERGY & UTILITIES: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 103 ENERGY & UTILITIES: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 8.9.2.1 Oil & gas
      • 8.9.2.2 Utilities
      • 8.9.2.3 Mining
  • 8.10 RETAIL & E-COMMERCE
    • 8.10.1 GENERATIVE AI TOOLS HELP RETAIL SECTOR OPTIMIZE INVENTORY PLANNING WHILE REDUCING SHELF SHRINKAGE
    • 8.10.2 RETAIL & E-COMMERCE: GENERATIVE AI USE CASES
    • FIGURE 50 RETAIL & E-COMMERCE: GENERATIVE AI USE CASES
    • TABLE 104 RETAIL & E-COMMERCE: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 105 RETAIL & E-COMMERCE: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.11 GOVERNMENT & DEFENSE
    • 8.11.1 LEVERAGING GENERATIVE AI TOOLS FOR THREAT DETECTION AND ENHANCING SURVEILLANCE
    • 8.11.2 GOVERNMENT & DEFENSE: GENERATIVE AI USE CASES
    • FIGURE 51 GOVERNMENT & DEFENSE: GENERATIVE AI USE CASES
    • TABLE 106 GOVERNMENT & DEFENSE: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 107 GOVERNMENT & DEFENSE: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 8.11.2.1 Public sector
      • 8.11.2.2 Military & defense
  • 8.12 OTHER VERTICALS
    • 8.12.1 TELECOM SECTOR LEVERAGING GENERATIVE AI TOOLS TO OPTIMIZE NETWORK OPERATIONS AND CUSTOMER SERVICES
    • TABLE 108 OTHER VERTICALS: GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 109 OTHER VERTICALS: GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)

9 GENERATIVE AI MARKET, BY REGION

  • 9.1 INTRODUCTION
    • FIGURE 52 ASIA PACIFIC GENERATIVE AI MARKET TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
    • FIGURE 53 INDIA TO REGISTER HIGHEST CAGR IN GENERATIVE AI MARKET DURING FORECAST PERIOD
    • TABLE 110 GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 111 GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 9.2 NORTH AMERICA
    • 9.2.1 NORTH AMERICA: GENERATIVE AI MARKET DRIVERS
    • 9.2.2 NORTH AMERICA: RECESSION IMPACT
    • FIGURE 54 NORTH AMERICA: GENERATIVE AI MARKET SNAPSHOT
    • TABLE 112 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 113 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 114 NORTH AMERICA: GENERATIVE AI MARKET, BY SOFTWARE, 2019-2022 (USD MILLION)
    • TABLE 115 NORTH AMERICA: GENERATIVE AI MARKET, BY SOFTWARE, 2023-2028 (USD MILLION)
    • TABLE 116 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2019-2022 (USD MILLION)
    • TABLE 117 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 118 NORTH AMERICA: GENERATIVE AI MARKET, BY PROFESSIONAL SERVICE, 2019-2022 (USD MILLION)
    • TABLE 119 NORTH AMERICA: GENERATIVE AI MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 120 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 121 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 122 NORTH AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2019-2022 (USD MILLION)
    • TABLE 123 NORTH AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • TABLE 124 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2019-2022 (USD MILLION)
    • TABLE 125 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 9.2.3 US
      • 9.2.3.1 Rising demand for generative AI majorly contributing to US revenue
    • TABLE 126 US: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 127 US: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.2.4 CANADA
      • 9.2.4.1 Growing adoption of generative AI solutions by enterprises
    • TABLE 128 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 129 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • 9.3 EUROPE
    • 9.3.1 EUROPE: GENERATIVE AI MARKET DRIVERS
    • 9.3.2 EUROPE: RECESSION IMPACT
    • TABLE 130 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 131 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 132 EUROPE: GENERATIVE AI MARKET, BY SOFTWARE, 2019-2022 (USD MILLION)
    • TABLE 133 EUROPE: GENERATIVE AI MARKET, BY SOFTWARE, 2023-2028 (USD MILLION)
    • TABLE 134 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2019-2022 (USD MILLION)
    • TABLE 135 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 136 EUROPE: GENERATIVE AI MARKET, BY PROFESSIONAL SERVICE, 2019-2022 (USD MILLION)
    • TABLE 137 EUROPE: GENERATIVE AI MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 138 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 139 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 140 EUROPE: GENERATIVE AI MARKET, BY VERTICAL, 2019-2022 (USD MILLION)
    • TABLE 141 EUROPE: GENERATIVE AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • TABLE 142 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2019-2022 (USD MILLION)
    • TABLE 143 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 9.3.3 UK
      • 9.3.3.1 UK government creating code of practice for generative AI companies
    • TABLE 144 UK: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 145 UK: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.3.4 GERMANY
      • 9.3.4.1 German government ready to become technology's global leader by galvanizing artificial intelligence research, development, and application
    • TABLE 146 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 147 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.3.5 FRANCE
      • 9.3.5.1 Increasing research and educational excellence to drive demand for AI-enabled technologies
    • TABLE 148 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 149 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.3.6 ITALY
      • 9.3.6.1 Italian researchers built deep learning model that can perform source separation and music generation
    • TABLE 150 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 151 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.3.7 SPAIN
      • 9.3.7.1 Spain to lead in training Spanish-large language models
    • TABLE 152 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 153 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.3.8 FINLAND
      • 9.3.8.1 Finland to integrate generative AI applications into teaching
    • TABLE 154 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 155 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.3.9 REST OF EUROPE
    • TABLE 156 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 157 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • 9.4 ASIA PACIFIC
    • 9.4.1 ASIA PACIFIC: GENERATIVE AI MARKET DRIVERS
    • 9.4.2 ASIA PACIFIC: RECESSION IMPACT
    • FIGURE 55 ASIA PACIFIC: GENERATIVE AI MARKET SNAPSHOT
    • TABLE 158 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 159 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 160 ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE, 2019-2022 (USD MILLION)
    • TABLE 161 ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE, 2023-2028 (USD MILLION)
    • TABLE 162 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2019-2022 (USD MILLION)
    • TABLE 163 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 164 ASIA PACIFIC: GENERATIVE AI MARKET, BY PROFESSIONAL SERVICE, 2019-2022 (USD MILLION)
    • TABLE 165 ASIA PACIFIC: GENERATIVE AI MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 166 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 167 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 168 ASIA PACIFIC: GENERATIVE AI MARKET, BY VERTICAL, 2019-2022 (USD MILLION)
    • TABLE 169 ASIA PACIFIC: GENERATIVE AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • TABLE 170 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2019-2022 (USD MILLION)
    • TABLE 171 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 9.4.3 CHINA
      • 9.4.3.1 Generative AI technology to be transformative for China's technology sector
    • TABLE 172 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 173 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.4.4 INDIA
      • 9.4.4.1 Launch of Lexi marks major landmark in generative AI development
    • TABLE 174 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 175 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.4.5 JAPAN
      • 9.4.5.1 Tokyo-1 to accelerate Japan's pharma industry
    • TABLE 176 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 177 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.4.6 SOUTH KOREA
      • 9.4.6.1 South Korea to be key player in fulfilling new global demand for next-generation AI chips
    • TABLE 178 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 179 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.4.7 SINGAPORE
      • 9.4.7.1 Singapore making progress in advancement of generative AI
    • TABLE 180 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 181 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.4.8 AUSTRALIA & NEW ZEALAND
      • 9.4.8.1 Australia & New Zealand to explore AI's potential more broadly
    • TABLE 182 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 183 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.4.9 REST OF ASIA PACIFIC
    • TABLE 184 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 185 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • 9.5 MIDDLE EAST & AFRICA
    • 9.5.1 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET DRIVERS
    • 9.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
    • TABLE 186 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 187 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 188 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE, 2019-2022 (USD MILLION)
    • TABLE 189 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE, 2023-2028 (USD MILLION)
    • TABLE 190 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2019-2022 (USD MILLION)
    • TABLE 191 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 192 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY PROFESSIONAL SERVICE, 2019-2022 (USD MILLION)
    • TABLE 193 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 194 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 195 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 196 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY VERTICAL, 2019-2022 (USD MILLION)
    • TABLE 197 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • TABLE 198 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2019-2022 (USD MILLION)
    • TABLE 199 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 9.5.3 SAUDI ARABIA
      • 9.5.3.1 Major investments by tech giants to bring AI revolution
    • TABLE 200 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 201 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.5.4 UAE
      • 9.5.4.1 Adoption of trailblazing technologies for advanced education system to boost market
    • TABLE 202 UAE: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 203 UAE: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.5.5 SOUTH AFRICA
      • 9.5.5.1 Healthcare vertical to initiate developments in generative AI space
    • TABLE 204 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 205 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.5.6 ISRAEL
      • 9.5.6.1 Strong cluster of generative AI startups to lead to market growth
    • TABLE 206 ISRAEL: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 207 ISRAEL: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.5.7 REST OF MIDDLE EAST & AFRICA
    • TABLE 208 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 209 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • 9.6 LATIN AMERICA
    • 9.6.1 LATIN AMERICA: GENERATIVE AI MARKET DRIVERS
    • 9.6.2 LATIN AMERICA: RECESSION IMPACT
    • TABLE 210 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 211 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 212 LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE, 2019-2022 (USD MILLION)
    • TABLE 213 LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE, 2023-2028 (USD MILLION)
    • TABLE 214 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2019-2022 (USD MILLION)
    • TABLE 215 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 216 LATIN AMERICA: GENERATIVE AI MARKET, BY PROFESSIONAL SERVICE, 2019-2022 (USD MILLION)
    • TABLE 217 LATIN AMERICA: GENERATIVE AI MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 218 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2019-2022 (USD MILLION)
    • TABLE 219 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • TABLE 220 LATIN AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2019-2022 (USD MILLION)
    • TABLE 221 LATIN AMERICA: GENERATIVE AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • TABLE 222 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2019-2022 (USD MILLION)
    • TABLE 223 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • 9.6.3 BRAZIL
      • 9.6.3.1 Establishment of cloud region to propel market
    • TABLE 224 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 225 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.6.4 MEXICO
      • 9.6.4.1 Use of ChatGPT by Mexican Bank Banorte to create growth opportunities
    • TABLE 226 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 227 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.6.5 ARGENTINA
      • 9.6.5.1 Inflation to affect market
    • TABLE 228 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 229 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 9.6.6 REST OF LATIN AMERICA
    • TABLE 230 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 231 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)

10 COMPETITIVE LANDSCAPE

  • 10.1 OVERVIEW
  • 10.2 KEY STRATEGIES ADOPTED BY MAJOR PLAYERS
    • TABLE 232 OVERVIEW OF STRATEGIES ADOPTED BY KEY GENERATIVE AI VENDORS
  • 10.3 REVENUE ANALYSIS
    • 10.3.1 HISTORIC REVENUE ANALYSIS
    • FIGURE 56 HISTORIC REVENUE ANALYSIS OF TOP FIVE PLAYERS, 2020-2022 (USD MILLION)
  • 10.4 MARKET SHARE ANALYSIS
    • FIGURE 57 MARKET SHARE ANALYSIS FOR KEY COMPANIES IN 2022
    • TABLE 233 GENERATIVE AI MARKET: DEGREE OF COMPETITION
  • 10.5 COMPANY EVALUATION QUADRANT
    • 10.5.1 STARS
    • 10.5.2 EMERGING LEADERS
    • 10.5.3 PERVASIVE PLAYERS
    • 10.5.4 PARTICIPANTS
    • FIGURE 58 GENERATIVE AI MARKET: COMPANY EVALUATION QUADRANT, 2022
  • 10.6 COMPETITIVE BENCHMARKING
    • TABLE 234 GENERATIVE AI MARKET: PRODUCT FOOTPRINT ANALYSIS OF KEY PLAYERS, 2022
    • TABLE 235 GENERATIVE AI MARKET: PRODUCT FOOTPRINT ANALYSIS OF OTHER KEY PLAYERS, 2022
  • 10.7 STARTUP/SME EVALUATION QUADRANT
    • 10.7.1 PROGRESSIVE COMPANIES
    • 10.7.2 RESPONSIVE COMPANIES
    • 10.7.3 DYNAMIC COMPANIES
    • 10.7.4 STARTING BLOCKS
    • FIGURE 59 STARTUP/SME GENERATIVE AI PLAYERS: COMPANY EVALUATION QUADRANT, 2022
  • 10.8 STARTUP/SME COMPETITIVE BENCHMARKING
    • TABLE 236 GENERATIVE AI MARKET: DETAILED LIST OF KEY STARTUPS/SMES
    • TABLE 237 GENERATIVE AI MARKET: PRODUCT FOOTPRINT ANALYSIS OF STARTUP/SME PLAYERS, 2022
  • 10.9 GENERATIVE AI PRODUCT LANDSCAPE
    • FIGURE 60 GENERATIVE AI: TOP TRENDING PRODUCTS
    • 10.9.1 TRENDING TEXT-BASED GENERATIVE AI PRODUCTS
    • TABLE 238 COMPARATIVE ANALYSIS OF TRENDING TEXT-BASED GENERATIVE AI PRODUCTS
      • 10.9.1.1 CHATGPT
      • 10.9.1.2 BING
      • 10.9.1.3 BARD
      • 10.9.1.4 YOUCHAT
      • 10.9.1.5 CHARACTER.AI
    • 10.9.2 TRENDING IMAGE-BASED GENERATIVE AI PRODUCTS
    • TABLE 239 COMPARATIVE ANALYSIS OF TRENDING IMAGE-BASED GENERATIVE AI PRODUCTS
      • 10.9.2.1 DALL-E
      • 10.9.2.2 CRAIYON
      • 10.9.2.3 MIDJOURNEY
      • 10.9.2.4 STABLE DIFFUSION
      • 10.9.2.5 NIGHTCAFE
    • 10.9.3 TRENDING VIDEO-BASED GENERATIVE AI PRODUCTS
    • TABLE 240 COMPARATIVE ANALYSIS OF TRENDING VIDEO-BASED GENERATIVE AI PRODUCTS
      • 10.9.3.1 SYNTHESIA
      • 10.9.3.2 LUMEN5
      • 10.9.3.3 ELAI
      • 10.9.3.4 FLEXCLIP
      • 10.9.3.5 VEED.IO
    • 10.9.4 TRENDING CODE-BASED GENERATIVE AI PRODUCTS
    • TABLE 241 COMPARATIVE ANALYSIS OF TRENDING CODE-BASED GENERATIVE AI PRODUCTS
      • 10.9.4.1 CODEX
      • 10.9.4.2 PYCHARM
      • 10.9.4.3 TABNINE
      • 10.9.4.4 CODOTA
      • 10.9.4.5 SOURCEAI
    • 10.9.5 TRENDING AUDIO-BASED GENERATIVE AI PRODUCTS
    • TABLE 242 COMPARATIVE ANALYSIS OF TRENDING AUDIO-BASED GENERATIVE AI PRODUCTS
      • 10.9.5.1 SPEECHIFY
      • 10.9.5.2 PLAY.HT
      • 10.9.5.3 MURF
      • 10.9.5.4 AIVA
      • 10.9.5.5 OPENAI JUKEBOX
    • 10.9.6 OTHER TRENDING GENERATIVE AI PRODUCTS
      • 10.9.6.1 VUE.AI
      • 10.9.6.2 SYTE
      • 10.9.6.3 ARTOMATIX
      • 10.9.6.4 CLARA.IO
      • 10.9.6.5 MATTERPORT
    • 10.9.7 VALUATION AND FINANCIAL METRICS OF KEY GENERATIVE AI VENDORS
    • TABLE 243 VALUATION AND FINANCIAL METRICS OF KEY GENERATIVE AI VENDORS
  • 10.10 COMPETITIVE SCENARIO AND TRENDS
    • 10.10.1 PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 244 NEW SERVICE/SOLUTION LAUNCHES, 2021-2023
    • 10.10.2 DEALS
    • TABLE 245 DEALS, 2021-2023

11 COMPANY PROFILES

  • 11.1 INTRODUCTION
  • (Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)**
  • 11.2 KEY PLAYERS
    • 11.2.1 MICROSOFT
    • TABLE 246 MICROSOFT: BUSINESS OVERVIEW
    • FIGURE 61 MICROSOFT: COMPANY SNAPSHOT
    • TABLE 247 MICROSOFT: SOLUTIONS/SERVICES OFFERED
    • TABLE 248 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 249 MICROSOFT: DEALS
    • 11.2.2 AWS
    • TABLE 250 AWS: BUSINESS OVERVIEW
    • FIGURE 62 AWS: COMPANY SNAPSHOT
    • TABLE 251 AWS: SOLUTIONS/SERVICES OFFERED
    • TABLE 252 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 253 AWS: DEALS
    • 11.2.3 GOOGLE
    • TABLE 254 GOOGLE: BUSINESS OVERVIEW
    • FIGURE 63 GOOGLE: COMPANY SNAPSHOT
    • TABLE 255 GOOGLE: SOLUTIONS/SERVICES OFFERED
    • TABLE 256 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 257 GOOGLE: DEALS
    • 11.2.4 ADOBE
    • TABLE 258 ADOBE: BUSINESS OVERVIEW
    • FIGURE 64 ADOBE: COMPANY SNAPSHOT
    • TABLE 259 ADOBE: SOLUTIONS/SERVICES OFFERED
    • TABLE 260 ADOBE: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 261 ADOBE: DEALS
    • 11.2.5 IBM
    • TABLE 262 IBM: BUSINESS OVERVIEW
    • FIGURE 65 IBM: COMPANY SNAPSHOT
    • TABLE 263 IBM: SOLUTIONS/SERVICES OFFERED
    • TABLE 264 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 265 IBM: DEALS
    • 11.2.6 OPENAI
    • TABLE 266 OPENAI: BUSINESS OVERVIEW
    • TABLE 267 OPENAI: SOLUTIONS/SERVICES OFFERED
    • TABLE 268 OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 269 OPENAI: DEALS
    • 11.2.7 META
    • TABLE 270 META: BUSINESS OVERVIEW
    • FIGURE 66 META: COMPANY SNAPSHOT
    • TABLE 271 META: SOLUTIONS/SERVICES OFFERED
    • TABLE 272 META: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 273 META: DEALS
    • 11.2.8 INSILICO MEDICINE
    • TABLE 274 INSILICO MEDICINE: BUSINESS OVERVIEW
    • TABLE 275 INSILICO MEDICINE: SOLUTIONS/SERVICES OFFERED
    • TABLE 276 INSILICO MEDICINE: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 277 INSILICO MEDICINE: DEALS
    • 11.2.9 SIMPLIFIED
    • 11.2.10 GENIE AI
    • 11.2.11 LIGHTRICKS
    • 11.2.12 LUMEN5
    • 11.2.13 GIPHY
    • 11.2.14 DIALPAD
    • 11.2.15 PERSADO
    • 11.2.16 CODACY
  • 11.3 STARTUP/SME PROFILES
    • 11.3.1 PAIGE.AI
    • 11.3.2 RIFFUSION
    • 11.3.3 PLAY.HT
    • 11.3.4 SPEECHIFY
    • 11.3.5 MEDIA.IO
    • 11.3.6 MIDJOURNEY
    • 11.3.7 FIREFLIES
    • 11.3.8 BRANDMARK.IO
    • 11.3.9 MORPHIS TECHNOLOGIES
    • 11.3.10 SYNTHESIA
    • 11.3.11 MOSTLY AI
    • 11.3.12 VEESUAL
    • 11.3.13 DEEP AI
    • 11.3.14 GALILEO
    • 11.3.15 EXCEL FORMULA BOT
    • 11.3.16 JETBRAINS
    • 11.3.17 CHARACTER.AI
  • 11.4 OPEN-SOURCE COMPANIES
    • 11.4.1 GFP-GAN
    • 11.4.2 FONTJOY
    • 11.4.3 ELEUTHERAI
    • 11.4.4 STARRYAI
    • 11.4.5 MAGIC STUDIO
  • *Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View might not be captured in case of unlisted companies.

12 ADJACENT AND RELATED MARKETS

  • 12.1 CONVERSATIONAL AI MARKET
    • 12.1.1 MARKET DEFINITION
    • 12.1.2 MARKET OVERVIEW
      • 12.1.2.1 Conversational AI market, by component
    • TABLE 278 CONVERSATIONAL AI MARKET, BY COMPONENT, 2016-2020 (USD MILLION)
    • TABLE 279 CONVERSATIONAL AI MARKET, BY COMPONENT, 2021-2026 (USD MILLION)
    • TABLE 280 CONVERSATIONAL AI MARKET, BY SERVICE, 2016-2020 (USD MILLION)
    • TABLE 281 CONVERSATIONAL AI MARKET, BY SERVICE, 2021-2026 (USD MILLION)
      • 12.1.2.2 Conversational AI market, by type
    • TABLE 282 CONVERSATIONAL AI MARKET, BY TYPE, 2016-2020 (USD MILLION)
    • TABLE 283 CONVERSATIONAL AI MARKET, BY TYPE, 2021-2026 (USD MILLION)
      • 12.1.2.3 Conversational AI market, by deployment mode
    • TABLE 284 CONVERSATIONAL AI MARKET, BY DEPLOYMENT MODE, 2016-2020 (USD MILLION)
    • TABLE 285 CONVERSATIONAL AI MARKET, BY DEPLOYMENT MODE, 2021-2026 (USD MILLION)
      • 12.1.2.4 Conversational AI market, by organization size
    • TABLE 286 CONVERSATIONAL AI MARKET, BY ORGANIZATION SIZE, 2016-2020 (USD MILLION)
    • TABLE 287 CONVERSATIONAL AI MARKET, BY ORGANIZATION SIZE, 2021-2026 (USD MILLION)
      • 12.1.2.5 Conversational AI market, by mode of integration
    • TABLE 288 CONVERSATIONAL AI MARKET, BY MODE OF INTEGRATION, 2016-2020 (USD MILLION)
    • TABLE 289 CONVERSATIONAL AI MARKET, BY MODE OF INTEGRATION, 2021-2026 (USD MILLION)
      • 12.1.2.6 Conversational AI market, by technology
    • TABLE 290 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2016-2020 (USD MILLION)
    • TABLE 291 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2021-2026 (USD MILLION)
      • 12.1.2.7 Conversational AI market, by business function
    • TABLE 292 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2016-2020 (USD MILLION)
    • TABLE 293 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2021-2026 (USD MILLION)
      • 12.1.2.8 Conversational AI market, by vertical
    • TABLE 294 CONVERSATIONAL AI MARKET, BY VERTICAL, 2016-2020 (USD MILLION)
    • TABLE 295 CONVERSATIONAL AI MARKET, BY VERTICAL, 2021-2026 (USD MILLION)
      • 12.1.2.9 Conversational AI market, by region
    • TABLE 296 CONVERSATIONAL AI MARKET, BY REGION, 2016-2020 (USD MILLION)
    • TABLE 297 CONVERSATIONAL AI MARKET, BY REGION, 2021-2026 (USD MILLION)
  • 12.2 CHATBOT MARKET
    • 12.2.1 MARKET DEFINITION
    • 12.2.2 MARKET OVERVIEW
      • 12.2.2.1 Chatbot market, by component
    • TABLE 298 CHATBOT MARKET, BY COMPONENT, 2015-2019 (USD MILLION)
    • TABLE 299 CHATBOT MARKET, BY COMPONENT, 2020-2026 (USD MILLION)
    • TABLE 300 CHATBOT MARKET, BY SOLUTION, 2015-2019 (USD MILLION)
    • TABLE 301 CHATBOT MARKET, BY SOLUTION, 2020-2026 (USD MILLION)
    • TABLE 302 CHATBOT MARKET, BY SERVICE, 2015-2019 (USD MILLION)
    • TABLE 303 CHATBOT MARKET, BY SERVICE, 2020-2026 (USD MILLION)
    • TABLE 304 PROFESSIONAL SERVICES: CHATBOT MARKET, BY TYPE, 2015-2019 (USD MILLION)
    • TABLE 305 PROFESSIONAL SERVICES: CHATBOT MARKET, BY TYPE, 2020-2026 (USD MILLION)
      • 12.2.2.2 Chatbot market, by type
    • TABLE 306 CHATBOT MARKET, BY TYPE, 2015-2019 (USD MILLION)
    • TABLE 307 CHATBOT MARKET, BY TYPE, 2020-2026 (USD MILLION)
      • 12.2.2.3 Chatbot market, by deployment mode
    • TABLE 308 CHATBOT MARKET, BY DEPLOYMENT MODE, 2015-2019 (USD MILLION)
    • TABLE 309 CHATBOT MARKET, BY DEPLOYMENT MODE, 2020-2026 (USD MILLION)
      • 12.2.2.4 Chatbot market, by channel integration
    • TABLE 310 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2015-2019 (USD MILLION)
    • TABLE 311 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2020-2026 (USD MILLION)
      • 12.2.2.5 Chatbot market, by organization size
    • TABLE 312 CHATBOT MARKET, BY ORGANIZATION SIZE, 2015-2019 (USD MILLION)
    • TABLE 313 CHATBOT MARKET, BY ORGANIZATION SIZE, 2020-2026 (USD MILLION)
      • 12.2.2.6 Chatbot market, by business function
    • TABLE 314 CHATBOT MARKET, BY BUSINESS FUNCTION, 2015-2019 (USD MILLION)
    • TABLE 315 CHATBOT MARKET, BY BUSINESS FUNCTION, 2020-2026 (USD MILLION)
      • 12.2.2.7 Chatbot market, by application
    • TABLE 316 CHATBOT MARKET, BY APPLICATION, 2015-2019 (USD MILLION)
    • TABLE 317 CHATBOT MARKET, BY APPLICATION, 2020-2026 (USD MILLION)
      • 12.2.2.8 Chatbot market, by vertical
    • TABLE 318 CHATBOT MARKET, BY VERTICAL, 2015-2019 (USD MILLION)
    • TABLE 319 CHATBOT MARKET, BY VERTICAL, 2020-2026 (USD MILLION)
      • 12.2.2.9 Chatbot market, by region
    • TABLE 320 CHATBOT MARKET, BY REGION, 2015-2019 (USD MILLION)
    • TABLE 321 CHATBOT MARKET, BY REGION, 2020-2026 (USD MILLION)

13 APPENDIX

  • 13.1 DISCUSSION GUIDE
  • 13.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
  • 13.3 CUSTOMIZATION OPTIONS
  • 13.4 RELATED REPORTS
  • 13.5 AUTHOR DETAILS