Generative AI Market by Offering (Transformer Models (GPT-1, GPT-2, GPT-3, GPT-4, LaMDA), Services), Modality (Text, Image, Video, Audio & Speech, Code), Application (Content Management, Search & Discovery), Vertical and Region - Global Forecast to 2030

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
  • FIGURE 1 GENERATIVE AI MARKET SEGMENTATION
  • 1.3.2 REGIONS COVERED
  • FIGURE 2 GENERATIVE AI MARKET SEGMENTATION, BY REGION
  • 1.3.3 YEARS CONSIDERED
  • FIGURE 3 STUDY YEARS/PERIODS CONSIDERED
• 1.4 CURRENCY CONSIDERED
  • TABLE 1 USD EXCHANGE RATES, 2019-2023
• 1.5 STAKEHOLDERS
• 1.6 SUMMARY OF CHANGES
  • 1.6.1 IMPACT OF RECESSION

2 RESEARCH METHODOLOGY

• 2.1 RESEARCH DATA
  • FIGURE 4 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
  • FIGURE 5 PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION
    • 2.1.2.2 Key industry insights
  • FIGURE 6 INSIGHTS FROM INDUSTRY EXPERTS
• 2.2 MARKET SIZE ESTIMATION
  • FIGURE 7 GENERATIVE AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
  • 2.2.1 TOP-DOWN APPROACH
  • 2.2.2 BOTTOM-UP APPROACH
  • FIGURE 8 APPROACH 1 (BOTTOM-UP; SUPPLY-SIDE): REVENUE FROM KEY PLAYERS OFFERING SOLUTIONS/SERVICES OF GENERATIVE AI
  • FIGURE 9 APPROACH 2 (BOTTOM-UP; SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF GENERATIVE AI
  • FIGURE 10 APPROACH 3 (BOTTOM-UP; SUPPLY-SIDE): MARKET ESTIMATION STEPS AND CORRESPONDING SOURCES
  • FIGURE 11 APPROACH 4 (BOTTOM-UP; DEMAND-SIDE): SHARE OF GENERATIVE AI THROUGH OVERALL ARTIFICIAL INTELLIGENCE SPENDING
• 2.3 DATA TRIANGULATION
  • FIGURE 12 DATA TRIANGULATION
• 2.4 MARKET FORECAST
  • TABLE 3 FACTOR ANALYSIS
• 2.5 RESEARCH ASSUMPTIONS
• 2.6 STUDY LIMITATIONS
• 2.7 IMPACT OF RECESSION ON GENERATIVE AI MARKET
  • TABLE 4 IMPACT OF RECESSION ON GLOBAL GENERATIVE AI MARKET

3 EXECUTIVE SUMMARY

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

4 PREMIUM INSIGHTS

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

5 MARKET OVERVIEW AND INDUSTRY TRENDS

• 5.1 INTRODUCTION
• 5.2 MARKET DYNAMICS
  • FIGURE 26 GENERATIVE AI MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
  • 5.2.1 DRIVERS
    • 5.2.1.1 Innovation of cloud storage to enable easy access to data
    • 5.2.1.2 Evolution of AI and deep learning
  • FIGURE 27 ADVANCEMENTS IN DEEP LEARNING LED TO DEVELOPMENT OF EXTREMELY LARGE LANGUAGE MODELS, 2018-2023 (BILLION PARAMETERS)
    • 5.2.1.3 Rise in content creation and creative applications
  • FIGURE 28 GENERATIVE AI TOP USE CASES ACROSS ENTERPRISE SIZE, 2022
  • 5.2.2 RESTRAINTS
    • 5.2.2.1 High costs associated with training data preparation
  • FIGURE 29 TRAINING COSTS PER MILLION PARAMETERS FOR VARIOUS GPT-3 BASED LLMS
    • 5.2.2.2 Issues related to bias and inaccurately generated output
  • FIGURE 30 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 Increase in deployment of large language models
  • FIGURE 31 LARGE LANGUAGE MODEL SPENDING, BY END USER, 2024 VS. 2030 (USD MILLION)
    • 5.2.3.2 Growth in interest of enterprises in commercializing synthetic images
    • 5.2.3.3 Robust improvement in generative ML leading to human baseline performance
  • FIGURE 32 SCORES OF SOME PROMINENT GENERATIVE AI MODELS IN HUMAN COGNITIVE SKILLS, 2022
  • 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
  • FIGURE 33 MODEL DRIFT IN GPT-4 WITHIN 3 MONTHS IN 2023
    • 5.2.4.3 Computational complexity and technical challenges of generative AI
  • FIGURE 34 COMPUTE REQUIREMENTS OF SOME PROMINENT GENERATIVE AI MODELS (TERAFLOPS)
• 5.3 ETHICS AND IMPLICATIONS OF GENERATIVE AI
  • FIGURE 35 GENERATIVE AI ETHICAL SCENARIO TIMELINE, 2023-2025
  • 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
  • 5.3.6 ENVIRONMENTAL IMPACT
  • FIGURE 36 CO2 EQUIVALENT EMISSIONS (TONNES) OF GENERATIVE AI MODELS COMPARED WITH REAL-LIFE EXAMPLES, 2022
• 5.4 EVOLUTION OF GENERATIVE AI
  • FIGURE 37 EVOLUTION OF GENERATIVE AI
• 5.5 GENERATIVE AI RETURN ON INVESTMENT
  • FIGURE 38 GENERATIVE AI PRODUCTIVITY IMPACT, BY INDUSTRY (USD BILLION)
  • FIGURE 39 NET ROI IMPACT OF GENERATIVE AI CLOUD PROGRAMS ACROSS ENTERPRISES (PERCENTAGE POINTS)
• 5.6 GENERATIVE AI MATURITY CURVE
  • FIGURE 40 GENERATIVE AI MATURITY CURVE
• 5.7 GENERATIVE AI: DEVELOPMENT & DEPLOYMENT COSTS
  • FIGURE 41 COST TO TRAIN GENERATIVE AI MODEL WITH GPT-3 LEVEL PERFORMANCE, 2020-2030 (USD)
  • 5.7.1 HARDWARE COSTS
  • FIGURE 42 HARDWARE COSTS FOR GENERATIVE AI MODEL TRAINING
  • 5.7.2 SOFTWARE COSTS
  • FIGURE 43 SOFTWARE COSTS FOR TRAINING GENERATIVE AI MODELS USING NEURAL NETWORKS
  • 5.7.3 SKILLED LABOR COSTS
  • FIGURE 44 MEDIAN HOURLY RATES OF AI SOFTWARE WORKFORCE, 2023 (USD/HR)
• 5.8 ECOSYSTEM ANALYSIS
  • TABLE 7 GENERATIVE AI MARKET: ECOSYSTEM
  • FIGURE 45 KEY PLAYERS IN GENERATIVE AI MARKET ECOSYSTEM
  • 5.8.1 TEXT GENERATOR PROVIDERS
  • 5.8.2 VIDEO GENERATOR PROVIDERS
  • 5.8.3 IMAGE GENERATOR PROVIDERS
  • 5.8.4 AUDIO & SPEECH GENERATOR PROVIDERS
  • 5.8.5 CODE GENERATOR PROVIDERS
  • 5.8.6 CLOUD PLATFORM PROVIDERS
  • 5.8.7 API-AS-A-SERVICE PROVIDERS
  • 5.8.8 END USERS
  • 5.8.9 GOVERNMENT AND REGULATORY BODIES
• 5.9 SUPPLY CHAIN ANALYSIS
  • FIGURE 46 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS
  • TABLE 8 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS
• 5.10 GENERATIVE AI TOOLS AND FRAMEWORK
  • 5.10.1 TENSORFLOW
  • 5.10.2 PYTORCH
  • 5.10.3 KERAS
  • 5.10.4 CAFFE
  • 5.10.5 THEANO
  • 5.10.6 MXNET
  • 5.10.7 TORCH
  • 5.10.8 HUGGING FACE
• 5.11 GENERATIVE AI TECHNIQUES & METHODS
  • 5.11.1 TEXT GENERATION & LANGUAGE MODELING
    • 5.11.1.1 Recurrent neural networks for text generation
    • 5.11.1.2 Language modeling with transformers
    • 5.11.1.3 Seq2Seq models for translation
  • 5.11.2 IMAGE & VIDEO GENERATION
    • 5.11.2.1 Generative adversarial networks for image generation
    • 5.11.2.2 Style transfer and image-to-image translation
    • 5.11.2.3 Video generation with GANs
  • 5.11.3 MUSIC & AUDIO GENERATION
    • 5.11.3.1 WaveNet and SampleRNN for audio generation
    • 5.11.3.2 Music generation with LSTM networks
  • 5.11.4 REINFORCEMENT LEARNING
    • 5.11.4.1 Policy gradient methods
    • 5.11.4.2 Actor-critic methods
• 5.12 INVESTMENT LANDSCAPE AND FUNDING SCENARIO
  • FIGURE 47 GENERATIVE AI EQUITY FUNDING AND DEALS, 2019-2023
  • FIGURE 48 LEADING GENERATIVE AI VENDORS BY FUNDING VALUE AND FUNDING ROUNDS, 2017-2024
  • FIGURE 49 MOST VALUED GENERATIVE AI COMPANIES, 2023 (USD BILLION)
  • FIGURE 50 GENERATIVE AI STARTUPS, BY FUNDING STAGE, 2023
  • FIGURE 51 DISTRIBUTION OF GENERATIVE AI FUNDING, 2021-2022 (USD MILLION)
  • FIGURE 52 INVESTMENTS IN GENERATIVE AI, BY CATEGORY, 2023 (USD MILLION)
  • FIGURE 53 INVESTMENTS IN LARGE LANGUAGE MODEL OPERATIONS (LLMOPS), BY CATEGORY, 2023 (USD MILLION)
  • FIGURE 54 LARGE LANGUAGE MODELS DEAL COUNT AND DEAL VALUE, Q1 2021-Q3 2023 (USD MILLION)
• 5.13 CASE STUDY ANALYSIS
  • 5.13.1 MARKS & SPENCER ENHANCED EMAIL CONVERSION BY 20-34% WITH PERSADO'S MOTIVATION AI
  • 5.13.2 VODAFONE GROUP PLC UNCOVERED KEY TRENDS AND RICH INSIGHTS THROUGH PERSADO'S MOTIVATION AI
  • 5.13.3 WPP TRAINED 50,000 EMPLOYEES WITH AI VIDEOS
  • 5.13.4 TELEPERFORMANCE TRAINED GLOBAL WORKFORCE WITH SYNTHESIA STUDIO
  • 5.13.5 CISCO SCALED VIDEO CONTENT LOCALIZATION USING LUMEN5
  • 5.13.6 SIEMENS DIGITALIZED ITS COMMUNICATIONS WITH LUMEN5
  • 5.13.7 INTEL AND ACCENTURE COLLABORATED TO CREATE SET OF 34 OPEN-SOURCE AI REFERENCE KITS
• 5.14 TECHNOLOGY ANALYSIS
  • 5.14.1 KEY TECHNOLOGIES
    • 5.14.1.1 Generative Adversarial Networks (GANs)
    • 5.14.1.2 Variational Autoencoders (VAEs)
    • 5.14.1.3 Transformer Architecture
    • 5.14.1.4 Attention Mechanisms
    • 5.14.1.5 Transfer Learning
  • 5.14.2 ADJACENT TECHNOLOGIES
    • 5.14.2.1 Natural Language Processing (NLP)
    • 5.14.2.2 Computer Vision
    • 5.14.2.3 Reinforcement Learning
    • 5.14.2.4 Knowledge Graphs
  • 5.14.3 COMPLEMENTARY TECHNOLOGIES
    • 5.14.3.1 High-Performance Computing (HPC)
    • 5.14.3.2 Explainable AI
    • 5.14.3.3 Privacy-Preserving AI
    • 5.14.3.4 Blockchain
• 5.15 REGULATORY LANDSCAPE
  • 5.15.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 9 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 10 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 11 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 12 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 13 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • 5.15.2 REGULATIONS
    • 5.15.2.1 North America
      • 5.15.2.1.1 SCR 17: Artificial Intelligence Bill (California)
      • 5.15.2.1.2 S1103: Artificial Intelligence Automated Decision Bill (Connecticut)
      • 5.15.2.1.3 National Artificial Intelligence Initiative Act (NAIIA) (US)
      • 5.15.2.1.4 Artificial Intelligence and Data Act (AIDA) (Canada)
    • 5.15.2.2 Europe
      • 5.15.2.2.1 The European Union (EU) - Artificial Intelligence Act (AIA)
      • 5.15.2.2.2 General Data Protection Regulation (Europe)
    • 5.15.2.3 Asia Pacific
      • 5.15.2.3.1 Interim Administrative Measures for Generative Artificial Intelligence Services (China)
      • 5.15.2.3.2 The National AI Strategy (Singapore)
      • 5.15.2.3.3 Hiroshima AI Process Comprehensive Policy Framework (Japan)
    • 5.15.2.4 Middle East & Africa
      • 5.15.2.4.1 National Strategy for Artificial Intelligence (UAE)
      • 5.15.2.4.2 The National Artificial Intelligence Strategy (Qatar)
      • 5.15.2.4.3 AI Ethics Principles and Guidelines (Dubai)
    • 5.15.2.5 Latin America
      • 5.15.2.5.1 Santiago Declaration (Chile)
      • 5.15.2.5.2 Brazilian Artificial Intelligence Strategy (EBIA)
• 5.16 PATENT ANALYSIS
  • 5.16.1 METHODOLOGY
  • 5.16.2 PATENTS FILED, BY DOCUMENT TYPE
  • TABLE 14 PATENTS FILED, 2013-2023
  • 5.16.3 INNOVATION AND PATENT APPLICATIONS
  • FIGURE 55 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013-2023
    • 5.16.3.1 Top 10 applicants in generative AI market
  • FIGURE 56 TOP 10 APPLICANTS IN GENERATIVE AI MARKET, 2013-2023
  • TABLE 15 TOP 20 PATENT OWNERS IN GENERATIVE AI MARKET, 2013-2023
  • TABLE 16 LIST OF FEW PATENTS IN GENERATIVE AI MARKET, 2022-2023
  • FIGURE 57 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013-2023
• 5.17 PRICING ANALYSIS
  • 5.17.1 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY DATA MODALITY
  • FIGURE 58 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP THREE DATA MODALITIES (USD/MONTH)
  • TABLE 17 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP THREE DATA MODALITIES (USD/MONTH)
  • 5.17.2 INDICATIVE PRICING ANALYSIS, BY OFFERING
  • TABLE 18 INDICATIVE PRICING LEVELS OF GENERATIVE AI SOLUTIONS, BY OFFERING
• 5.18 KEY CONFERENCES AND EVENTS
  • TABLE 19 GENERATIVE AI MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024-2025
• 5.19 PORTER'S FIVE FORCES ANALYSIS
  • TABLE 20 PORTER'S FIVE FORCES' IMPACT ON GENERATIVE AI MARKET
  • FIGURE 59 GENERATIVE AI MARKET: PORTER'S FIVE FORCES ANALYSIS
  • 5.19.1 THREAT OF NEW ENTRANTS
  • 5.19.2 THREAT OF SUBSTITUTES
  • 5.19.3 BARGAINING POWER OF SUPPLIERS
  • 5.19.4 BARGAINING POWER OF BUYERS
  • 5.19.5 INTENSITY OF COMPETITION RIVALRY
• 5.20 TECHNOLOGY ROADMAP
  • FIGURE 60 TECHNOLOGY ROADMAP FOR GENERATIVE AI MARKET
• 5.21 GENERATIVE AI BUSINESS MODELS
  • FIGURE 61 GENERATIVE AI BUSINESS MODELS
  • 5.21.1 GENERATIVE AI MODEL-AS-A-SERVICE
  • 5.21.2 BUILT-IN-APPS BUSINESS MODEL
  • 5.21.3 VERTICAL INTEGRATION BUSINESS MODEL
  • 5.21.4 MARKETPLACES/EXCHANGES MODEL
• 5.22 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS' BUSINESSES
  • 5.22.1 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS' BUSINESSES
  • FIGURE 62 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS' BUSINESSES
• 5.23 KEY STAKEHOLDERS & BUYING CRITERIA
  • 5.23.1 KEY STAKEHOLDERS IN BUYING PROCESS
  • FIGURE 63 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
  • TABLE 21 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
  • 5.23.2 BUYING CRITERIA
  • FIGURE 64 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
  • TABLE 22 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS

6 GENERATIVE AI MARKET, BY OFFERING

• 6.1 INTRODUCTION
  • 6.1.1 OFFERING: GENERATIVE AI MARKET DRIVERS
  • FIGURE 65 GENERATIVE AI SERVICES TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
  • TABLE 23 GENERATIVE AI MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 24 GENERATIVE AI MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• 6.2 SOFTWARE
  • TABLE 25 GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 26 GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024-2030 (USD MILLION)
  • 6.2.1 GENERATIVE AI SOFTWARE MARKET, BY TYPE
  • FIGURE 66 DEEP LEARNING SUBSEGMENT TO BE LARGEST AMONG GENERATIVE AI SOFTWARE IN 2024
  • TABLE 27 GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 28 GENERATIVE AI SOFTWARE MARKET, BY TYPE, 2024-2030 (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 29 RULE-BASED GENERATIVE AI MODELS MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 30 RULE-BASED GENERATIVE AI MODELS MARKET, BY REGION, 2024-2030 (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 means to capture complex patterns in data and generate precise outputs
  • TABLE 31 STATISTICAL GENERATIVE AI MODELS MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 32 STATISTICAL GENERATIVE AI MODELS MARKET, BY REGION, 2024-2030 (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 33 DEEP LEARNING GENERATIVE AI MODELS MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 34 DEEP LEARNING GENERATIVE AI MODELS MARKET, BY REGION, 2024-2030 (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 GANs provide unique approach to generative AI by training two competing neural networks to generate diverse data
  • TABLE 35 GENERATIVE ADVERSARIAL NETWORKS MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 36 GENERATIVE ADVERSARIAL NETWORKS MARKET, BY REGION, 2024-2030 (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 37 AUTOENCODERS: GENERATIVE AI MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 38 AUTOENCODERS: GENERATIVE AI MARKET, BY REGION, 2024-2030 (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 39 CONVOLUTIONAL NEURAL NETWORKS MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 40 CONVOLUTIONAL NEURAL NETWORKS MARKET, BY REGION, 2024-2030 (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-based Large Language Models (LLMs)
      • 6.2.1.7.1 Transformer-based LLMs offer art performance and can generate coherent and contextually relevant text
  • TABLE 41 TRANSFORMER-BASED LLMS MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 42 TRANSFORMER-BASED LLMS MARKET, BY REGION, 2024-2030 (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 (LaMDA)
    • 6.2.1.7.1.7 Other transformer models
  • 6.2.2 SOFTWARE MARKET, BY DEPLOYMENT MODE
  • FIGURE 67 CLOUD SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD
  • TABLE 43 GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 44 GENERATIVE AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024-2030 (USD MILLION)
    • 6.2.2.1 On-premises
      • 6.2.2.1.1 On-premise solutions to help organizations tailor generative AI to integrate seamlessly with existing systems
  • TABLE 45 ON-PREMISE GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 46 ON-PREMISE GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024-2030 (USD MILLION)
    • 6.2.2.2 Cloud
      • 6.2.2.2.1 Cloud deployment to enable faster deployment of AI solutions and accessibility of AI technologies
  • TABLE 47 CLOUD-BASED GENERATIVE AI SOFTWARE MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 48 CLOUD-BASED GENERATIVE AI SOFTWARE MARKET, BY REGION, 2024-2030 (USD MILLION)
• 6.3 SERVICES
  • FIGURE 68 MANAGED SERVICES TO REGISTER HIGHER CAGR IN GENERATIVE AI MARKET FOR SERVICES DURING FORECAST PERIOD
  • TABLE 49 GENERATIVE AI MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 50 GENERATIVE AI MARKET, BY SERVICE, 2024-2030 (USD MILLION)
  • TABLE 51 GENERATIVE AI SERVICES MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 52 GENERATIVE AI SERVICES MARKET, BY REGION, 2024-2030 (USD MILLION)
  • 6.3.1 PROFESSIONAL SERVICES
    • 6.3.1.1 Requirement assessment and customized implementation and assistance with deployment of generative AI solutions
  • FIGURE 69 SYSTEM INTEGRATION & IMPLEMENTATION SUBSEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • TABLE 53 GENERATIVE AI SERVICES MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 54 GENERATIVE AI SERVICES MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
  • TABLE 55 GENERATIVE AI PROFESSIONAL SERVICES MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 56 GENERATIVE AI PROFESSIONAL SERVICES MARKET, BY REGION, 2024-2030 (USD MILLION)
    • 6.3.1.2 Training & consulting services
  • TABLE 57 GENERATIVE AI TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 58 GENERATIVE AI TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2024-2030 (USD MILLION)
    • 6.3.1.2.1 Model design & training
    • 6.3.1.2.2 Model fine-tuning
    • 6.3.1.2.3 Prompt engineering
    • 6.3.1.2.4 Consulting & system architecting
    • 6.3.1.3 System integration & implementation services
  • TABLE 59 GENERATIVE AI SYSTEM INTEGRATION & IMPLEMENTATION SERVICES MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 60 GENERATIVE AI SYSTEM INTEGRATION & IMPLEMENTATION SERVICES MARKET, BY REGION, 2024-2030 (USD MILLION)
    • 6.3.1.3.1 Model Integration & Deployment
    • 6.3.1.3.2 Custom App Development
    • 6.3.1.3.3 API-based Model Integration
    • 6.3.1.4 Support & maintenance services
  • TABLE 61 GENERATIVE AI SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 62 GENERATIVE AI SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2024-2030 (USD MILLION)
    • 6.3.1.4.1 Model Performance Metrics
    • 6.3.1.4.2 Security & Compliance Audits
    • 6.3.1.4.3 Model Optimization
  • 6.3.2 MANAGED SERVICES
    • 6.3.2.1 Managed services provide end-to-end management for generative AI, helping businesses focus on core competencies
  • TABLE 63 GENERATIVE AI MANAGED SERVICES MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 64 GENERATIVE AI MANAGED SERVICES MARKET, BY REGION, 2024-2030 (USD MILLION)

7 GENERATIVE AI MARKET, BY DATA MODALITY

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

8 GENERATIVE AI MARKET, BY APPLICATION

• 8.1 INTRODUCTION
  • 8.1.1 APPLICATION: GENERATIVE AI MARKET DRIVERS
  • FIGURE 71 SYNTHETIC DATA MANAGEMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • TABLE 119 GENERATIVE AI MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 120 GENERATIVE AI MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• 8.2 BUSINESS INTELLIGENCE & VISUALIZATION
  • 8.2.1 IDENTIFYING PATTERNS AND TRENDS WITHIN DATA BY EMPLOYING TECHNIQUES SUCH AS DEEP LEARNING AND NEURAL NETWORKS
  • TABLE 121 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 122 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY VERTICAL, 2024-2030 (USD MILLION)
  • TABLE 123 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2019-2023 (USD MILLION)
  • TABLE 124 GENERATIVE AI MARKET IN BUSINESS INTELLIGENCE & VISUALIZATION, BY SUBAPPLICATION, 2024-2030 (USD MILLION)
  • 8.2.2 SALES INTELLIGENCE
  • TABLE 125 GENERATIVE AI MARKET IN SALES INTELLIGENCE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 126 GENERATIVE AI MARKET IN SALES INTELLIGENCE, BY REGION, 2024-2030 (USD MILLION)
  • 8.2.3 MARKETING INTELLIGENCE
  • TABLE 127 GENERATIVE AI MARKET IN MARKETING INTELLIGENCE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 128 GENERATIVE AI MARKET IN MARKETING INTELLIGENCE, BY REGION, 2024-2030 (USD MILLION)
  • 8.2.4 HUMAN RESOURCE INTELLIGENCE
  • TABLE 129 GENERATIVE AI MARKET IN HUMAN RESOURCE INTELLIGENCE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 130 GENERATIVE AI MARKET IN HUMAN RESOURCE INTELLIGENCE, BY REGION, 2024-2030 (USD MILLION)
  • 8.2.5 FINANCE INTELLIGENCE
  • TABLE 131 GENERATIVE AI MARKET IN FINANCE INTELLIGENCE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 132 GENERATIVE AI MARKET IN FINANCE INTELLIGENCE, BY REGION, 2024-2030 (USD MILLION)
  • 8.2.6 OPERATIONS INTELLIGENCE
  • TABLE 133 GENERATIVE AI MARKET IN OPERATIONS INTELLIGENCE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 134 GENERATIVE AI MARKET IN OPERATIONS INTELLIGENCE, BY REGION, 2024-2030 (USD MILLION)
• 8.3 CONTENT MANAGEMENT
  • 8.3.1 IMPROVING CONTENT MANAGEMENT BY OPTIMIZING WORKFLOWS AND ENHANCING SCALABILITY USING GENERATIVE AI
  • TABLE 135 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 136 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY VERTICAL, 2024-2030 (USD MILLION)
  • TABLE 137 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2019-2023 (USD MILLION)
  • TABLE 138 GENERATIVE AI MARKET IN CONTENT MANAGEMENT, BY SUBAPPLICATION, 2024-2030 (USD MILLION)
  • 8.3.2 CONTENT GENERATION
  • TABLE 139 GENERATIVE AI MARKET IN CONTENT GENERATION, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 140 GENERATIVE AI MARKET IN CONTENT GENERATION, BY REGION, 2024-2030 (USD MILLION)
  • 8.3.3 CONTENT CURATION, TAGGING, AND CATEGORIZATION
  • TABLE 141 GENERATIVE AI MARKET IN CONTENT CURATION, TAGGING, AND CATEGORIZATION, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 142 GENERATIVE AI MARKET IN CONTENT CURATION, TAGGING, AND CATEGORIZATION, BY REGION, 2024-2030 (USD MILLION)
  • 8.3.4 DIGITAL MARKETING
  • TABLE 143 GENERATIVE AI MARKET IN DIGITAL MARKETING, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 144 GENERATIVE AI MARKET IN DIGITAL MARKETING, BY REGION, 2024-2030 (USD MILLION)
  • 8.3.5 MEDIA EDITING
  • TABLE 145 GENERATIVE AI MARKET IN MEDIA EDITING, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 146 GENERATIVE AI MARKET IN MEDIA EDITING, BY REGION, 2024-2030 (USD MILLION)
• 8.4 SYNTHETIC DATA MANAGEMENT
  • 8.4.1 MIMICKING REAL-WORLD DATA DISTRIBUTIONS WITHOUT COMPROMISING INDIVIDUAL PRIVACY BY UTILIZING GANS AND VAES
  • TABLE 147 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 148 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY VERTICAL, 2024-2030 (USD MILLION)
  • TABLE 149 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2019-2023 (USD MILLION)
  • TABLE 150 GENERATIVE AI MARKET IN SYNTHETIC DATA MANAGEMENT, BY SUBAPPLICATION, 2024-2030 (USD MILLION)
  • 8.4.2 SYNTHETIC DATA AUGMENTATION
  • TABLE 151 GENERATIVE AI MARKET IN SYNTHETIC DATA AUGMENTATION, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 152 GENERATIVE AI MARKET IN SYNTHETIC DATA AUGMENTATION, BY REGION, 2024-2030 (USD MILLION)
  • 8.4.3 SYNTHETIC DATA TRAINING
  • TABLE 153 GENERATIVE AI MARKET IN SYNTHETIC DATA TRAINING, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 154 GENERATIVE AI MARKET IN SYNTHETIC DATA TRAINING, BY REGION, 2024-2030 (USD MILLION)

• 8.5 SEARCH & DISCOVERY
  • 8.5.1 NEED TO UNCOVER HIDDEN PATTERNS, EXTRACT INSIGHTS, AND GENERATE PERSONALIZED RECOMMENDATIONS
  • TABLE 155 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 156 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY VERTICAL, 2024-2030 (USD MILLION)
  • TABLE 157 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY SUBAPPLICATION, 2019-2023 (USD MILLION)
  • TABLE 158 GENERATIVE AI MARKET IN SEARCH & DISCOVERY, BY SUBAPPLICATION, 2024-2030 (USD MILLION)
  • 8.5.2 GENERAL SEARCH
  • TABLE 159 GENERATIVE AI MARKET IN GENERAL SEARCH, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 160 GENERATIVE AI MARKET IN GENERAL SEARCH, BY REGION, 2024-2030 (USD MILLION)
  • 8.5.3 INSIGHT GENERATION
  • TABLE 161 GENERATIVE AI MARKET IN INSIGHT GENERATION, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 162 GENERATIVE AI MARKET IN INSIGHT GENERATION, BY REGION, 2024-2030 (USD MILLION)
• 8.6 AUTOMATION & INTEGRATION
  • 8.6.1 STREAMLINING AND ENHANCING VARIOUS PROCESSES WITHIN BUSINESSES BY UTILIZING AUTOMATION & INTEGRATION POWER OF GENERATIVE AI
  • TABLE 163 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 164 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY VERTICAL, 2024-2030 (USD MILLION)
  • TABLE 165 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2019-2023 (USD MILLION)
  • TABLE 166 GENERATIVE AI MARKET IN AUTOMATION & INTEGRATION, BY SUBAPPLICATION, 2024-2030 (USD MILLION)
  • 8.6.2 PERSONALIZATION & RECOMMENDATION SYSTEMS
  • TABLE 167 GENERATIVE AI MARKET IN PERSONALIZATION & RECOMMENDATION SYSTEMS, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 168 GENERATIVE AI MARKET IN PERSONALIZATION & RECOMMENDATION SYSTEMS, BY REGION, 2024-2030 (USD MILLION)
  • 8.6.3 CUSTOMER EXPERIENCE MANAGEMENT
  • TABLE 169 GENERATIVE AI MARKET IN CUSTOMER EXPERIENCE MANAGEMENT, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 170 GENERATIVE AI MARKET IN CUSTOMER EXPERIENCE MANAGEMENT, BY REGION, 2024-2030 (USD MILLION)
  • 8.6.4 APPLICATION DEVELOPMENT & API INTEGRATION
  • TABLE 171 GENERATIVE AI MARKET IN APPLICATION DEVELOPMENT & API INTEGRATION, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 172 GENERATIVE AI MARKET IN APPLICATION DEVELOPMENT & API INTEGRATION, BY REGION, 2024-2030 (USD MILLION)
  • 8.6.5 CYBERSECURITY INTELLIGENCE
  • TABLE 173 GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2019-2023 (USD MILLION)
  • TABLE 174 GENERATIVE AI MARKET IN CYBERSECURITY INTELLIGENCE, BY SUBAPPLICATION, 2024-2030 (USD MILLION)
    • 8.6.5.1 Fraud Detection & Prevention
  • TABLE 175 GENERATIVE AI MARKET IN FRAUD DETECTION & PREVENTION, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 176 GENERATIVE AI MARKET IN FRAUD DETECTION & PREVENTION, BY REGION, 2024-2030 (USD MILLION)
    • 8.6.5.2 Risk & Compliance Management
  • TABLE 177 GENERATIVE AI MARKET IN RISK & COMPLIANCE MANAGEMENT, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 178 GENERATIVE AI MARKET IN RISK & COMPLIANCE MANAGEMENT, BY REGION, 2024-2030 (USD MILLION)
    • 8.6.5.3 Automated Patch Management
  • TABLE 179 GENERATIVE AI MARKET IN AUTOMATED PATCH MANAGEMENT, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 180 GENERATIVE AI MARKET IN AUTOMATED PATCH MANAGEMENT, BY REGION, 2024-2030 (USD MILLION)
    • 8.6.5.4 Digital Forensics & Incident Analysis
  • TABLE 181 GENERATIVE AI MARKET IN DIGITAL FORENSICS & INCIDENT ANALYSIS, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 182 GENERATIVE AI MARKET IN DIGITAL FORENSICS & INCIDENT ANALYSIS, BY REGION, 2024-2030 (USD MILLION)
    • 8.6.5.5 Threat Simulation & Training
  • TABLE 183 GENERATIVE AI MARKET IN THREAT SIMULATION & TRAINING, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 184 GENERATIVE AI MARKET IN THREAT SIMULATION & TRAINING, BY REGION, 2024-2030 (USD MILLION)
• 8.7 GENERATIVE DESIGN AI
  • 8.7.1 ANALYZING VAST AMOUNTS OF DATA AND HARNESSING MACHINE LEARNING ALGORITHMS FOR NUMEROUS DESIGN ITERATIONS
  • TABLE 185 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 186 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY VERTICAL, 2024-2030 (USD MILLION)
  • TABLE 187 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2019-2023 (USD MILLION)
  • TABLE 188 GENERATIVE AI MARKET IN GENERATIVE DESIGN AI, BY SUBAPPLICATION, 2024-2030 (USD MILLION)
  • 8.7.2 DESIGN EXPLORATION & VARIATION
  • TABLE 189 GENERATIVE AI MARKET IN DESIGN EXPLORATION & VARIATION, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 190 GENERATIVE AI MARKET IN DESIGN EXPLORATION & VARIATION, BY REGION, 2024-2030 (USD MILLION)
  • 8.7.3 MODELING & PROTOTYPING
  • TABLE 191 GENERATIVE AI MARKET IN MODELING & PROTOTYPING, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 192 GENERATIVE AI MARKET IN MODELING & PROTOTYPING, BY REGION, 2024-2030 (USD MILLION)
  • 8.7.4 PRODUCT RENDERINGS & VISUAL COLLATERALS
  • TABLE 193 GENERATIVE AI MARKET IN PRODUCT RENDERINGS & VISUAL COLLATERALS, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 194 GENERATIVE AI MARKET IN PRODUCT RENDERINGS & VISUAL COLLATERALS, BY REGION, 2024-2030 (USD MILLION)
• 8.8 OTHER APPLICATIONS
  • TABLE 195 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 196 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY VERTICAL, 2024-2030 (USD MILLION)
  • TABLE 197 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 198 GENERATIVE AI MARKET IN OTHER APPLICATIONS, BY REGION, 2024-2030 (USD MILLION)

9 GENERATIVE AI MARKET, BY VERTICAL

• 9.1 INTRODUCTION
  • 9.1.1 VERTICAL: GENERATIVE AI MARKET DRIVERS
  • FIGURE 72 ADOPTION OF GENERATIVE AI IN RETAIL & ECOMMERCE TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • TABLE 199 GENERATIVE AI MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 200 GENERATIVE AI MARKET, BY VERTICAL, 2024-2030 (USD MILLION)
• 9.2 MEDIA & ENTERTAINMENT
  • 9.2.1 DEMAND FOR HYPER-PERSONALIZED CONTENT EXPERIENCES AND HYPER-REALISTIC VIRTUAL ENVIRONMENTS
  • 9.2.2 MEDIA & ENTERTAINMENT: GENERATIVE AI SUCCESS STORIES
  • FIGURE 73 MEDIA & ENTERTAINMENT: GENERATIVE AI SUCCESS STORIES
  • TABLE 201 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 202 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT, BY DATA MODALITY, 2024-2030 (USD MILLION)
  • 9.2.3 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY TEXT MODALITY
  • TABLE 203 GENERATIVE AI TEXT MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 204 GENERATIVE AI TEXT MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024-2030 (USD MILLION)
    • 9.2.3.1 Script & Dialogue Generation
    • 9.2.3.2 Content Summarization
    • 9.2.3.3 Language Translation & Localization
    • 9.2.3.4 Interactive Storytelling
    • 9.2.3.5 Automated News Generation
  • 9.2.4 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY VIDEO MODALITY
  • TABLE 205 GENERATIVE AI VIDEO MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 206 GENERATIVE AI VIDEO MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024-2030 (USD MILLION)
    • 9.2.4.1 Video Synthesis
    • 9.2.4.2 Video Inpainting
    • 9.2.4.3 Video Summarization
    • 9.2.4.4 Visual Effects Enhancement
    • 9.2.4.5 Virtual Set Design
  • 9.2.5 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY IMAGE MODALITY
  • TABLE 207 GENERATIVE AI IMAGE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 208 GENERATIVE AI IMAGE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024-2030 (USD MILLION)
    • 9.2.5.1 Content Creation
    • 9.2.5.2 Style Transfer
    • 9.2.5.3 Face & Character Generation
    • 9.2.5.4 Image Super-Resolution
    • 9.2.5.5 Automated Thumbnail Generation
  • 9.2.6 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY CODE MODALITY
  • TABLE 209 GENERATIVE AI CODE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 210 GENERATIVE AI CODE MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024-2030 (USD MILLION)
    • 9.2.6.1 Procedural Content Generation
    • 9.2.6.2 Automated Animation Scripting
    • 9.2.6.3 Code Comment Generation
    • 9.2.6.4 Code Translation
    • 9.2.6.5 Code Refactoring Suggestions
  • 9.2.7 GENERATIVE AI MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY AUDIO & SPEECH MODALITY
  • TABLE 211 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 212 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MEDIA & ENTERTAINMENT, BY REGION, 2024-2030 (USD MILLION)
    • 9.2.7.1 Music Composition
    • 9.2.7.2 Voice Synthesis
    • 9.2.7.3 Sound Effects Generation
    • 9.2.7.4 Podcast Automation
    • 9.2.7.5 Audio Restoration
• 9.3 BFSI
  • 9.3.1 IDENTIFYING PATTERNS OF FRAUDULENT ACTIVITY AND ENHANCING CUSTOMER SERVICE AND SUPPORT USING GENERATIVE AI
  • 9.3.2 BFSI: GENERATIVE AI SUCCESS STORIES
  • FIGURE 74 BFSI: GENERATIVE AI SUCCESS STORIES
  • TABLE 213 GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 214 GENERATIVE AI MARKET IN BFSI, BY DATA MODALITY, 2024-2030 (USD MILLION)
  • 9.3.3 GENERATIVE AI MARKET IN BFSI VERTICAL, BY TEXT MODALITY
  • TABLE 215 GENERATIVE AI TEXT MODALITY MARKET IN BFSI, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 216 GENERATIVE AI TEXT MODALITY MARKET IN BFSI, BY REGION, 2024-2030 (USD MILLION)
    • 9.3.3.1 Automated Customer Support
    • 9.3.3.2 Financial Document Summarization
    • 9.3.3.3 Sentiment Analysis
    • 9.3.3.4 Financial News Generation
    • 9.3.3.5 Fraudulent Mail Detection
  • 9.3.4 GENERATIVE AI MARKET IN BFSI VERTICAL, BY VIDEO MODALITY
  • TABLE 217 GENERATIVE AI VIDEO MODALITY MARKET IN BFSI, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 218 GENERATIVE AI VIDEO MODALITY MARKET IN BFSI, BY REGION, 2024-2030 (USD MILLION)
    • 9.3.4.1 Automated Video Surveillance
    • 9.3.4.2 Virtual Financial Consultation
    • 9.3.4.3 Visual-cognitive Credit Assessment
    • 9.3.4.4 Interactive Banking Tutorials
  • 9.3.5 GENERATIVE AI MARKET IN BFSI VERTICAL, BY IMAGE MODALITY
  • TABLE 219 GENERATIVE AI IMAGE MODALITY MARKET IN BFSI, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 220 GENERATIVE AI IMAGE MODALITY MARKET IN BFSI, BY REGION, 2024-2030 (USD MILLION)
    • 9.3.5.1 Signature Verification
    • 9.3.5.2 Transaction Anomaly Detection
    • 9.3.5.3 Document Digitization
    • 9.3.5.4 Card Fraud Detection
    • 9.3.5.5 Customer Identity Verification
  • 9.3.6 GENERATIVE AI MARKET IN BFSI VERTICAL, BY CODE MODALITY
  • TABLE 221 GENERATIVE AI CODE MODALITY MARKET IN BFSI, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 222 GENERATIVE AI CODE MODALITY MARKET IN BFSI, BY REGION, 2024-2030 (USD MILLION)
    • 9.3.6.1 Algorithmic Trading Strategies
    • 9.3.6.2 Automated Report Generation
    • 9.3.6.3 Code Review & Optimization
    • 9.3.6.4 Fraud Detection Algorithm Development
    • 9.3.6.5 Automated Compliance Checks
  • 9.3.7 GENERATIVE AI MARKET IN BFSI VERTICAL, BY AUDIO & SPEECH MODALITY
  • TABLE 223 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN BFSI, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 224 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN BFSI, BY REGION, 2024-2030 (USD MILLION)
    • 9.3.7.1 Financial Data Audio Transcription
    • 9.3.7.2 Customer Support & Service
    • 9.3.7.3 Automated Meeting Summaries
    • 9.3.7.4 Financial Podcast Generation
    • 9.3.7.5 Voice-enabled Financial Apps
• 9.4 HEALTHCARE & LIFE SCIENCES
  • 9.4.1 REVOLUTIONIZING DRUG DISCOVERY, MEDICAL IMAGING ANALYSIS, AND PERSONALIZED TREATMENT PLANS
  • 9.4.2 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI SUCCESS STORIES
  • FIGURE 75 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI SUCCESS STORIES
  • TABLE 225 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 226 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES, BY DATA MODALITY, 2024-2030 (USD MILLION)
  • 9.4.3 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY TEXT MODALITY
  • TABLE 227 GENERATIVE AI TEXT MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 228 GENERATIVE AI TEXT MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024-2030 (USD MILLION)
    • 9.4.3.1 Electronic Health Records (EHR)
    • 9.4.3.2 Clinical Documentation Generation
    • 9.4.3.3 Drug Interaction Prediction
    • 9.4.3.4 Medical Literature Summarization
    • 9.4.3.5 Patient Communication & Education
  • 9.4.4 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY VIDEO MODALITY
  • TABLE 229 GENERATIVE AI VIDEO MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 230 GENERATIVE AI VIDEO MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024-2030 (USD MILLION)
    • 9.4.4.1 Surgical Procedure Simulation
    • 9.4.4.2 Rehabilitation Exercise Generation
    • 9.4.4.3 Gait Analysis & Recovery
    • 9.4.4.4 Remote Patient Monitoring
    • 9.4.4.5 Medical Training Videos
  • 9.4.5 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY IMAGE MODALITY
  • TABLE 231 GENERATIVE AI IMAGE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 232 GENERATIVE AI IMAGE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024-2030 (USD MILLION)
    • 9.4.5.1 Synthetic Medical Imaging
    • 9.4.5.2 Tumor Detection & Segmentation
    • 9.4.5.3 Radiation Therapy Planning
    • 9.4.5.4 AR/VR Visualization for Anatomy
    • 9.4.5.5 Synthetic Molecular Structure Generation
  • 9.4.6 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY CODE MODALITY
  • TABLE 233 GENERATIVE AI CODE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 234 GENERATIVE AI CODE MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024-2030 (USD MILLION)
    • 9.4.6.1 Automated Medical Report Generation
    • 9.4.6.2 Algorithmic Medical Diagnosis
    • 9.4.6.3 Drug Dosage Calculation
    • 9.4.6.4 Healthcare Workflow Automation
    • 9.4.6.5 Clinical Decision Support Systems
  • 9.4.7 GENERATIVE AI MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY AUDIO & SPEECH MODALITY
  • TABLE 235 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 236 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN HEALTHCARE & LIFE SCIENCES, BY REGION, 2024-2030 (USD MILLION)
    • 9.4.7.1 Voice Assistants for Patients
    • 9.4.7.2 Speech Synthesis for Assistive Devices
    • 9.4.7.3 Medical Dictation and Transcription
    • 9.4.7.4 Speech-to-Text Medical Transcription
    • 9.4.7.5 Customized Audiograms
• 9.5 MANUFACTURING
  • 9.5.1 TRANSFORMING QUALITY CONTROL IN MANUFACTURING BY ENABLING AUTOMATED INSPECTION AND DEFECT DETECTION
  • 9.5.2 MANUFACTURING: GENERATIVE AI SUCCESS STORIES
  • FIGURE 76 MANUFACTURING: GENERATIVE AI SUCCESS STORIES
  • TABLE 237 GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 238 GENERATIVE AI MARKET IN MANUFACTURING, BY DATA MODALITY, 2024-2030 (USD MILLION)
  • 9.5.3 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY TEXT MODALITY
  • TABLE 239 GENERATIVE AI TEXT MODALITY MARKET IN MANUFACTURING, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 240 GENERATIVE AI TEXT MODALITY MARKET IN MANUFACTURING, BY REGION, 2024-2030 (USD MILLION)
    • 9.5.3.1 Technical Documentation
    • 9.5.3.2 RFQ/RFP Generation
    • 9.5.3.3 Automated Email Communication
    • 9.5.3.4 Maintenance & Repair Manuals
    • 9.5.3.5 Demand Forecasting & Inventory Management
  • 9.5.4 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY VIDEO MODALITY
  • TABLE 241 GENERATIVE AI VIDEO MODALITY MARKET IN MANUFACTURING, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 242 GENERATIVE AI VIDEO MODALITY MARKET IN MANUFACTURING, BY REGION, 2024-2030 (USD MILLION)
    • 9.5.4.1 Process Optimization
    • 9.5.4.2 Predictive Maintenance
    • 9.5.4.3 Robotic Process Control
    • 9.5.4.4 Worker Training and Safety
    • 9.5.4.5 Supply Chain Visualization
  • 9.5.5 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY IMAGE MODALITY
  • TABLE 243 GENERATIVE AI IMAGE MODALITY MARKET IN MANUFACTURING, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 244 GENERATIVE AI IMAGE MODALITY MARKET IN MANUFACTURING, BY REGION, 2024-2030 (USD MILLION)
    • 9.5.5.1 Product Design/3D Prototyping
    • 9.5.5.2 Defect Detection
    • 9.5.5.3 Customized Manufacturing
    • 9.5.5.4 Generative Design
    • 9.5.5.5 Visual Inspection and Quality Control
  • 9.5.6 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY CODE MODALITY
  • TABLE 245 GENERATIVE AI CODE MODALITY MARKET IN MANUFACTURING, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 246 GENERATIVE AI CODE MODALITY MARKET IN MANUFACTURING, BY REGION, 2024-2030 (USD MILLION)
    • 9.5.6.1 Automated Script Generation
    • 9.5.6.2 Digital Twin Simulation
    • 9.5.6.3 Data Analysis & Visualization
    • 9.5.6.4 IoT Devices Integration
    • 9.5.6.5 CNC Machine G-Codes
  • 9.5.7 GENERATIVE AI MARKET IN MANUFACTURING VERTICAL, BY AUDIO & SPEECH MODALITY
  • TABLE 247 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MANUFACTURING, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 248 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN MANUFACTURING, BY REGION, 2024-2030 (USD MILLION)
    • 9.5.7.1 Acoustic Quality Control
    • 9.5.7.2 Worker Assistance & Communication
    • 9.5.7.3 Real-time Monitoring & Alerts
    • 9.5.7.4 Virtual Training & Simulations
    • 9.5.7.5 Voice-controlled Interfaces
• 9.6 RETAIL & ECOMMERCE
  • 9.6.1 UTILIZING GENERATIVE AI TO CREATE VIRTUAL SHOPPING ASSISTANTS AND CHATBOTS TO INTERACT WITH CUSTOMERS
  • 9.6.2 RETAIL & ECOMMERCE: GENERATIVE AI SUCCESS STORIES
  • FIGURE 77 RETAIL & ECOMMERCE: GENERATIVE AI SUCCESS STORIES
  • TABLE 249 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 250 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE, BY DATA MODALITY, 2024-2030 (USD MILLION)
  • 9.6.3 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY TEXT MODALITY
  • TABLE 251 GENERATIVE AI TEXT MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 252 GENERATIVE AI TEXT MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024-2030 (USD MILLION)
    • 9.6.3.1 Product Descriptions
    • 9.6.3.2 Chatbots and Customer Service
    • 9.6.3.3 Social Media Content Creation
    • 9.6.3.4 Email Marketing
    • 9.6.3.5 Personalized Shopping Recommendations
  • 9.6.4 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY VIDEO MODALITY
  • TABLE 253 GENERATIVE AI VIDEO MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 254 GENERATIVE AI VIDEO MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024-2030 (USD MILLION)
    • 9.6.4.1 Product Showcase Videos
    • 9.6.4.2 Video Advertisements
    • 9.6.4.3 Virtual Store Tours
    • 9.6.4.4 Instructional Videos
    • 9.6.4.5 User-Generated Content Compilation
  • 9.6.5 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY IMAGE MODALITY
  • TABLE 255 GENERATIVE AI IMAGE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 256 GENERATIVE AI IMAGE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024-2030 (USD MILLION)
    • 9.6.5.1 Product Image Generation
    • 9.6.5.2 Virtual Try-on
    • 9.6.5.3 Interior Design Simulation
    • 9.6.5.4 Customized Packaging Design
    • 9.6.5.5 Visual Search Enhancement
  • 9.6.6 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY CODE MODALITY
  • TABLE 257 GENERATIVE AI CODE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 258 GENERATIVE AI CODE MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024-2030 (USD MILLION)
    • 9.6.6.1 Automated Inventory Management
    • 9.6.6.2 Dynamic Pricing Optimization
    • 9.6.6.3 Fraud Detection and Prevention
    • 9.6.6.4 Supply Chain Optimization
    • 9.6.6.5 eCommerce Platform Customization
  • 9.6.7 GENERATIVE AI MARKET IN RETAIL & ECOMMERCE VERTICAL, BY AUDIO & SPEECH MODALITY
  • TABLE 259 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 260 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN RETAIL & ECOMMERCE, BY REGION, 2024-2030 (USD MILLION)
    • 9.6.7.1 Voice Assistants
    • 9.6.7.2 Personalized Audio Ads
    • 9.6.7.3 Audio Product Guides
    • 9.6.7.4 Voice Search Optimization
    • 9.6.7.5 Customer Escalation management
• 9.7 TRANSPORTATION & LOGISTICS
  • 9.7.1 RISE IN NEED FOR EFFICIENCY, OPTIMIZATION, AND SUSTAINABILITY
  • 9.7.2 TRANSPORTATION & LOGISTICS: GENERATIVE AI SUCCESS STORIES
  • FIGURE 78 TRANSPORTATION & LOGISTICS: GENERATIVE AI SUCCESS STORIES
  • TABLE 261 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 262 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS, BY DATA MODALITY, 2024-2030 (USD MILLION)
  • 9.7.3 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY TEXT MODALITY
  • TABLE 263 GENERATIVE AI TEXT MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 264 GENERATIVE AI TEXT MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024-2030 (USD MILLION)
    • 9.7.3.1 Supply Chain Risk Assessment
    • 9.7.3.2 Spare Parts Documentation
    • 9.7.3.3 Incident Reports
    • 9.7.3.4 Freight Documentation
    • 9.7.3.5 Vehicle Maintenance Logs
  • 9.7.4 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY VIDEO MODALITY
  • TABLE 265 GENERATIVE AI VIDEO MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 266 GENERATIVE AI VIDEO MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024-2030 (USD MILLION)
    • 9.7.4.1 Surveillance & Security
    • 9.7.4.2 Driver Behavior Analysis
    • 9.7.4.3 Loading & Unloading Optimization
    • 9.7.4.4 Accident Reconstruction
    • 9.7.4.5 Parking Management
  • 9.7.5 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY IMAGE MODALITY
  • TABLE 267 GENERATIVE AI IMAGE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 268 GENERATIVE AI IMAGE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024-2030 (USD MILLION)
    • 9.7.5.1 Virtual Test Environments
    • 9.7.5.2 Customized Vehicle Personalization
    • 9.7.5.3 Damage Inspection
    • 9.7.5.4 Route Optimization Visualization
    • 9.7.5.5 Traffic Flow Simulation
  • 9.7.6 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY CODE MODALITY
  • TABLE 269 GENERATIVE AI CODE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 270 GENERATIVE AI CODE MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024-2030 (USD MILLION)
    • 9.7.6.1 Algorithm Development for Autonomous Vehicles
    • 9.7.6.2 Automated Data Processing for Logistics
    • 9.7.6.3 Vehicle Control Systems
    • 9.7.6.4 Predictive Analytics for Maintenance
    • 9.7.6.5 Intelligent Scheduling and Resource Allocation
  • 9.7.7 GENERATIVE AI MARKET IN TRANSPORTATION & LOGISTICS VERTICAL, BY AUDIO & SPEECH MODALITY
  • TABLE 271 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 272 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN TRANSPORTATION & LOGISTICS, BY REGION, 2024-2030 (USD MILLION)
    • 9.7.7.1 Emergency Response and Assistance
    • 9.7.7.2 Voice-Enabled Navigation
    • 9.7.7.3 Fleet Management & Coordination
    • 9.7.7.4 Speech Recognition for Driver Commands
    • 9.7.7.5 Hands-Free Data Entry
• 9.8 CONSTRUCTION & REAL ESTATE
  • 9.8.1 INTEGRATION OF GENERATIVE AI TO HELP REAL ESTATE FIRMS ATTRACT AND RETAIN TENANTS
  • 9.8.2 CONSTRUCTION & REAL ESTATE: GENERATIVE AI SUCCESS STORIES
  • FIGURE 79 CONSTRUCTION & REAL ESTATE: GENERATIVE AI SUCCESS STORIES
  • TABLE 273 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 274 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE, BY DATA MODALITY, 2024-2030 (USD MILLION)
  • 9.8.3 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY TEXT MODALITY
  • TABLE 275 GENERATIVE AI TEXT MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 276 GENERATIVE AI TEXT MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024-2030 (USD MILLION)
    • 9.8.3.1 Automated Property Descriptions
    • 9.8.3.2 Legal Document Generation
    • 9.8.3.3 Project Planning Reports
    • 9.8.3.4 Client Communication
    • 9.8.3.5 Environmental Impact Assessments
  • 9.8.4 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY VIDEO MODALITY
  • TABLE 277 GENERATIVE AI VIDEO MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 278 GENERATIVE AI VIDEO MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024-2030 (USD MILLION)
    • 9.8.4.1 Construction Progress Videos
    • 9.8.4.2 Virtual Reality Property Walkthroughs
    • 9.8.4.3 Safety Training Videos
    • 9.8.4.4 Quality Assurance Inspections
    • 9.8.4.5 Property Valuation Videos
  • 9.8.5 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY IMAGE MODALITY
  • TABLE 279 GENERATIVE AI IMAGE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 280 GENERATIVE AI IMAGE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024-2030 (USD MILLION)
    • 9.8.5.1 Architectural Design Generation
    • 9.8.5.2 Facade Visualization
    • 9.8.5.3 Interior Layout Suggestions
    • 9.8.5.4 Site Progress Monitoring
    • 9.8.5.5 Virtual Staging
  • 9.8.6 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY CODE MODALITY
  • TABLE 281 GENERATIVE AI CODE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 282 GENERATIVE AI CODE MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024-2030 (USD MILLION)
    • 9.8.6.1 Automated Building Information Modeling (BIM)
    • 9.8.6.2 Construction Workflow Automation
    • 9.8.6.3 Generative Design for Structures
    • 9.8.6.4 Energy Efficiency Simulations
    • 9.8.6.5 Maintenance and Repairs
  • 9.8.7 GENERATIVE AI MARKET IN CONSTRUCTION & REAL ESTATE VERTICAL, BY AUDIO & SPEECH MODALITY
  • TABLE 283 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 284 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN CONSTRUCTION & REAL ESTATE, BY REGION, 2024-2030 (USD MILLION)
    • 9.8.7.1 Construction Site Monitoring
    • 9.8.7.2 Voice-activated Property Tours
    • 9.8.7.3 Automated Customer Support Calls
    • 9.8.7.4 Occupancy Monitoring
    • 9.8.7.5 Equipment Maintenance Alerts
• 9.9 ENERGY & UTILITIES
  • 9.9.1 GENERATIVE AI TOOLS TO DETECT OUTAGES AND OFFER QUALITY SERVICES TO RETAIN EXISTING CUSTOMERS
  • 9.9.2 ENERGY & UTILITIES: GENERATIVE AI SUCCESS STORIES
  • FIGURE 80 ENERGY & UTILITIES: GENERATIVE AI SUCCESS STORIES
  • TABLE 285 GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 286 GENERATIVE AI MARKET IN ENERGY & UTILITIES, BY DATA MODALITY, 2024-2030 (USD MILLION)
  • 9.9.3 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY TEXT MODALITY
  • TABLE 287 GENERATIVE AI TEXT MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 288 GENERATIVE AI TEXT MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024-2030 (USD MILLION)
    • 9.9.3.1 Energy Consumption Forecasting
    • 9.9.3.2 Automated Reporting
    • 9.9.3.3 Customer Support & Resolution
    • 9.9.3.4 Regulatory Compliance
    • 9.9.3.5 Energy Trading Insights
  • 9.9.4 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY VIDEO MODALITY
  • TABLE 289 GENERATIVE AI VIDEO MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 290 GENERATIVE AI VIDEO MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024-2030 (USD MILLION)
    • 9.9.4.1 Safety Compliance Monitoring
    • 9.9.4.2 Renewable Energy Site Selection
    • 9.9.4.3 Real-time Equipment Monitoring
    • 9.9.4.4 Energy Theft Detection
    • 9.9.4.5 Workforce Training
  • 9.9.5 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY IMAGE MODALITY
  • TABLE 291 GENERATIVE AI IMAGE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 292 GENERATIVE AI IMAGE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024-2030 (USD MILLION)
    • 9.9.5.1 Infrastructure Inspection
    • 9.9.5.2 Facility Layout Optimization
    • 9.9.5.3 Environmental Monitoring
    • 9.9.5.4 Grid Management & Optimization
    • 9.9.5.5 GIS Data & Satellite Imagery Analysis
  • 9.9.6 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY CODE MODALITY
  • TABLE 293 GENERATIVE AI CODE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 294 GENERATIVE AI CODE MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024-2030 (USD MILLION)
    • 9.9.6.1 Optimized Energy Management Code
    • 9.9.6.2 Predictive Maintenance Algorithms
    • 9.9.6.3 Renewable Energy Simulation
    • 9.9.6.4 Energy Trading Algorithms
    • 9.9.6.5 Autonomous Grid Control
  • 9.9.7 GENERATIVE AI MARKET IN ENERGY & UTILITIES VERTICAL, BY AUDIO & SPEECH MODALITY
  • TABLE 295 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 296 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN ENERGY & UTILITIES, BY REGION, 2024-2030 (USD MILLION)
    • 9.9.7.1 Acoustic Anomaly Detection
    • 9.9.7.2 Emergency Response Coordination
    • 9.9.7.3 Voice-activated Energy Control
    • 9.9.7.4 Multilingual Customer Support
    • 9.9.7.5 Predictive Maintenance Alerts
• 9.10 GOVERNMENT & DEFENSE
  • 9.10.1 GENERATIVE AI TOOLS TO DETECT THREAT AND ENHANCE SURVEILLANCE
  • 9.10.2 GOVERNMENT & DEFENSE: GENERATIVE AI SUCCESS STORIES
  • FIGURE 81 GOVERNMENT & DEFENSE: GENERATIVE AI SUCCESS STORIES
  • TABLE 297 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2019-2023 (USD MILLION)
  • TABLE 298 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE, BY DATA MODALITY, 2024-2030 (USD MILLION)
  • 9.10.3 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY TEXT MODALITY
  • TABLE 299 GENERATIVE AI TEXT MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 300 GENERATIVE AI TEXT MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024-2030 (USD MILLION)
    • 9.10.3.1 E-Citizen Services
    • 9.10.3.2 Threat Intelligence
    • 9.10.3.3 Automated Translation
    • 9.10.3.4 Propaganda Detection
    • 9.10.3.5 Policy Document Generation
  • 9.10.4 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY VIDEO MODALITY
  • TABLE 301 GENERATIVE AI VIDEO MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 302 GENERATIVE AI VIDEO MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024-2030 (USD MILLION)
    • 9.10.4.1 Simulated Training Scenarios
    • 9.10.4.2 Surveillance Video Enhancement
    • 9.10.4.3 Activity Recognition & Anomaly Detection
    • 9.10.4.4 Drone & UAV Navigation
    • 9.10.4.5 Visual Storyboarding
  • 9.10.5 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY IMAGE MODALITY
  • TABLE 303 GENERATIVE AI IMAGE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 304 GENERATIVE AI IMAGE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024-2030 (USD MILLION)
    • 9.10.5.1 Satellite Image Analysis
    • 9.10.5.2 Facial Recognition
    • 9.10.5.3 Camouflage Design
    • 9.10.5.4 Object Detection Augmentation
    • 9.10.5.5 Anomaly Detection in Surveillance
  • 9.10.6 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY CODE MODALITY
  • TABLE 305 GENERATIVE AI CODE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 306 GENERATIVE AI CODE MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024-2030 (USD MILLION)
    • 9.10.6.1 Automated Code Generation
    • 9.10.6.2 Vulnerability Simulation
    • 9.10.6.3 Code Obfuscation
    • 9.10.6.4 Reverse Engineering Aid
    • 9.10.6.5 Network Simulation and Optimization
  • 9.10.7 GENERATIVE AI MARKET IN GOVERNMENT & DEFENSE VERTICAL, BY AUDIO & SPEECH MODALITY
  • TABLE 307 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 308 GENERATIVE AI AUDIO & SPEECH MODALITY MARKET IN GOVERNMENT & DEFENSE, BY REGION, 2024-2030 (USD MILLION)
    • 9.10.7.1 Audio Deepfake Detection
    • 9.10.7.2 Automated Speech Transcription
    • 9.10.7.3 Dialect Generation and Recognition
    • 9.10.7.4 Verbal Deception Detection
    • 9.10.7.5 Voice Biometrics and Authentication

11 COMPETITIVE LANDSCAPE

• 11.1 OVERVIEW
• 11.2 KEY PLAYERS STRATEGIES
  • TABLE 542 OVERVIEW OF STRATEGIES ADOPTED BY KEY GENERATIVE AI VENDORS
• 11.3 REVENUE ANALYSIS
  • FIGURE 93 TOP PUBLIC PLAYERS DOMINATED MARKET OVER LAST FIVE YEARS
• 11.4 MARKET SHARE ANALYSIS
  • FIGURE 94 SHARE OF LEADING COMPANIES IN GENERATIVE AI MARKET, 2023
  • 11.4.1 MARKET RANKING ANALYSIS
  • TABLE 543 GENERATIVE AI MARKET: DEGREE OF COMPETITION
• 11.5 PRODUCT COMPARATIVE ANALYSIS
  • 11.5.1 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR
  • FIGURE 95 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR
    • 11.5.1.1 ChatGPT
    • 11.5.1.2 Gemini
    • 11.5.1.3 Claude
    • 11.5.1.4 Amazon Titan
    • 11.5.1.5 Bing
  • 11.5.2 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR
  • FIGURE 96 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR
    • 11.5.2.1 DALL-E
    • 11.5.2.2 Craiyon
    • 11.5.2.3 Midjourney
    • 11.5.2.4 Stable Diffusion
    • 11.5.2.5 Nightcafe
  • 11.5.3 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR
  • FIGURE 97 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR
    • 11.5.3.1 Synthesia
    • 11.5.3.2 Lumen5
    • 11.5.3.3 Elai
    • 11.5.3.4 Flexclip
    • 11.5.3.5 VEED.IO
  • 11.5.4 PRODUCT COMPARATIVE ANALYSIS, BY CODE GENERATOR
  • FIGURE 98 PRODUCT COMPARATIVE ANALYSIS, BY CODE GENERATOR
    • 11.5.4.1 Codex
    • 11.5.4.2 PyCharm
    • 11.5.4.3 Tabnine
    • 11.5.4.4 Codota
    • 11.5.4.5 SourceAI
  • 11.5.5 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR
  • FIGURE 99 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR
    • 11.5.5.1 Speechify
    • 11.5.5.2 Play.ht
    • 11.5.5.3 Murf.AI
    • 11.5.5.4 Aiva
    • 11.5.5.5 OpenAI Jukebox
• 11.6 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
  • FIGURE 100 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
  • FIGURE 101 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
• 11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS
  • 11.7.1 STARS
  • 11.7.2 EMERGING LEADERS
  • 11.7.3 PERVASIVE PLAYERS
  • 11.7.4 PARTICIPANTS
  • FIGURE 102 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023
  • 11.7.5 COMPANY FOOTPRINT: KEY PLAYERS
    • 11.7.5.1 Overall Company Footprint
  • FIGURE 103 OVERALL COMPANY FOOTPRINT (18 COMPANIES), 2023
    • 11.7.5.2 Regional Footprint
  • TABLE 544 REGIONAL FOOTPRINT (18 COMPANIES), 2023
    • 11.7.5.3 Application Footprint
  • TABLE 545 APPLICATION FOOTPRINT (18 COMPANIES), 2023
    • 11.7.5.4 Vertical Footprint
  • TABLE 546 VERTICAL FOOTPRINT (18 COMPANIES), 2023
    • 11.7.5.5 Offering Footprint
  • TABLE 547 OFFERING FOOTPRINT (18 COMPANIES), 2023
• 11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES
  • 11.8.1 PROGRESSIVE COMPANIES
  • 11.8.2 RESPONSIVE COMPANIES
  • 11.8.3 DYNAMIC COMPANIES
  • 11.8.4 STARTING BLOCKS
  • FIGURE 104 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023
  • 11.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES
    • 11.8.5.1 Detailed List of Key Startups/SMEs
  • TABLE 548 GENERATIVE AI MARKET: DETAILED LIST OF KEY STARTUPS/SMES, 2023
    • 11.8.5.2 Competitive Benchmarking of Key Startups/SMEs
  • TABLE 549 GENERATIVE AI MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES
• 11.9 COMPETITIVE SCENARIO AND TRENDS
  • 11.9.1 PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 550 GENERATIVE AI MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, JANUARY 2021-MARCH 2024
  • 11.9.2 DEALS
  • TABLE 551 GENERATIVE AI MARKET: DEALS, JANUARY 2021-MARCH 2024

12 COMPANY PROFILES

• 12.1 INTRODUCTION
• 12.2 KEY PLAYERS
• (Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)**
• 12.2.1 MICROSOFT
• TABLE 552 MICROSOFT: BUSINESS OVERVIEW
• FIGURE 105 MICROSOFT: COMPANY SNAPSHOT
• TABLE 553 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 554 MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS
• TABLE 555 MICROSOFT: DEALS
• 12.2.2 AWS
• TABLE 556 AWS: BUSINESS OVERVIEW
• FIGURE 106 AWS: COMPANY SNAPSHOT
• TABLE 557 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 558 AWS: PRODUCT LAUNCHES & ENHANCEMENTS
• TABLE 559 AWS: DEALS
• 12.2.3 GOOGLE
• TABLE 560 GOOGLE: BUSINESS OVERVIEW
• FIGURE 107 GOOGLE: COMPANY SNAPSHOT
• TABLE 561 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 562 GOOGLE: PRODUCT LAUNCHES & ENHANCEMENTS
• TABLE 563 GOOGLE: DEALS
• 12.2.4 ADOBE
• TABLE 564 ADOBE: BUSINESS OVERVIEW
• FIGURE 108 ADOBE: COMPANY SNAPSHOT
• TABLE 565 ADOBE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 566 ADOBE: PRODUCT LAUNCHES & ENHANCEMENTS
• TABLE 567 ADOBE: DEALS
• 12.2.5 OPENAI
• TABLE 568 OPENAI: BUSINESS OVERVIEW
• TABLE 569 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 570 OPENAI: PRODUCT LAUNCHES & ENHANCEMENTS
• TABLE 571 OPENAI: DEALS
• 12.2.6 IBM
• TABLE 572 IBM: BUSINESS OVERVIEW
• FIGURE 109 IBM: COMPANY SNAPSHOT
• TABLE 573 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 574 IBM: PRODUCT LAUNCHES & ENHANCEMENTS
• TABLE 575 IBM: DEALS
• 12.2.7 META
• TABLE 576 META: BUSINESS OVERVIEW
• FIGURE 110 META: COMPANY SNAPSHOT
• TABLE 577 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 578 META: PRODUCT LAUNCHES & ENHANCEMENTS
• TABLE 579 META: DEALS
• 12.2.8 ANTHROPIC
• TABLE 580 ANTHROPIC: BUSINESS OVERVIEW
• TABLE 581 ANTHROPIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 582 ANTHROPIC: PRODUCT LAUNCHES & ENHANCEMENTS
• TABLE 583 ANTHROPIC: DEALS
• 12.2.9 NVIDIA
• TABLE 584 NVIDIA: BUSINESS OVERVIEW
• FIGURE 111 NVIDIA: COMPANY SNAPSHOT
• TABLE 585 NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 586 NVIDIA: PRODUCT LAUNCHES & ENHANCEMENTS
• TABLE 587 NVIDIA: DEALS
• 12.2.10 ACCENTURE
• TABLE 588 ACCENTURE: BUSINESS OVERVIEW
• FIGURE 112 ACCENTURE: COMPANY SNAPSHOT
• TABLE 589 ACCENTURE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 590 ACCENTURE: DEALS
• 12.2.11 CAPGEMINI
• TABLE 591 CAPGEMINI: BUSINESS OVERVIEW
• FIGURE 113 CAPGEMINI: COMPANY SNAPSHOT
• TABLE 592 CAPGEMINI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 593 CAPGEMINI: PRODUCT LAUNCHES & ENHANCEMENTS
• TABLE 594 CAPGEMINI: DEALS
• 12.2.12 INSILICO MEDICINE
• 12.2.13 SIMPLIFIED
• 12.2.14 LUMEN5
• 12.2.15 AI21 LABS
• 12.2.16 HUGGING FACE
• 12.2.17 DIALPAD
• 12.2.18 PERSADO
• 12.3 STARTUP/SME PROFILES
  • 12.3.1 LIGHTRICKS
  • 12.3.2 PAIGE.AI
  • 12.3.3 PLAY.HT
  • 12.3.4 SPEECHIFY
  • 12.3.5 MIDJOURNEY
  • 12.3.6 FIREFLIES
  • 12.3.7 SYNTHESIA
  • 12.3.8 MOSTLY AI
  • 12.3.9 CHARACTER.AI
  • 12.3.10 HYPOTENUSE AI
  • 12.3.11 VIABLE
  • 12.3.12 DEFOG.AI
  • 12.3.13 DEEPSEARCH LABS
  • 12.3.14 WRITESONIC
  • 12.3.15 AMBERSEARCH
  • 12.3.16 COPY.AI
  • 12.3.17 SYNTHESIS AI
  • 12.3.18 COLOSSYAN
  • 12.3.19 INFLECTION AI
  • 12.3.20 GLEAN
  • 12.3.21 JASPER
  • 12.3.22 RUNWAY
  • 12.3.23 INWORLD AI
  • 12.3.24 TYPEFACE
  • 12.3.25 INSTADEEP
  • 12.3.26 FORETHOUGHT
  • 12.3.27 TOGETHER AI
  • 12.3.28 UPSTAGE
  • 12.3.29 MISTRAL AI
  • 12.3.30 ADEPT
  • 12.3.31 MOSAIC ML
  • 12.3.32 STABILITY AI
  • 12.3.33 COHERE
• 12.4 OPEN-SOURCE COMPANIES
  • 12.4.1 GFP-GAN
  • 12.4.2 FONTJOY
  • 12.4.3 ELEUTHERAI
  • 12.4.4 STARRYAI
  • 12.4.5 MAGIC STUDIO
  • 12.4.6 BAICHUAN AI
  • 12.4.7 SALESFORCE
  • 12.4.8 TECHNOLOGY INNOVATION INSTITUTE
  • 12.4.9 ABACUS.AI
  • 12.4.10 OPENLM
• *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

• 13.1 INTRODUCTION
• 13.2 CONVERSATIONAL AI MARKET - GLOBAL FORECAST TO 2028
  • 13.2.1 MARKET DEFINITION
  • 13.2.2 MARKET OVERVIEW
    • 13.2.2.1 Conversational AI market, by offering
  • TABLE 595 CONVERSATIONAL AI MARKET, BY OFFERING, 2018-2022 (USD MILLION)
  • TABLE 596 CONVERSATIONAL AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 13.2.2.2 Conversational AI market, by business function
  • TABLE 597 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018-2022 (USD MILLION)
  • TABLE 598 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023-2028 (USD MILLION)
    • 13.2.2.3 Conversational AI market, by channel
  • TABLE 599 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018-2022 (USD MILLION)
  • TABLE 600 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023-2028 (USD MILLION)
    • 13.2.2.4 Conversational AI market, by vertical
  • TABLE 601 CONVERSATIONAL AI MARKET, BY VERTICAL, 2018-2022 (USD MILLION)
  • TABLE 602 CONVERSATIONAL AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • 13.2.2.5 Conversational AI market, by region
  • TABLE 603 CONVERSATIONAL AI MARKET, BY REGION, 2018-2022 (USD MILLION)
  • TABLE 604 CONVERSATIONAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
• 13.3 CHATBOT MARKET - GLOBAL FORECAST TO 2028
  • 13.3.1 MARKET DEFINITION
  • 13.3.2 MARKET OVERVIEW
    • 13.3.2.1 Chatbot market, by offering
  • TABLE 605 CHATBOT MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 606 CHATBOT MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 13.3.2.2 Chatbot market, by type
  • TABLE 607 CHATBOT MARKET, BY TYPE, 2017-2022 (USD MILLION)
  • TABLE 608 CHATBOT MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • 13.3.2.3 Chatbot market, by channel integration
  • TABLE 609 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2017-2022 (USD MILLION)
  • TABLE 610 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2023-2028 (USD MILLION)
    • 13.3.2.4 Chatbot market, by vertical
  • TABLE 611 CHATBOT MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 612 CHATBOT MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • 13.3.2.5 Chatbot market, by region
  • TABLE 613 CHATBOT MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 614 CHATBOT MARKET, BY REGION, 2023-2028 (USD MILLION)

14 APPENDIX

• 14.1 DISCUSSION GUIDE
• 14.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
• 14.3 CUSTOMIZATION OPTIONS
• 14.4 RELATED REPORTS
• 14.5 AUTHOR DETAILS