Generative AI Market

Report Code TC 8610
Published in May, 2025, By MarketsandMarkets™
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Generative AI Market by Software (Foundation Models, Model Enablement & Orchestration Tools, Gen AI SaaS), Modality (Text, Code, Video, Image, Multimodal), Application (Content Management, BI & Visualization, Search & Discovery) - Global Forecast to 2032

 

Overview

The generative AI market is experiencing a seismic growth trajectory, projected to surge from USD 71.36 billion in 2025 to USD 890.59 billion by 2032, at a CAGR of 43.4% during the forecast period. One of the most catalytic growth drivers is the embedded integration of Gen AI into enterprise productivity and decision-making software. Platforms like Microsoft 365 Copilot, Salesforce Einstein GPT, and Adobe Firefly are reshaping how core workflows operate by embedding generative capabilities directly into existing systems like CRMs, design suites, or collaboration platforms. This shift eliminates adoption friction, boosts user engagement, and generates immediate ROI, making enterprises more willing to scale. For instance, Microsoft has reported that over 60% of Copilot users are feeling more productive within weeks, accelerating organizational buy-in. Importantly, this embedded model monetizes Gen AI via subscription uplifts (e.g., USD 30/user/month for Copilot) rather than isolated licenses, unlocking recurring high-margin revenue. Vendors are rapidly forming integrations with Slack, SAP, HubSpot, and Workday to replicate this formula. As a result, the generative AI market is no longer limited to AI-native firms; it is being amplified by the software ecosystem’s existing customer base, distribution networks, and UX familiarity, fueling explosive adoption and embedding Gen AI into the very fabric of digital work.

Generative AI refers to a class of artificial intelligence models designed to autonomously generate new content, such as text, images, code, audio, or video, by learning patterns from large datasets. Unlike traditional AI, which focuses on prediction, classification, or automation, Gen AI creates original outputs that mimic human creativity using foundation models like large language models (LLMs), diffusion models, or transformers. Its scope includes capabilities like content summarization, image synthesis, code generation, and multimodal interaction.

Generative AI Market

Attractive Opportunities in the Generative AI Market

ASIA PACIFIC

The generative AI market in Asia Pacific is growing fast due to supportive government AI policies, localized LLM development, and startup activity in India, China, and South Korea. Investments in Gen AI infrastructure and sector-specific use cases—like citizen services and multilingual copilots—are accelerating enterprise adoption across the region.

Vendors that deliver secure, domain-trained generative AI solutions with scalable deployment and governance will lead the market. Combining proprietary data with vertical expertise gives providers a clear edge in enterprise Gen AI adoption.

Generative AI is evolving toward multimodal agents that handle text, image, and voice inputs. These embedded copilots improve decision-making, automate tasks, and enhance enterprise productivity across workflows and interfaces.

Generative AI is reshaping enterprise workflows by enabling intelligent content creation, code generation, and task automation. Its seamless integration into business tools is driving personalized experiences and redefining digital operations.

Demand is shifting from generic LLMs to domain-specific Gen AI tailored for legal, healthcare, and finance use cases. This trend is opening competitive opportunities beyond foundation model providers and driving verticalized Gen AI adoption.

Global Generative AI Market Dynamics

Driver: Increasing deployment of cloud GPUs

A major accelerant behind generative AI’s explosive growth is the cloud GPU-as-a-service model, which has radically lowered the compute barrier for startups and enterprises alike. Traditionally, training or fine-tuning large models like LLaMA or Stable Diffusion required multimillion-dollar infrastructure investments—accessible only to tech giants. But with providers like AWS (EC2 P5), Azure (NDv5), and CoreWeave (NVIDIA H100 clusters) offering elastic GPU access at hourly rates, even lean AI startups can now run inference at scale or fine-tune foundation models without owning hardware. This shift has democratized experimentation and enabled verticalized Gen AI solutions (e.g., legal brief generators, pharma molecule designers, gaming NPC creators) to emerge rapidly. Additionally, GPU marketplaces like Lambda Cloud and RunPod offer spot instances and containerized environments optimized for model orchestration, cutting setup time and cost. Crucially, this model supports pay-as-you-go pricing, reducing financial risk for smaller players and allowing rapid iteration. This has resulted in a 10x increase in Gen AI minimum viable products (MVPs) launched per quarter since early 2023. In essence, GPU-as-a-service has transformed compute infrastructure from a bottleneck into a launchpad—fueling a new wave of agile, model-centric innovation across the Gen AI ecosystem. Cloud GPU services are no longer just infra tools—they are the backbone powering Gen AI’s go-to-market speed and global scalability, fueling its unprecedented growth.

Restraint: Shortage of high-quality, annotated datasets for vertical-specific gen AI solutions

One significant restraint throttling the generative AI market is the lack of high-quality, domain-specific training data, which undermines model accuracy, contextual relevance, and real-world usability. While foundation models like GPT-4 or Claude have been trained on vast open internet datasets, their generalization limits their effectiveness in specialized sectors such as legal, healthcare, finance, or manufacturing. Enterprises seeking to fine-tune these models on proprietary data often hit roadblocks due to fragmented, unstructured, or non-digitized content locked within legacy systems, PDFs, or handwritten notes. For instance, clinical documentation in hospitals or maintenance logs in factories are often riddled with inconsistencies, abbreviations, or multilingual text—making them incompatible with standard tokenizer pipelines. Moreover, acquiring curated datasets (e.g., for pharma trial summaries or insurance claim narratives) is time-consuming, costly, and often restricted by compliance regulations like HIPAA or GDPR. This gap not only inflates training timelines and costs but also increases the risk of hallucinations, making output unreliable for mission-critical use cases. Until vertical-specific data pipelines, labeling standards, and privacy-safe enrichment workflows are widely adopted, the generative AI market will remain constrained by its weakest link: the data quality feeding the models.

 

Opportunity: Emergence of generative AI copilots with intelligent search features

A high-impact opportunity reshaping the generative AI landscape is the rise of industry-specific copilots tailored for regulated, high-value domains like finance, legal, and healthcare. Unlike general-purpose chatbots, these copilots are being trained or fine-tuned on proprietary institutional data and compliance-specific knowledge graphs, enabling them to handle nuanced, domain-heavy tasks with precision. For instance, Morgan Stanley’s wealth management copilot, built on OpenAI's GPT-4 and trained on 100,000+ internal research documents, allows advisors to query investment strategies with real-time relevance and audit traceability. Similarly, Harvey AI, a legal copilot deployed across top-tier law firms like Allen & Overy, is tuned for legal contract review, discovery, and summarization—reducing billable hours and boosting throughput. These copilots don't just assist—they embed deeply into enterprise workflows (e.g., within Bloomberg Terminals, Epic Systems, or SAP environments), integrating with structured data sources and adhering to industry regulations like FINRA or HIPAA. The monetization model is robust: priced per seat, tied to quantifiable productivity gains, and easily defensible in ROI discussions. As a result, domain-specific copilots are emerging as the next major monetization layer—unlocking generative AI’s full commercial value beyond consumer-facing chat.

Challenge: Quality of output generated by generative AI models

A critical challenge confronting the generative AI ecosystem is the lack of robust model observability and governance during real-time deployment, particularly in enterprise-grade environments. As companies embed generative models into decision-critical workflows (e.g., customer support, contract drafting, clinical documentation), the inability to monitor, audit, and control these models' behavior in production becomes a significant operational and compliance risk. Unlike traditional software, generative AI models can produce non-deterministic outputs, meaning the same input may yield different responses—making debugging, tracing, and root cause analysis nearly impossible without specialized tooling. Enterprises are now demanding observability stacks that offer token-level tracing, output filtering, drift detection, and hallucination tagging. Yet, the ecosystem of tooling is immature. Solutions like Arize AI, PromptLayer, and WhyLabs have emerged to fill this gap, but most lack enterprise-grade scalability, security, or integration with existing MLOps systems like Databricks or SageMaker. This gap becomes even more severe under regulatory pressure (such as the EU’s AI Act or sectoral mandates in finance or pharma), which require transparency, audit logs, and explainability for AI decisions. Until observability becomes native to LLMOps stacks, scaling generative AI from pilot to production will remain a risky and fragmented journey for most enterprises.

Global Generative AI Market Ecosystem Analysis

The generative AI ecosystem is structured into three core layers: infrastructure, software, and services. The infrastructure layer includes providers of AI-optimized chips, memory, storage, and networking components that enable large-scale model training and inference. The software layer spans foundation model developers, orchestration tools for fine-tuning and monitoring, and SaaS tools tailored to use cases like content generation, intelligent search & query, and customer interaction. The services layer supports enterprise adoption through Gen AI consulting, model customization, training data provisioning, and managed Gen AI services. Together, these layers form a modular, end-to-end stack that powers generative AI across industries.

Top Companies in Generative AI Market

Note: The above diagram only shows the representation of the web content management market ecosystem; it is not limited to the companies represented above.
Source: Secondary Research and MarketsandMarkets Analysis

 

By offering, generative AI services segment to witness highest growth rate during forecast period

Generative AI services are slated to become the fastest-growing segment by offering as they serve as the critical execution layer for enterprises racing to operationalize foundation models without in-house expertise. Unlike infrastructure (which is capex-heavy) or software (which still demands customization), services—ranging from prompt engineering and model fine-tuning to integration and deployment—deliver immediate business value with minimal internal lift. System integrators like Accenture, TCS, and Deloitte are launching dedicated generative AI studios to help clients build copilots, fine-tune models using proprietary data, and implement retrieval-augmented generation (RAG) pipelines. Demand is particularly high among highly regulated or process-heavy sectors, such as insurance, pharma, and banking, where enterprises need not just LLM access but guardrails, explainability, and vertical-specific orchestration. For example, Infosys Topaz is being deployed to rewire core workflows in underwriting and compliance, while PwC’s AI Factory is helping clients generate secure internal copilots for legal and tax advisory. Additionally, governments and public-sector agencies are outsourcing gen AI enablement to local consultancies to ensure data sovereignty and compliance. With talent gaps widening and time-to-value pressure intensifying, generative AI services are no longer optional—they are the acceleration engine behind successful model adoption at scale.

By end user, software & technology providers segment to hold largest market share in 2025

The software & technology providers segment is estimated to be the largest end-user segment by market share in 2025 due to its dual role in the Gen AI market. Software & technology providers are both builders and consumers of the ecosystem—monetizing generative AI not just as a capability but as a core revenue stream. These companies are embedding generative AI into flagship products to unlock new functionalities, expand upsell potential, and retain users. For instance, Adobe has integrated Firefly across Creative Cloud, offering AI-generated images, vectors, and text effects, transforming its value proposition and enabling new pricing tiers. Similarly, GitHub’s Copilot (powered by OpenAI) is deeply embedded into developer workflows, now commanding over 1.3 million paid subscribers and utilized by more than 50,000 organizations across various industries. Technology providers are also creating marketplaces and APIs (like Google’s Vertex AI or Hugging Face’s Model Hub) to monetize generative models at scale, creating flywheel effects across their cloud and platform offerings. Importantly, these firms have the infrastructure, talent, and data pipelines to rapidly prototype and scale Gen AI tools, giving them a first-mover advantage over lagging sectors.

North America to be largest region by market share in 2025

North America is estimated to hold the largest share of the generative AI market in 2025 due to its unmatched convergence of capital, compute, and commercial adoption. The region is home to the most dominant model developers, including OpenAI, Anthropic, Meta, and Google DeepMind, all of whom benefit from deep venture funding, proprietary datasets, and early access to frontier chips like NVIDIA’s H100. US cloud hyperscalers, including AWS, Azure, and Google Cloud, are not just infrastructure providers but also lead in offering scalable model APIs, accelerators, and dedicated Gen AI stacks that power thousands of enterprise deployments. Enterprise adoption is also surging, with Fortune 500 companies rapidly integrating copilots, AI assistants, and custom LLM solutions across functions such as legal, customer service, and R&D. Additionally, the presence of regulatory flexibility compared to the EU and Asia has allowed faster experimentation and go-to-market for Gen AI startups and corporates alike. Public-private partnerships, like the White House’s AI Safety Commitments and DARPA’s Gen AI initiatives, are further reinforcing foundational model R&D. With mature digital infrastructure, a vibrant innovation ecosystem, and first-mover enterprise traction, North America is not just leading in investment but is setting the commercial blueprint for generative AI on a global scale.

LARGEST REGION BY MARKET SHARE IN 2025
CANADA: FASTEST-GROWING MARKET IN REGION
Generative AI Market by region

Recent Developments of Generative AI Market

  • In May 2025, IBM launched the IBM Granite 4.0 Tiny Preview, a highly efficient, compact language model designed to run several long-context tasks at once on affordable consumer GPUs. It uses a new hybrid Mamba-2/Transformer architecture and a mixture of expert (MoE) approaches, cutting memory needs by over 70% and offering strong performance with just 1B active parameters at inference time. This model will be officially released this summer.
  • In April 2025, Anthropic and Google Cloud partnered to offer Claude models, including Claude 3.7 Sonnet, on Vertex AI, now authorized for FedRAMP High and IL2 workloads. This collaboration enables federal agencies and defense organizations to securely deploy advanced AI solutions, meeting strict compliance standards while leveraging fully managed, serverless infrastructure and the latest Claude models for sensitive and non-sensitive government use cases.
  • In April 2025, Microsoft updated the Azure OpenAI Service with faster and more reliable real-time AI features, like low-latency audio streaming and improved voice models. There are also new image generation and editing tools, plus smarter reasoning models that help AI understand and respond better. These improvements make the Gen AI-based platform more powerful and easier to use for different applications.
  • In April 2025, Amazon Lex V2 was updated with generative AI capabilities, including support for Bedrock Knowledge Base, Guardrails, Anthropic Claude 3 Haiku, and Sonnet models. These enhancements are integrated within the QnA built-in slot. Furthermore, Lex V2 now supports the QinConnect built-in intent to connect bots with Amazon Connect.
  • In March 2025, OpenAI integrated an advanced image generator into GPT-4o, designed to produce both beautiful and practical images with precise text rendering and adherence to prompts. GPT-4o excels at generating accurate text within images, following detailed instructions, and leveraging its knowledge base, allowing for effective visual communication through logos, diagrams, and infographics. It supports multi-turn generation, enabling users to refine images through natural conversation while maintaining consistency.
  • In March 2025, NVIDIA launched the NVIDIA AI Data Platform, a customizable reference design for a new class of enterprise AI infrastructure aimed at demanding AI inference workloads. Leading storage providers are collaborating with NVIDIA to build customized AI data platforms using NVIDIA Blackwell GPUs, BlueField DPUs, Spectrum-X networking, and the NVIDIA Dynamo open-source inference library. The platform brings accelerated computing and AI to enterprise storage, enabling AI query agents to generate insights from data in near real-time.

Key Market Players

List of Top Generative AI Market Companies

The Generative AI Market is dominated by a few major players that have a wide regional presence. The major players in the Generative AI Market are

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Scope of the Report

Report Attribute Details
Market size available for years 2020–2032
Base year considered 2024
Forecast period 2025–2032
Forecast units USD (Million)
Segments Covered Offering, Data Modality, Application, End User, and Region
Regions covered North America, Europe, Asia Pacific, Middle East & Africa, and Latin America

Key Questions Addressed by the Report

What is generative AI?

Generative AI refers to a subset of artificial intelligence techniques focused on creating data, content, or outputs that mimic or resemble human-generated content. Unlike traditional AI, which operates based on predefined rules or input-output mappings, generative AI employs models capable of understanding and generating new, original data based on patterns learned from existing data. This approach enables machines to autonomously produce diverse outputs, including images, text, audio, and video, often indistinguishable from human-created content. Generative AI techniques include generative adversarial networks (GANs), variational autoencoders (VAEs), and transformers, among others.

What is the total CAGR expected to be recorded for the generative AI market during 2025–2032?

The generative AI market is expected to record a CAGR of 43.4% from 2025 to 2032.

How is the large language model market shaping the broader generative AI industry?

Foundation models—both large and small language models—are the backbone of the generative AI market, shaping its scale, cost-efficiency, and enterprise readiness. LLMs like GPT-4 and Claude drive high-performance use cases across copilots and creative tools, while SLMs such as LLaMA 3-8B and Mistral models offer lightweight, cost-effective alternatives for domain-specific and on-prem deployments. The shift toward open-weight, fine-tunable SLMs is enabling faster adoption in regulated sectors like finance and healthcare. These models power everything from RAG pipelines to agent frameworks, allowing vendors to build tailored Gen AI applications without massive retraining. As a result, foundation models are not just technical enablers but strategic differentiators defining speed-to-market and monetization across the Gen AI ecosystem.

Which are the key drivers supporting the growth of the generative AI market?

Some factors driving the growth of the generative AI market include the innovation of cloud storage enabling easy access to data, the evolution of AI and deep learning, the improvement of the performance of large language models (LLMs), and the rise in the era of content creation and creative applications.

Which are the top 3 end-user enterprises prevailing in the generative AI market?

Software and technology providers lead the generative AI market by embedding AI into core products, creating monetizable features like AI copilots and developer assistants that drive platform stickiness and subscription revenue. BFSI ranks second as banks and insurers adopt generative AI for fraud detection, KYC automation, wealth advisory, and regulatory compliance, where language-heavy workflows benefit from high-accuracy model outputs. Retail & e-commerce follow closely, leveraging generative AI for hyper-personalized marketing, dynamic content creation, virtual assistants, and automated customer support, all of which directly impact conversion rates and customer retention.

Which regions will see the fastest growth in generative AI adoption?

Asia Pacific is expected to see the fastest growth in generative AI adoption, driven by strong government support, digital transformation, and enterprise demand. North America remains the largest market, but growth rates are highest in Asia Pacific

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Table of Contents

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TITLE
PAGE NO
INTRODUCTION
49
RESEARCH METHODOLOGY
59
EXECUTIVE SUMMARY
73
PREMIUM INSIGHTS
80
MARKET OVERVIEW AND INDUSTRY TRENDS
83
  • 5.1 INTRODUCTION
  • 5.2 MARKET DYNAMICS
    DRIVERS
    - Innovation of cloud storage to enable easy data access
    - Evolution of AI and deep learning
    - Rise in content creation and creative applications
    RESTRAINTS
    - High costs associated with training data preparation
    - Issues related to bias and inaccurately generated output
    - Risks associated with data breaches and sensitive information leakage
    OPPORTUNITIES
    - Increasing deployment of large language models
    - Growing interest of enterprises in commercializing synthetic images
    - Robust improvement in generative AI models leading to human baseline performance
    CHALLENGES
    - Use of generative AI for illegal activities
    - Quality of output generated by generative AI models
    - Computational complexity and technical challenges of generative AI
  • 5.3 EVOLUTION OF GENERATIVE AI
  • 5.4 GENERATIVE AI MATURITY CURVE
  • 5.5 SUPPLY CHAIN ANALYSIS
  • 5.6 ECOSYSTEM ANALYSIS
    GENERATIVE AI INFRASTRUCTURE PROVIDERS
    GENERATIVE AI SOFTWARE PROVIDERS
    GENERATIVE AI SERVICE PROVIDERS
  • 5.7 IMPACT OF 2025 US TARIFF – GENERATIVE AI MARKET
    INTRODUCTION
    KEY TARIFF RATES
    PRICE IMPACT ANALYSIS
    - Strategic shifts and emerging trends
    IMPACT ON COUNTRY/REGION
    - US
    - China
    - Europe
    - Asia Pacific (excluding China)
    IMPACT ON END-USE INDUSTRIES
    - BFSI
    - Telecommunications
    - Government & Public Sector
    - Healthcare & Life Sciences
    - Manufacturing
    - Media & Entertainment
    - Retail & E-commerce
    - Software & Technology Providers
  • 5.8 INVESTMENT AND FUNDING SCENARIO
  • 5.9 CASE STUDY ANALYSIS
    FORTUNE ANALYTICS – AI-DRIVEN BUSINESS INSIGHTS THROUGH ACCENTURE TECHNOLOGY
    VODAFONE GROUP PLC UNCOVERED KEY TRENDS AND RICH INSIGHTS THROUGH PERSADO’S MOTIVATION AI
    WPP PARTNERED WITH SYNTHESIA - TRAINED 50,000 EMPLOYEES WITH AI VIDEOS
    OPPLUS & INBENTA – AI-DRIVEN CUSTOMER SERVICE TRANSFORMATION FOR BBVA
    CISCO SCALED VIDEO CONTENT LOCALIZATION USING LUMEN5
  • 5.10 TECHNOLOGY ANALYSIS
    KEY TECHNOLOGIES
    - Foundation models
    - Transformer architectures
    - Diffusion models
    - Generative adversarial networks (GANs)
    - Reinforcement learning with human feedback (RLHF)
    COMPLEMENTARY TECHNOLOGIES
    - High-performance computing (HPC)
    - Vector databases
    - Retrieval-augmented generation (RAG)
    - MLOps & LLMOps
    - Model monitoring & governance
    ADJACENT TECHNOLOGIES
    - Natural language processing (NLP)
    - Computer vision
    - Causal AI
    - Knowledge graphs
    - Speech recognition & synthesis
  • 5.11 TARIFF AND REGULATORY LANDSCAPE
    TARIFF RELATED TO PROCESSORS AND CONTROLLERS (HSN: 854231)
    REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    REGULATIONS
    - North America
    - Europe
    - Asia Pacific
    - Middle East & Africa
    - Latin America
  • 5.12 TRADE ANALYSIS
    EXPORT SCENARIO OF PROCESSORS AND CONTROLLERS
    IMPORT SCENARIO OF PROCESSORS AND CONTROLLERS
  • 5.13 PATENT ANALYSIS
    METHODOLOGY
    PATENTS FILED, BY DOCUMENT TYPE
    INNOVATION AND PATENT APPLICATIONS
  • 5.14 PRICING ANALYSIS
    AVERAGE SELLING PRICE OF OFFERING, BY KEY PLAYER, 2025
    AVERAGE SELLING PRICE, BY APPLICATION, 2025
  • 5.15 KEY CONFERENCES AND EVENTS
  • 5.16 PORTER’S FIVE FORCES ANALYSIS
    THREAT OF NEW ENTRANTS
    THREAT OF SUBSTITUTES
    BARGAINING POWER OF SUPPLIERS
    BARGAINING POWER OF BUYERS
    INTENSITY OF COMPETITION RIVALRY
  • 5.17 KEY STAKEHOLDERS AND BUYING CRITERIA
    KEY STAKEHOLDERS IN BUYING PROCESS
    BUYING CRITERIA
  • 5.18 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
GENERATIVE AI MARKET, BY OFFERING
144
  • 6.1 INTRODUCTION
    OFFERING: GENERATIVE AI MARKET DRIVERS
  • 6.2 INFRASTRUCTURE
    COMPUTE
    - Compute power drives model training and inference
    - Graphics processing units (GPUs)
    - Central processing units (CPUs)
    - Field-programmable gate arrays (FPGAs)
    MEMORY
    - High-performance memory to sustain AI workload demands
    - Double data rate (DDR)
    - High bandwidth memory (HBM)
    NETWORKING HARDWARE
    - Fast, scalable connectivity to support distributed AI systems
    - NIC/Network adapters
    - Interconnects
    STORAGE
    - Storage systems built for speed, scale, and AI readiness
  • 6.3 SOFTWARE
    FOUNDATION MODELS
    - Foundation models power diverse, scalable generative AI applications
    MODEL ENABLEMENT & ORCHESTRATION TOOLS
    - Tooling ecosystem critical to operationalizing generative AI at scale
    - Model hosting & access platforms
    - LLMOps & prompt engineering tools
    - Model fine-tuning tools
    - Model monitoring & evaluation tools
    - Governance & risk platforms
    GEN AI SAAS
    - Packaged generative AI SaaS unlocks business value across functions
    - Code generators
    - Generative design & prototyping tools
    - Synthetic data generators
    - Generative AI agents
    - Domain-specific Gen AI tools
  • 6.4 SERVICES
    GEN AI TRAINING & CONSULTING SERVICES
    - Empowering enterprises with strategic generative AI advisory and training programs
    MODEL DEVELOPMENT & FINE-TUNING SERVICES
    - Delivering customized generative AI models through development and fine-tuning expertise
    PROMPT ENGINEERING SERVICES
    - Optimizing generative AI outcomes with advanced prompt engineering techniques
    INTEGRATION & DEPLOYMENT SERVICES
    - Accelerating enterprise transformation through seamless generative AI integration and deployment
    SUPPORT & MAINTENANCE SERVICES
    - Ensuring reliability and compliance with ongoing generative AI support and maintenance
    GEN AI TRAINING DATA SERVICES
    - Enabling high-performance generative AI with curated and domain-specific training data services
    MANAGED GEN AI SERVICES
    - Simplifying AI operations with comprehensive managed generative AI solutions
GENERATIVE AI MARKET, BY DATA MODALITY
183
  • 7.1 INTRODUCTION
    DATA MODALITY: GENERATIVE AI MARKET DRIVERS
  • 7.2 TEXT
    TEXT-BASED AI POWERS HUMAN-LIKE CONTENT CREATION
  • 7.3 IMAGE
    TRANSFORMING DESIGN AND MARKETING WITH GENERATIVE IMAGES
  • 7.4 VIDEO
    COMPLEX VIDEO GENERATION THROUGH AI
  • 7.5 AUDIO & SPEECH
    ENHANCING HUMAN-MACHINE DIALOGUE THROUGH SPEECH AI
  • 7.6 CODE
    ACCELERATING SOFTWARE DEVELOPMENT THROUGH EXECUTABLE OUTPUT GENERATION
  • 7.7 MULTIMODAL
    MERGING TEXT, IMAGE, AND AUDIO FOR RICHER AI EXPERIENCES
GENERATIVE AI MARKET, BY APPLICATION
192
  • 8.1 INTRODUCTION
    APPLICATION: GENERATIVE AI MARKET DRIVERS
  • 8.2 BUSINESS INTELLIGENCE & VISUALIZATION
    ENABLING SMARTER INSIGHTS ACROSS BUSINESS FUNCTIONS
    SALES INTELLIGENCE
    MARKETING INTELLIGENCE
    HUMAN RESOURCE INTELLIGENCE
    FINANCE INTELLIGENCE
    OPERATIONS & SUPPLY CHAIN INTELLIGENCE
  • 8.3 CONTENT MANAGEMENT
    ACCELERATING DIGITAL CONTENT WORKFLOWS THROUGH AI
    CONTENT GENERATION
    CONTENT CURATION, TAGGING, & CATEGORIZATION
    DIGITAL MARKETING
    MEDIA EDITING
  • 8.4 SYNTHETIC DATA MANAGEMENT
    AI-GENERATED DATA FOR FASTER, FAIRER MODEL TRAINING
    SYNTHETIC DATA AUGMENTATION
    SYNTHETIC DATA TRAINING
  • 8.5 SEARCH & DISCOVERY
    INTELLIGENT INFORMATION ACCESS THROUGH GENERATIVE MODELS
    GENERAL SEARCH
    INSIGHT GENERATION
  • 8.6 AUTOMATION & INTEGRATION
    CONNECTING SYSTEMS AND AUTOMATING WORKFLOWS USING GENERATIVE AI
    PERSONALIZATION & RECOMMENDATION SYSTEMS
    CUSTOMER EXPERIENCE MANAGEMENT
    APPLICATION DEVELOPMENT & API INTEGRATION
    CYBERSECURITY INTELLIGENCE
  • 8.7 GENERATIVE DESIGN AI
    ACCELERATING AND EXPANDING CREATIVE POSSIBILITIES WITH GENERATIVE DESIGN AI
    DESIGN EXPLORATION & VARIATION
    MODELING & PROTOTYPING
    PRODUCT RENDERING & VISUAL COLLATERALS
  • 8.8 OTHER APPLICATIONS
GENERATIVE AI MARKET, BY END USER
223
  • 9.1 INTRODUCTION
    END USER: GENERATIVE AI MARKET DRIVERS
  • 9.2 CONSUMERS
  • 9.3 ENTERPRISES
    BFSI
    - Intelligent automation transforms BFSI workflows from KYC to regulatory compliance
    - Personalized finance advisors
    - Automated report & commentary generation
    - Intelligent underwriting & claims
    - Fraud detection & prevention
    - Regulatory reporting & compliance
    - Other BFSI use cases
    RETAIL & E-COMMERCE
    - AI transforms e-commerce through virtual assistants, SEO content, and demand forecasting
    - Product description & SEO content generation
    - Virtual shopping assistants
    - Personalized product recommendations
    - Customer query resolution
    - Demand forecasting & inventory management
    - Other retail & e-commerce use cases
    GOVERNMENT & DEFENSE
    - AI enhances defense readiness and service delivery through scenario simulations and legislative summaries
    - Policy drafting & legislative summarization
    - Citizen services chatbots
    - OSINT briefing & reporting
    - Document classification & knowledge retrieval
    - Threat scenario simulation
    - Other government & defense use cases
    TELECOMMUNICATIONS
    - Enhancing telecom efficiency with AI-powered contact centers, field services, and fraud detection
    - Network operations & fault diagnosis
    - Automated SLA reporting
    - Contact center intelligence
    - Marketing content & campaign personalization
    - Revenue assurance & fraud prevention
    - Other telecommunications use cases
    MEDIA & ENTERTAINMENT
    - Generative AI redefines content creation across film, gaming, and marketing
    - Scriptwriting & narrative generation
    - AI voiceover & dubbing
    - Visual assets generation & motion design
    - Multilingual content localization
    - Advertising & campaign copywriting
    - Synthetic influencers, hosts, & digital avatars
    - Digital rights & IP protection
    - Other media & entertainment use cases
    TRANSPORTATION & LOGISTICS
    - Generative AI empowers logistics firms with predictive routing, smart documentation, and efficient warehouse planning
    - Route optimization
    - Freight documentation
    - Fleet management
    - Warehouse management
    - Traffic scenario simulation
    - Other transportation & logistics use cases
    MANUFACTURING
    - Generative AI transforms product lifecycle from planning and design to maintenance and technical content
    - Design generation
    - Predictive maintenance
    - Quality inspection & control
    - Procurement & supplier management
    - Product planning & simulation
    - Other manufacturing use cases
    HEALTHCARE & LIFE SCIENCES
    - Improving patient outcomes and medical research with Gen AI tools and applications
    - Electronic health record (EHR) automation
    - Medical imaging
    - Virtual health assistants
    - Drug discovery & molecule design
    - Clinical trial protocol design
    - Personalized treatment plans
    - Other healthcare & life sciences use cases
    SOFTWARE & TECHNOLOGY PROVIDERS
    - Automating knowledge discovery and workflows with Gen AI in software & technology firms
    - Code generation & debugging
    - Test case generation & QA automation
    - Gen AI-assisted ITSM
    - Customer support automation
    - Knowledge discovery
    - Business process automation
    - Other software & technology provider use cases
    ENERGY & UTILITIES
    - Enhancing grid operations, asset maintenance, and forecasting using generative AI
    - Condition-based asset maintenance
    - Grid operations management
    - Renewable energy forecasting
    - Sustainability & emissions reporting
    - Digital twin simulations
    - Other energy & utilities use cases
    OTHER ENTERPRISES
GENERATIVE AI MARKET, BY REGION
267
  • 10.1 INTRODUCTION
  • 10.2 NORTH AMERICA
    NORTH AMERICA: GENERATIVE AI MARKET DRIVERS
    NORTH AMERICA: MACROECONOMIC OUTLOOK
    US
    - Advancements in foundational models and cloud infrastructure to drive market
    CANADA
    - Focus on talent development, ethical AI policies, and ecosystem collaboration to drive market
  • 10.3 EUROPE
    EUROPE: GENERATIVE AI MARKET DRIVERS
    EUROPE: MACROECONOMIC OUTLOOK
    UK
    - AI Safety Summit to drive demand for responsible AI development
    GERMANY
    - Strong public-private partnerships and collaborations between companies, startups, and universities to drive market
    FRANCE
    - Promotion of flexible AI innovation through regulatory sandboxes and startup-friendly laws to drive market
    ITALY
    - Advancements in generative AI research to drive market
    SPAIN
    - Integration of generative AI with government-backed pilot programs to drive market
    FINLAND
    - Support for homegrown businesses through Business Finland grants to drive market
    REST OF EUROPE
  • 10.4 ASIA PACIFIC
    ASIA PACIFIC: GENERATIVE AI MARKET DRIVERS
    ASIA PACIFIC: MACROECONOMIC OUTLOOK
    CHINA
    - Structured frameworks for safe AI development and deployment to drive market
    INDIA
    - Strong startup ecosystem to accelerate commercialization of AI research and innovation
    JAPAN
    - Government initiatives like Moonshot R&D and Society 5.0 to drive market
    SOUTH KOREA
    - Establishment of AI regulatory sandboxes and ethics guidelines for responsible experimentation to drive market
    SINGAPORE
    - National AI Strategy 2.0 outlining AI integration across healthcare, finance, and urban planning to drive market
    AUSTRALIA & NEW ZEALAND
    - Support for AI startup ecosystems through accelerators and R&D tax incentives to drive market
    REST OF ASIA PACIFIC
  • 10.5 MIDDLE EAST & AFRICA
    MIDDLE EAST & AFRICA: GENERATIVE AI MARKET DRIVERS
    MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK
    SAUDI ARABIA
    - Startup support programs and partnerships with global AI firms to drive market
    UAE
    - Funding and mentorship to AI startups to drive market
    SOUTH AFRICA
    - Application of generative AI in platforms tailored to diverse linguistic and cultural needs to drive market
    ISRAEL
    - Strong research institutions, mature tech ecosystem, and government support to drive market
    REST OF MIDDLE EAST & AFRICA
  • 10.6 LATIN AMERICA
    LATIN AMERICA: GENERATIVE AI MARKET DRIVERS
    LATIN AMERICA: MACROECONOMIC OUTLOOK
    BRAZIL
    - Support from Brazilian Development Bank (BNDES) for AI Startups through funding programs to drive market
    MEXICO
    - Development of generative AI tools tailored to Spanish language and Mexican cultural context to drive market
    ARGENTINA
    - Support for AI-driven startups through co-working spaces, grants, and mentorship to drive market
    REST OF LATIN AMERICA
COMPETITIVE LANDSCAPE
379
  • 11.1 OVERVIEW
  • 11.2 KEY PLAYER STRATEGIES/RIGHT TO WIN, 2020–2024
  • 11.3 REVENUE ANALYSIS, 2020–2024
  • 11.4 MARKET SHARE ANALYSIS, 2024
    MARKET RANKING ANALYSIS, 2024
  • 11.5 PRODUCT COMPARISON
    PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR
    - OpenAI (GPT-4)
    - Google (Gemini)
    - Anthropic (Claude)
    - Perplexity (Perplexity AI)
    - DeepSeek (DeepSeek)
    - xAI (Grok)
    PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR
    - OpenAI (DALL-E)
    - Midjourney (MidJourney V6)
    - Stability AI (Stable Diffusion)
    - Adobe (Adobe Firefly)
    - Runway (Runway Gen-2)
    - Google (Imagen)
    PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR
    - OpenAI (Sora)
    - Runway (Runway Gen-2)
    - Synthesia (Synthesia Studio)
    - Lumen5 (Lumen5 Video Maker)
    - Colossyan (Colossyan Creator)
    - Pika Labs (Pika)
    PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR
    - ElevenLabs (Eleven Multilingual Voice AI)
    - OpenAI (Voice Engine)
    - Play.ht (PlayAI Platform)
    - AWS (Amazon Polly)
    - Meta (Voicebox)
    - Soundful (AI Music Generator)
  • 11.6 COMPANY VALUATION AND FINANCIAL METRICS
  • 11.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2024
    STARS
    EMERGING LEADERS
    PERVASIVE PLAYERS
    PARTICIPANTS
    COMPANY FOOTPRINT: KEY PLAYERS, 2024
    - Company footprint
    - Region footprint
    - Offering footprint
    - Data modality footprint
    - End user footprint
  • 11.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2024
    PROGRESSIVE COMPANIES
    RESPONSIVE COMPANIES
    DYNAMIC COMPANIES
    STARTING BLOCKS
    COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024
    - Detailed list of key startups/SMEs
    - Competitive benchmarking of key startups/SMEs
  • 11.9 COMPETITIVE SCENARIO
    PRODUCT LAUNCHES AND ENHANCEMENTS
    DEALS
COMPANY PROFILES
461
  • 12.1 INTRODUCTION
  • 12.2 KEY PLAYERS
    MICROSOFT
    - Business overview
    - Products offered
    - Recent developments
    - MnM view
    AWS
    - Business overview
    - Products offered
    - Recent developments
    - MnM view
    GOOGLE
    - Business overview
    - Products offered
    - Recent developments
    - MnM view
    ADOBE
    - Business overview
    - Products offered
    - Recent developments
    - MnM view
    OPENAI
    - Business overview
    - Products offered
    - Recent developments
    - MnM view
    IBM
    - Business overview
    - Products offered
    - Recent developments
    META
    - Business overview
    - Products offered
    - Recent developments
    ANTHROPIC
    - Business overview
    - Products offered
    - Recent developments
    NVIDIA
    - Business overview
    - Products offered
    - Recent developments
    ACCENTURE
    - Business overview
    - Products offered
    - Recent developments
    CAPGEMINI
    - Business overview
    - Products offered
    - Recent developments
    HPE
    - Business overview
    - Products offered
    - Recent developments
    AMD
    - Business overview
    - Products offered
    - Recent developments
    ORACLE
    - Business overview
    - Products offered
    - Recent developments
    SALESFORCE
    - Business overview
    - Products offered
    - Recent developments
    TELUS INTERNATIONAL
    - Business overview
    - Products offered
    INNODATA
    - Business overview
    - Products offered
    - Recent developments
    IMERIT
    DIALPAD
    CENTIFIC
    - Business overview
    - Products offered
    - Recent developments
    FRACTAL ANALYTICS
    TIGER ANALYTICS
    QUANTIPHI
    APPEN
    DATABRICKS
  • 12.3 STARTUPS/SMES
    CURSOR
    DEEPSEEK
    XAI
    ABRIDGE
    PERPLEXITY AI
    SAMBANOVA
    INSILICO MEDICINE
    SIMPLIFIED
    AI21 LABS
    HUGGING FACE
    PERSADO
    SCALE AI
    SNORKEL
    LABELBOX
    HQE SYSTEMS
    - Business overview
    - Products offered
    LIGHTRICKS
    SPEECHIFY
    MIDJOURNEY
    FIREFLIES
    SYNTHESIA
    MOSTLY AI
    CHARACTER.AI
    HYPOTENUSE AI
    WRITESONIC
    COPY.AI
    SYNTHESIS AI
    COLOSSYAN
    INFLECTION AI
    JASPER
    RUNWAY
    INWORLD AI
    TYPEFACE
    INSTADEEP
    FORETHOUGHT
    TOGETHER AI
    UPSTAGE
    MISTRAL AI
    ADEPT
    STABILITY AI
    COHERE
  • 12.4 OPEN-SOURCE COMPANIES
    APPLE
    LG
    NOUS RESEARCH
    FONTJOY
    ELEUTHERAI
    TECHNOLOGY INNOVATION INSTITUTE
    STARRYAI
    MAGIC STUDIO
    ABACUS.AI
    OPENLM
ADJACENT AND RELATED MARKETS
599
  • 13.1 INTRODUCTION
  • 13.2 LARGE LANGUAGE MODEL MARKET – GLOBAL FORECAST TO 2030
    MARKET DEFINITION
    MARKET OVERVIEW
    - Large language model market, by offering
    - Large language model market, by architecture
    - Large language model market, by modality
    - Large language model market, by model size
    - Large language model market, by application
    - Large language model market, by end user
    - Large language model market, by region
  • 13.3 ARTIFICIAL INTELLIGENCE MARKET – GLOBAL FORECAST TO 2032
    MARKET DEFINITION
    MARKET OVERVIEW
    - Artificial intelligence (AI) market, by offering
    - Artificial intelligence (AI) market, by technology
    - Artificial intelligence (AI) market, by business function
    - Artificial intelligence (AI) market, by enterprise application
    - Artificial intelligence (AI) market, by end user
    - Artificial intelligence (AI) market, by region
APPENDIX
617
  • 14.1 DISCUSSION GUIDE
  • 14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
  • 14.3 CUSTOMIZATION OPTIONS
  • 14.4 RELATED REPORTS
  • 14.5 AUTHOR DETAILS
LIST OF TABLES
 
  • TABLE 1 GENERATIVE AI MARKET DETAILED SEGMENTATION
  • TABLE 2 USD EXCHANGE RATE, 2019–2023
  • TABLE 3 PRIMARY INTERVIEWS
  • TABLE 4 FACTOR ANALYSIS
  • TABLE 5 GENERATIVE AI MARKET: RESEARCH ASSUMPTIONS
  • TABLE 6 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2020–2024 (USD MILLION, Y-O-Y %)
  • TABLE 7 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2025–2032 (USD MILLION, Y-O-Y %)
  • TABLE 8 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS
  • TABLE 9 GENERATIVE AI MARKET: ECOSYSTEM
  • TABLE 10 US ADJUSTED RECIPROCAL TARIFF RATES
  • TABLE 11 TARIFF RELATED TO GEN AI PROCESSORS AND CONTROLLERS (HSN: 854231), 2024
  • TABLE 12 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 13 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 14 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 15 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 16 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 17 PATENTS FILED, 2016–2025
  • TABLE 18 LIST OF FEW PATENTS IN GENERATIVE AI MARKET, 2024–2025
  • TABLE 19 AVERAGE SELLING PRICE OF OFFERING, BY KEY PLAYER, 2025
  • TABLE 20 AVERAGE SELLING PRICE, BY APPLICATION, 2025
  • TABLE 21 GENERATIVE AI MARKET: LIST OF KEY CONFERENCES AND EVENTS, 2025–2026
  • TABLE 22 IMPACT OF PORTER’S FIVE FORCES ON GENERATIVE AI MARKET
  • TABLE 23 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE ENTERPRISE END USERS
  • TABLE 24 KEY BUYING CRITERIA FOR TOP THREE ENTERPRISE END-USERS
  • TABLE 25 GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 26 GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 27 GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2020–2024 (USD MILLION)
  • TABLE 28 GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2025–2032 (USD MILLION)
  • TABLE 29 GENERATIVE AI MARKET, BY COMPUTE, 2020–2024 (USD MILLION)
  • TABLE 30 GENERATIVE AI MARKET, BY COMPUTE, 2025–2032 (USD MILLION)
  • TABLE 31 GRAPHICS PROCESSING UNITS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 32 GRAPHICS PROCESSING UNITS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 33 CENTRAL PROCESSING UNITS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 34 CENTRAL PROCESSING UNITS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 35 FIELD-PROGRAMMABLE GATE ARRAYS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 36 FIELD-PROGRAMMABLE GATE ARRAYS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 37 GENERATIVE AI MARKET, BY MEMORY, 2020–2024 (USD MILLION)
  • TABLE 38 GENERATIVE AI MARKET, BY MEMORY 2025–2032 (USD MILLION)
  • TABLE 39 DDR: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 40 DDR: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 41 HBM: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 42 HBM: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 43 GENERATIVE AI MARKET, BY NETWORKING HARDWARE, 2020–2024 (USD MILLION)
  • TABLE 44 GENERATIVE AI MARKET, BY NETWORKING HARDWARE, 2025–2032 (USD MILLION)
  • TABLE 45 GENERATIVE AI MARKET, BY NIC/NETWORK ADAPTER, 2020–2024 (USD MILLION)
  • TABLE 46 GENERATIVE AI MARKET, BY NIC/NETWORK ADAPTER, 2025–2032 (USD MILLION)
  • TABLE 47 ETHERNET: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 48 ETHERNET: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 49 INFINIBAND: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 50 INFINIBAND: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 51 INTERCONNECTS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 52 INTERCONNECTS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 53 STORAGE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 54 STORAGE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 55 GENERATIVE AI MARKET, BY SOFTWARE, 2020–2024 (USD MILLION)
  • TABLE 56 GENERATIVE AI MARKET, BY SOFTWARE, 2025–2032 (USD MILLION)
  • TABLE 57 FOUNDATION MODELS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 58 FOUNDATION MODELS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 59 GENERATIVE AI MARKET, BY MODEL ENABLEMENT & ORCHESTRATION TOOL, 2020–2024 (USD MILLION)
  • TABLE 60 GENERATIVE AI MARKET, BY MODEL ENABLEMENT & ORCHESTRATION TOOL, 2025–2032 (USD MILLION)
  • TABLE 61 MODEL HOSTING & ACCESS PLATFORMS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 62 MODEL HOSTING & ACCESS PLATFORMS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 63 LLMOPS & PROMPT ENGINEERING TOOLS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 64 LLMOPS & PROMPT ENGINEERING TOOLS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 65 MODEL FINE-TUNING TOOLS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 66 MODEL FINE-TUNING TOOLS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 67 MODEL MONITORING & EVALUATION TOOLS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 68 MODEL MONITORING & EVALUATION TOOLS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 69 GOVERNANCE & RISK PLATFORMS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 70 GOVERNANCE & RISK PLATFORMS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 71 GENERATIVE AI MARKET, BY GEN AI SAAS, 2020–2024 (USD MILLION)
  • TABLE 72 GENERATIVE AI MARKET, BY GEN AI SAAS, 2025–2032 (USD MILLION)
  • TABLE 73 CODE GENERATORS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 74 CODE GENERATORS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 75 GENERATIVE DESIGN & PROTOTYPING TOOLS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 76 GENERATIVE DESIGN & PROTOTYPING TOOLS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 77 SYNTHETIC DATA GENERATORS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 78 SYNTHETIC DATA GENERATORS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 79 GENERATIVE AI AGENTS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 80 GENERATIVE AI AGENTS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 81 DOMAIN-SPECIFIC GEN AI TOOLS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 82 DOMAIN-SPECIFIC GEN AI TOOLS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 83 GENERATIVE AI MARKET, BY SERVICE, 2020–2024 (USD MILLION)
  • TABLE 84 GENERATIVE AI MARKET, BY SERVICE, 2025–2032 (USD MILLION)
  • TABLE 85 GEN AI TRAINING & CONSULTING SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 86 GEN AI TRAINING & CONSULTING SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 87 MODEL DEVELOPMENT & FINE-TUNING SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 88 MODEL DEVELOPMENT & FINE-TUNING SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 89 PROMPT ENGINEERING SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 90 PROMPT ENGINEERING SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 91 INTEGRATION & DEPLOYMENT SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 92 INTEGRATION & DEPLOYMENT SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 93 SUPPORT & MAINTENANCE SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 94 SUPPORT & MAINTENANCE SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 95 GEN AI TRAINING DATA SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 96 GEN AI TRAINING DATA SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 97 MANAGED GEN AI SERVICES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 98 MANAGED GEN AI SERVICES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 99 GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION)
  • TABLE 100 GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION)
  • TABLE 101 TEXT: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 102 TEXT: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 103 IMAGE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 104 IMAGE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 105 VIDEO: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 106 VIDEO: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 107 AUDIO & SPEECH: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 108 AUDIO & SPEECH: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 109 CODE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 110 CODE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 111 MULTIMODAL: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 112 MULTIMODAL: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 113 GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION)
  • TABLE 114 GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION)
  • TABLE 115 APPLICATION: GENERATIVE AI MARKET, BY BUSINESS INTELLIGENCE & VISUALIZATION, 2020–2024 (USD MILLION)
  • TABLE 116 APPLICATION: GENERATIVE AI MARKET, BY BUSINESS INTELLIGENCE & VISUALIZATION, 2025–2032 (USD MILLION)
  • TABLE 117 SALES INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 118 SALES INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 119 MARKETING INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 120 MARKETING INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 121 HUMAN RESOURCE INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 122 HUMAN RESOURCE INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 123 FINANCE INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 124 FINANCE INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 125 OPERATIONS & SUPPLY CHAIN INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 126 OPERATIONS & SUPPLY CHAIN INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 127 APPLICATION: GENERATIVE AI MARKET, BY CONTENT MANAGEMENT, 2020–2024 (USD MILLION)
  • TABLE 128 APPLICATION: GENERATIVE AI MARKET, BY CONTENT MANAGEMENT, 2025–2032 (USD MILLION)
  • TABLE 129 CONTENT GENERATION: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 130 CONTENT GENERATION: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 131 CONTENT CURATION, TAGGING, & CATEGORIZATION: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 132 CONTENT CURATION, TAGGING, & CATEGORIZATION: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 133 DIGITAL MARKETING: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 134 DIGITAL MARKETING: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 135 MEDIA EDITING: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 136 MEDIA EDITING: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 137 APPLICATION: GENERATIVE AI MARKET, BY SYNTHETIC DATA MANAGEMENT, 2020–2024 (USD MILLION)
  • TABLE 138 APPLICATION: GENERATIVE AI MARKET, BY SYNTHETIC DATA MANAGEMENT, 2025–2032 (USD MILLION)
  • TABLE 139 SYNTHETIC DATA AUGMENTATION: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 140 SYNTHETIC DATA AUGMENTATION: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 141 SYNTHETIC DATA TRAINING: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 142 SYNTHETIC DATA TRAINING: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 143 APPLICATION: GENERATIVE AI MARKET, BY SEARCH & DISCOVERY, 2020–2024 (USD MILLION)
  • TABLE 144 APPLICATION: GENERATIVE AI MARKET, BY SEARCH & DISCOVERY, 2025–2032 (USD MILLION)
  • TABLE 145 GENERAL SEARCH: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 146 GENERAL SEARCH: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 147 INSIGHT GENERATION: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 148 INSIGHT GENERATION: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 149 APPLICATION: GENERATIVE AI MARKET, BY AUTOMATION & INTEGRATION, 2020–2024 (USD MILLION)
  • TABLE 150 APPLICATION: GENERATIVE AI MARKET, BY AUTOMATION & INTEGRATION, 2025–2032 (USD MILLION)
  • TABLE 151 PERSONALIZATION & RECOMMENDATION SYSTEMS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 152 PERSONALIZATION & RECOMMENDATION SYSTEMS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 153 CUSTOMER EXPERIENCE MANAGEMENT: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 154 CUSTOMER EXPERIENCE MANAGEMENT: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 155 APPLICATION DEVELOPMENT & API INTEGRATION: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 156 APPLICATION DEVELOPMENT & API INTEGRATION: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 157 CYBERSECURITY INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 158 CYBERSECURITY INTELLIGENCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 159 APPLICATION: GENERATIVE AI MARKET, BY GENERATIVE DESIGN AI, 2020–2024 (USD MILLION)
  • TABLE 160 APPLICATION: GENERATIVE AI MARKET, BY GENERATIVE DESIGN AI, 2025–2032 (USD MILLION)
  • TABLE 161 DESIGN EXPLORATION & VARIATION: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 162 DESIGN EXPLORATION & VARIATION: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 163 MODELING & PROTOTYPING: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 164 MODELING & PROTOTYPING: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 165 PRODUCT RENDERING & VISUAL COLLATERALS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 166 PRODUCT RENDERING & VISUAL COLLATERALS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 167 OTHER APPLICATIONS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 168 OTHER APPLICATIONS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 169 GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION)
  • TABLE 170 GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION)
  • TABLE 171 CONSUMERS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 172 CONSUMERS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 173 ENTERPRISES: GENERATIVE AI MARKET, BY TYPE, 2020–2024 (USD MILLION)
  • TABLE 174 ENTERPRISES: GENERATIVE AI MARKET, BY TYPE, 2025–2032 (USD MILLION)
  • TABLE 175 BFSI: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION)
  • TABLE 176 BFSI: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION)
  • TABLE 177 BFSI: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 178 BFSI: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 179 RETAIL & E-COMMERCE: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION)
  • TABLE 180 RETAIL & E-COMMERCE: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION)
  • TABLE 181 RETAIL & E-COMMERCE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 182 RETAIL & E-COMMERCE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 183 GOVERNMENT & DEFENSE: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION)
  • TABLE 184 GOVERNMENT & DEFENSE: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION)
  • TABLE 185 GOVERNMENT & DEFENSE: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 186 GOVERNMENT & DEFENSE: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 187 TELECOMMUNICATIONS: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION)
  • TABLE 188 TELECOMMUNICATIONS: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION)
  • TABLE 189 TELECOMMUNICATIONS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 190 TELECOMMUNICATIONS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 191 MEDIA & ENTERTAINMENT: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION)
  • TABLE 192 MEDIA & ENTERTAINMENT: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION)
  • TABLE 193 MEDIA & ENTERTAINMENT: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 194 MEDIA & ENTERTAINMENT: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 195 TRANSPORTATION & LOGISTICS: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION)
  • TABLE 196 TRANSPORTATION & LOGISTICS: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION)
  • TABLE 197 TRANSPORTATION & LOGISTICS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 198 TRANSPORTATION & LOGISTICS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 199 MANUFACTURING: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION)
  • TABLE 200 MANUFACTURING: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION)
  • TABLE 201 MANUFACTURING: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 202 MANUFACTURING: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 203 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION)
  • TABLE 204 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION)
  • TABLE 205 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 206 HEALTHCARE & LIFE SCIENCES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 207 SOFTWARE & TECHNOLOGY PROVIDERS: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION)
  • TABLE 208 SOFTWARE & TECHNOLOGY PROVIDERS: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION)
  • TABLE 209 SOFTWARE & TECHNOLOGY PROVIDERS: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 210 SOFTWARE & TECHNOLOGY PROVIDERS: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 211 ENERGY & UTILITIES: GENERATIVE AI MARKET, BY USE CASE, 2020–2024 (USD MILLION)
  • TABLE 212 ENERGY & UTILITIES: GENERATIVE AI MARKET, BY USE CASE, 2025–2032 (USD MILLION)
  • TABLE 213 ENERGY & UTILITIES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 214 ENERGY & UTILITIES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 215 OTHER ENTERPRISES: GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 216 OTHER ENTERPRISES: GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 217 GENERATIVE AI MARKET, BY REGION, 2020–2024 (USD MILLION)
  • TABLE 218 GENERATIVE AI MARKET, BY REGION, 2025–2032 (USD MILLION)
  • TABLE 219 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 220 NORTH AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 221 NORTH AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2020–2024 (USD MILLION)
  • TABLE 222 NORTH AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2025–2032 (USD MILLION)
  • TABLE 223 NORTH AMERICA: GENERATIVE AI MARKET, BY SOFTWARE, 2020–2024 (USD MILLION)
  • TABLE 224 NORTH AMERICA: GENERATIVE AI MARKET, BY SOFTWARE, 2025–2032 (USD MILLION)
  • TABLE 225 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2020–2024 (USD MILLION)
  • TABLE 226 NORTH AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2025–2032 (USD MILLION)
  • TABLE 227 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION)
  • TABLE 228 NORTH AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION)
  • TABLE 229 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION)
  • TABLE 230 NORTH AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION)
  • TABLE 231 NORTH AMERICA: GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION)
  • TABLE 232 NORTH AMERICA: GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION)
  • TABLE 233 NORTH AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2020–2024 (USD MILLION)
  • TABLE 234 NORTH AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2025–2032 (USD MILLION)
  • TABLE 235 NORTH AMERICA: GENERATIVE AI MARKET, BY BFSI, 2020–2024 (USD MILLION)
  • TABLE 236 NORTH AMERICA: GENERATIVE AI MARKET, BY BFSI, 2025–2032 (USD MILLION)
  • TABLE 237 NORTH AMERICA: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2020–2024 (USD MILLION)
  • TABLE 238 NORTH AMERICA: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2025–2032 (USD MILLION)
  • TABLE 239 NORTH AMERICA: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2020–2024 (USD MILLION)
  • TABLE 240 NORTH AMERICA: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2025–2032 (USD MILLION)
  • TABLE 241 NORTH AMERICA: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2020–2024 (USD MILLION)
  • TABLE 242 NORTH AMERICA: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2025–2032 (USD MILLION)
  • TABLE 243 NORTH AMERICA: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2020–2024 (USD MILLION)
  • TABLE 244 NORTH AMERICA: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2025–2032 (USD MILLION)
  • TABLE 245 NORTH AMERICA: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2020–2024 (USD MILLION)
  • TABLE 246 NORTH AMERICA: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2025–2032 (USD MILLION)
  • TABLE 247 NORTH AMERICA: GENERATIVE AI MARKET, BY MANUFACTURING, 2020–2024 (USD MILLION)
  • TABLE 248 NORTH AMERICA: GENERATIVE AI MARKET, BY MANUFACTURING, 2025–2032 (USD MILLION)
  • TABLE 249 NORTH AMERICA: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2020–2024 (USD MILLION)
  • TABLE 250 NORTH AMERICA: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2025–2032 (USD MILLION)
  • TABLE 251 NORTH AMERICA: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2020–2024 (USD MILLION)
  • TABLE 252 NORTH AMERICA: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2025–2032 (USD MILLION)
  • TABLE 253 NORTH AMERICA: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2020–2024 (USD MILLION)
  • TABLE 254 NORTH AMERICA: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2025–2032 (USD MILLION)
  • TABLE 255 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2020–2024 (USD MILLION)
  • TABLE 256 NORTH AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2025–2032 (USD MILLION)
  • TABLE 257 US: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 258 US: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 259 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 260 CANADA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 261 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 262 EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 263 EUROPE: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2020–2024 (USD MILLION)
  • TABLE 264 EUROPE: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2025–2032 (USD MILLION)
  • TABLE 265 EUROPE: GENERATIVE AI MARKET, BY SOFTWARE, 2020–2024 (USD MILLION)
  • TABLE 266 EUROPE: GENERATIVE AI MARKET, BY SOFTWARE, 2025–2032 (USD MILLION)
  • TABLE 267 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2020–2024 (USD MILLION)
  • TABLE 268 EUROPE: GENERATIVE AI MARKET, BY SERVICE, 2025–2032 (USD MILLION)
  • TABLE 269 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION)
  • TABLE 270 EUROPE: GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION)
  • TABLE 271 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION)
  • TABLE 272 EUROPE: GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION)
  • TABLE 273 EUROPE: GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION)
  • TABLE 274 EUROPE: GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION)
  • TABLE 275 EUROPE: GENERATIVE AI MARKET, BY ENTERPRISE, 2020–2024 (USD MILLION)
  • TABLE 276 EUROPE: GENERATIVE AI MARKET, BY ENTERPRISE, 2025–2032 (USD MILLION)
  • TABLE 277 EUROPE: GENERATIVE AI MARKET, BY BFSI, 2020–2024 (USD MILLION)
  • TABLE 278 EUROPE: GENERATIVE AI MARKET, BY BFSI, 2025–2032 (USD MILLION)
  • TABLE 279 EUROPE: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2020–2024 (USD MILLION)
  • TABLE 280 EUROPE: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2025–2032 (USD MILLION)
  • TABLE 281 EUROPE: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2020–2024 (USD MILLION)
  • TABLE 282 EUROPE: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2025–2032 (USD MILLION)
  • TABLE 283 EUROPE: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2020–2024 (USD MILLION)
  • TABLE 284 EUROPE: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2025–2032 (USD MILLION)
  • TABLE 285 EUROPE: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2020–2024 (USD MILLION)
  • TABLE 286 EUROPE: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2025–2032 (USD MILLION)
  • TABLE 287 EUROPE: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2020–2024 (USD MILLION)
  • TABLE 288 EUROPE: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2025–2032 (USD MILLION)
  • TABLE 289 EUROPE: GENERATIVE AI MARKET, BY MANUFACTURING, 2020–2024 (USD MILLION)
  • TABLE 290 EUROPE: GENERATIVE AI MARKET, BY MANUFACTURING, 2025–2032 (USD MILLION)
  • TABLE 291 EUROPE: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2020–2024 (USD MILLION)
  • TABLE 292 EUROPE: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2025–2032 (USD MILLION)
  • TABLE 293 EUROPE: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2020–2024 (USD MILLION)
  • TABLE 294 EUROPE: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2025–2032 (USD MILLION)
  • TABLE 295 EUROPE: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2020–2024 (USD MILLION)
  • TABLE 296 EUROPE: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2025–2032 (USD MILLION)
  • TABLE 297 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2020–2024 (USD MILLION)
  • TABLE 298 EUROPE: GENERATIVE AI MARKET, BY COUNTRY, 2025–2032 (USD MILLION)
  • TABLE 299 UK: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 300 UK: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 301 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 302 GERMANY: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 303 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 304 FRANCE: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 305 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 306 ITALY: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 307 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 308 SPAIN: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 309 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 310 FINLAND: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 311 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 312 REST OF EUROPE: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 313 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 314 ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 315 ASIA PACIFIC: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2020–2024 (USD MILLION)
  • TABLE 316 ASIA PACIFIC: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2025–2032 (USD MILLION)
  • TABLE 317 ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE, 2020–2024 (USD MILLION)
  • TABLE 318 ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE, 2025–2032 (USD MILLION)
  • TABLE 319 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2020–2024 (USD MILLION)
  • TABLE 320 ASIA PACIFIC: GENERATIVE AI MARKET, BY SERVICE, 2025–2032 (USD MILLION)
  • TABLE 321 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION)
  • TABLE 322 ASIA PACIFIC: GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION)
  • TABLE 323 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION)
  • TABLE 324 ASIA PACIFIC: GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION)
  • TABLE 325 ASIA PACIFIC: GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION)
  • TABLE 326 ASIA PACIFIC: GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION)
  • TABLE 327 ASIA PACIFIC: GENERATIVE AI MARKET, BY ENTERPRISE, 2020–2024 (USD MILLION)
  • TABLE 328 ASIA PACIFIC: GENERATIVE AI MARKET, BY ENTERPRISE, 2025–2032 (USD MILLION)
  • TABLE 329 ASIA PACIFIC: GENERATIVE AI MARKET, BY BFSI, 2020–2024 (USD MILLION)
  • TABLE 330 ASIA PACIFIC: GENERATIVE AI MARKET, BY BFSI, 2025–2032 (USD MILLION)
  • TABLE 331 ASIA PACIFIC: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2020–2024 (USD MILLION)
  • TABLE 332 ASIA PACIFIC: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2025–2032 (USD MILLION)
  • TABLE 333 ASIA PACIFIC: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2020–2024 (USD MILLION)
  • TABLE 334 ASIA PACIFIC: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2025–2032 (USD MILLION)
  • TABLE 335 ASIA PACIFIC: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2020–2024 (USD MILLION)
  • TABLE 336 ASIA PACIFIC: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2025–2032 (USD MILLION)
  • TABLE 337 ASIA PACIFIC: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2020–2024 (USD MILLION)
  • TABLE 338 ASIA PACIFIC: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2025–2032 (USD MILLION)
  • TABLE 339 ASIA PACIFIC: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2020–2024 (USD MILLION)
  • TABLE 340 ASIA PACIFIC: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2025–2032 (USD MILLION)
  • TABLE 341 ASIA PACIFIC: GENERATIVE AI MARKET, BY MANUFACTURING, 2020–2024 (USD MILLION)
  • TABLE 342 ASIA PACIFIC: GENERATIVE AI MARKET, BY MANUFACTURING, 2025–2032 (USD MILLION)
  • TABLE 343 ASIA PACIFIC: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2020–2024 (USD MILLION)
  • TABLE 344 ASIA PACIFIC: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2025–2032 (USD MILLION)
  • TABLE 345 ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2020–2024 (USD MILLION)
  • TABLE 346 ASIA PACIFIC: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2025–2032 (USD MILLION)
  • TABLE 347 ASIA PACIFIC: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2020–2024 (USD MILLION)
  • TABLE 348 ASIA PACIFIC: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2025–2032 (USD MILLION)
  • TABLE 349 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2020–2024 (USD MILLION)
  • TABLE 350 ASIA PACIFIC: GENERATIVE AI MARKET, BY COUNTRY, 2025–2032 (USD MILLION)
  • TABLE 351 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 352 CHINA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 353 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 354 INDIA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 355 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 356 JAPAN: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 357 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 358 SOUTH KOREA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 359 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 360 SINGAPORE: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 361 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 362 AUSTRALIA & NEW ZEALAND: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 363 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 364 REST OF ASIA PACIFIC: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 365 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 366 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 367 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2020–2024 (USD MILLION)
  • TABLE 368 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2025–2032 (USD MILLION)
  • TABLE 369 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE, 2020–2024 (USD MILLION)
  • TABLE 370 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE, 2025–2032 (USD MILLION)
  • TABLE 371 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2020–2024 (USD MILLION)
  • TABLE 372 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SERVICE, 2025–2032 (USD MILLION)
  • TABLE 373 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION)
  • TABLE 374 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION)
  • TABLE 375 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION)
  • TABLE 376 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION)
  • TABLE 377 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION)
  • TABLE 378 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION)
  • TABLE 379 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2020–2024 (USD MILLION)
  • TABLE 380 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2025–2032 (USD MILLION)
  • TABLE 381 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY BFSI, 2020–2024 (USD MILLION)
  • TABLE 382 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY BFSI, 2025–2032 (USD MILLION)
  • TABLE 383 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2020–2024 (USD MILLION)
  • TABLE 384 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2025–2032 (USD MILLION)
  • TABLE 385 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2020–2024 (USD MILLION)
  • TABLE 386 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2025–2032 (USD MILLION)
  • TABLE 387 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2020–2024 (USD MILLION)
  • TABLE 388 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2025–2032 (USD MILLION)
  • TABLE 389 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2020–2024 (USD MILLION)
  • TABLE 390 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2025–2032 (USD MILLION)
  • TABLE 391 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2020–2024 (USD MILLION)
  • TABLE 392 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2025–2032 (USD MILLION)
  • TABLE 393 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY MANUFACTURING, 2020–2024 (USD MILLION)
  • TABLE 394 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY MANUFACTURING, 2025–2032 (USD MILLION)
  • TABLE 395 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2020–2024 (USD MILLION)
  • TABLE 396 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2025–2032 (USD MILLION)
  • TABLE 397 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2020–2024 (USD MILLION)
  • TABLE 398 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2025–2032 (USD MILLION)
  • TABLE 399 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2020–2024 (USD MILLION)
  • TABLE 400 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2025–2032 (USD MILLION)
  • TABLE 401 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2020–2024 (USD MILLION)
  • TABLE 402 MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY COUNTRY, 2025–2032 (USD MILLION)
  • TABLE 403 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 404 SAUDI ARABIA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 405 UAE: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 406 UAE: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 407 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 408 SOUTH AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 409 ISRAEL: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 410 ISRAEL: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 411 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 412 REST OF MIDDLE EAST & AFRICA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 413 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 414 LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 415 LATIN AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2020–2024 (USD MILLION)
  • TABLE 416 LATIN AMERICA: GENERATIVE AI MARKET, BY INFRASTRUCTURE, 2025–2032 (USD MILLION)
  • TABLE 417 LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE, 2020–2024 (USD MILLION)
  • TABLE 418 LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE, 2025–2032 (USD MILLION)
  • TABLE 419 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2020–2024 (USD MILLION)
  • TABLE 420 LATIN AMERICA: GENERATIVE AI MARKET, BY SERVICE, 2025–2032 (USD MILLION)
  • TABLE 421 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2020–2024 (USD MILLION)
  • TABLE 422 LATIN AMERICA: GENERATIVE AI MARKET, BY DATA MODALITY, 2025–2032 (USD MILLION)
  • TABLE 423 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2020–2024 (USD MILLION)
  • TABLE 424 LATIN AMERICA: GENERATIVE AI MARKET, BY APPLICATION, 2025–2032 (USD MILLION)
  • TABLE 425 LATIN AMERICA: GENERATIVE AI MARKET, BY END USER, 2020–2024 (USD MILLION)
  • TABLE 426 LATIN AMERICA: GENERATIVE AI MARKET, BY END USER, 2025–2032 (USD MILLION)
  • TABLE 427 LATIN AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2020–2024 (USD MILLION)
  • TABLE 428 LATIN AMERICA: GENERATIVE AI MARKET, BY ENTERPRISE, 2025–2032 (USD MILLION)
  • TABLE 429 LATIN AMERICA: GENERATIVE AI MARKET, BY BFSI, 2020–2024 (USD MILLION)
  • TABLE 430 LATIN AMERICA: GENERATIVE AI MARKET, BY BFSI, 2025–2032 (USD MILLION)
  • TABLE 431 LATIN AMERICA: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2020–2024 (USD MILLION)
  • TABLE 432 LATIN AMERICA: GENERATIVE AI MARKET, BY RETAIL & E-COMMERCE, 2025–2032 (USD MILLION)
  • TABLE 433 LATIN AMERICA: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2020–2024 (USD MILLION)
  • TABLE 434 LATIN AMERICA: GENERATIVE AI MARKET, BY GOVERNMENT & DEFENSE, 2025–2032 (USD MILLION)
  • TABLE 435 LATIN AMERICA: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2020–2024 (USD MILLION)
  • TABLE 436 LATIN AMERICA: GENERATIVE AI MARKET, BY TELECOMMUNICATION, 2025–2032 (USD MILLION)
  • TABLE 437 LATIN AMERICA: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2020–2024 (USD MILLION)
  • TABLE 438 LATIN AMERICA: GENERATIVE AI MARKET, BY MEDIA & ENTERTAINMENT, 2025–2032 (USD MILLION)
  • TABLE 439 LATIN AMERICA: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2020–2024 (USD MILLION)
  • TABLE 440 LATIN AMERICA: GENERATIVE AI MARKET, BY TRANSPORTATION & LOGISTICS, 2025–2032 (USD MILLION)
  • TABLE 441 LATIN AMERICA: GENERATIVE AI MARKET, BY MANUFACTURING, 2020–2024 (USD MILLION)
  • TABLE 442 LATIN AMERICA: GENERATIVE AI MARKET, BY MANUFACTURING, 2025–2032 (USD MILLION)
  • TABLE 443 LATIN AMERICA: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2020–2024 (USD MILLION)
  • TABLE 444 LATIN AMERICA: GENERATIVE AI MARKET, BY HEALTHCARE & LIFE SCIENCE, 2025–2032 (USD MILLION)
  • TABLE 445 LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2020–2024 (USD MILLION)
  • TABLE 446 LATIN AMERICA: GENERATIVE AI MARKET, BY SOFTWARE & TECHNOLOGY PROVIDER, 2025–2032 (USD MILLION)
  • TABLE 447 LATIN AMERICA: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2020–2024 (USD MILLION)
  • TABLE 448 LATIN AMERICA: GENERATIVE AI MARKET, BY ENERGY & UTILITY, 2025–2032 (USD MILLION)
  • TABLE 449 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2020–2024 (USD MILLION)
  • TABLE 450 LATIN AMERICA: GENERATIVE AI MARKET, BY COUNTRY, 2025–2032 (USD MILLION)
  • TABLE 451 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 452 BRAZIL: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 453 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 454 MEXICO: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 455 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 456 ARGENTINA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 457 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2020–2024 (USD MILLION)
  • TABLE 458 REST OF LATIN AMERICA: GENERATIVE AI MARKET, BY OFFERING, 2025–2032 (USD MILLION)
  • TABLE 459 OVERVIEW OF STRATEGIES ADOPTED BY KEY GENERATIVE AI VENDORS, 2020–2024
  • TABLE 460 GENERATIVE AI MARKET: DEGREE OF COMPETITION
  • TABLE 461 GENERATIVE AI MARKET: REGION FOOTPRINT
  • TABLE 462 GENERATIVE AI MARKET: OFFERING FOOTPRINT
  • TABLE 463 GENERATIVE AI MARKET: DATA MODALITY FOOTPRINT
  • TABLE 464 GENERATIVE AI MARKET: END USER FOOTPRINT
  • TABLE 465 GENERATIVE AI MARKET: KEY STARTUPS/SMES
  • TABLE 466 GENERATIVE AI MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES
  • TABLE 467 GENERATIVE AI MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2023–MAY 2025
  • TABLE 468 GENERATIVE AI MARKET: DEALS, JANUARY 2023–MAY 2025
  • TABLE 469 MICROSOFT: COMPANY OVERVIEW
  • TABLE 470 MICROSOFT: PRODUCTS OFFERED
  • TABLE 471 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 472 MICROSOFT: DEALS
  • TABLE 473 AWS: COMPANY OVERVIEW
  • TABLE 474 AWS: PRODUCTS OFFERED
  • TABLE 475 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 476 AWS: DEALS
  • TABLE 477 GOOGLE: COMPANY OVERVIEW
  • TABLE 478 GOOGLE: PRODUCTS OFFERED
  • TABLE 479 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 480 GOOGLE: DEALS
  • TABLE 481 ADOBE: COMPANY OVERVIEW
  • TABLE 482 ADOBE: PRODUCTS OFFERED
  • TABLE 483 ADOBE: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 484 ADOBE: DEALS
  • TABLE 485 OPENAI: COMPANY OVERVIEW
  • TABLE 486 OPENAI: PRODUCTS OFFERED
  • TABLE 487 OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 488 OPENAI: DEALS
  • TABLE 489 IBM: COMPANY OVERVIEW
  • TABLE 490 IBM: PRODUCTS OFFERED
  • TABLE 491 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 492 IBM: DEALS
  • TABLE 493 META: COMPANY OVERVIEW
  • TABLE 494 META: PRODUCTS OFFERED
  • TABLE 495 META: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 496 META: DEALS
  • TABLE 497 ANTHROPIC: COMPANY OVERVIEW
  • TABLE 498 ANTHROPIC: PRODUCTS OFFERED
  • TABLE 499 ANTHROPIC: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 500 ANTHROPIC: DEALS
  • TABLE 501 NVIDIA: COMPANY OVERVIEW
  • TABLE 502 NVIDIA: PRODUCTS OFFERED
  • TABLE 503 NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 504 NVIDIA: DEALS
  • TABLE 505 ACCENTURE: COMPANY OVERVIEW
  • TABLE 506 ACCENTURE: PRODUCTS OFFERED
  • TABLE 507 ACCENTURE: DEALS
  • TABLE 508 CAPGEMINI: COMPANY OVERVIEW
  • TABLE 509 CAPGEMINI: PRODUCTS OFFERED
  • TABLE 510 CAPGEMINI: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 511 CAPGEMINI: DEALS
  • TABLE 512 HPE: COMPANY OVERVIEW
  • TABLE 513 HPE: PRODUCTS OFFERED
  • TABLE 514 HPE: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 515 HPE: DEALS
  • TABLE 516 AMD: COMPANY OVERVIEW
  • TABLE 517 AMD: PRODUCTS OFFERED
  • TABLE 518 AMD: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 519 AMD: DEALS
  • TABLE 520 ORACLE: COMPANY OVERVIEW
  • TABLE 521 ORACLE: PRODUCTS OFFERED
  • TABLE 522 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 523 ORACLE: DEALS
  • TABLE 524 SALESFORCE: COMPANY OVERVIEW
  • TABLE 525 SALESFORCE: PRODUCTS OFFERED
  • TABLE 526 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 527 SALESFORCE: DEALS
  • TABLE 528 TELUS INTERNATIONAL: COMPANY OVERVIEW
  • TABLE 529 TELUS INTERNATIONAL: PRODUCTS OFFERED
  • TABLE 530 INNODATA: COMPANY OVERVIEW
  • TABLE 531 INNODATA: PRODUCTS OFFERED
  • TABLE 532 INNODATA: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 533 CENTIFIC: COMPANY OVERVIEW
  • TABLE 534 CENTIFIC: PRODUCTS OFFERED
  • TABLE 535 CENTIFIC: PRODUCT LAUNCHES AND ENHANCEMENTS
  • TABLE 536 CENTIFIC: DEALS
  • TABLE 537 HQE SYSTEMS: COMPANY OVERVIEW
  • TABLE 538 HQE SYSTEMS: PRODUCTS OFFERED
  • TABLE 539 LARGE LANGUAGE MODEL MARKET, BY OFFERING, 2020–2023 (USD MILLION)
  • TABLE 540 LARGE LANGUAGE MODEL MARKET, BY OFFERING, 2024–2030 (USD MILLION)
  • TABLE 541 LARGE LANGUAGE MODEL MARKET, BY ARCHITECTURE, 2020–2023 (USD MILLION)
  • TABLE 542 LARGE LANGUAGE MODEL MARKET, BY ARCHITECTURE, 2024–2030 (USD MILLION)
  • TABLE 543 LARGE LANGUAGE MODEL MARKET, BY MODALITY, 2020–2023 (USD MILLION)
  • TABLE 544 LARGE LANGUAGE MODEL MARKET, BY MODALITY, 2024–2030 (USD MILLION)
  • TABLE 545 LARGE LANGUAGE MODEL MARKET, BY MODEL SIZE, 2020–2023 (USD MILLION)
  • TABLE 546 LARGE LANGUAGE MODEL MARKET, BY MODEL SIZE, 2024–2030 (USD MILLION)
  • TABLE 547 LARGE LANGUAGE MODEL MARKET, BY APPLICATION, 2020–2023 (USD MILLION)
  • TABLE 548 LARGE LANGUAGE MODEL MARKET, BY APPLICATION, 2024–2030 (USD MILLION)
  • TABLE 549 LARGE LANGUAGE MODEL MARKET, BY END USER, 2020–2023 (USD MILLION)
  • TABLE 550 LARGE LANGUAGE MODEL MARKET, BY END USER, 2024–2030 (USD MILLION)
  • TABLE 551 LARGE LANGUAGE MODEL MARKET, BY REGION, 2020–2023 (USD MILLION)
  • TABLE 552 LARGE LANGUAGE MODEL MARKET, BY REGION, 2024–2030 (USD MILLION)
  • TABLE 553 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2020–2024 (USD BILLION)
  • TABLE 554 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2025–2032 (USD BILLION)
  • TABLE 555 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2020–2024 (USD BILLION)
  • TABLE 556 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2025–2032 (USD BILLION)
  • TABLE 557 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2020–2024 (USD BILLION)
  • TABLE 558 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2025–2032 (USD BILLION)
  • TABLE 559 ARTIFICIAL INTELLIGENCE MARKET, BY ENTERPRISE APPLICATION, 2020–2024 (USD BILLION)
  • TABLE 560 ARTIFICIAL INTELLIGENCE MARKET, BY ENTERPRISE APPLICATION, 2025–2032 (USD BILLION)
  • TABLE 561 ARTIFICIAL INTELLIGENCE MARKET, BY END USER, 2020–2024 (USD BILLION)
  • TABLE 562 ARTIFICIAL INTELLIGENCE MARKET, BY END USER, 2025–2032 (USD BILLION)
  • TABLE 563 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2020–2024 (USD BILLION)
  • TABLE 564 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2025–2032 (USD BILLION)
LIST OF FIGURES
 
  • FIGURE 1 GENERATIVE AI MARKET: RESEARCH DESIGN
  • FIGURE 2 DATA TRIANGULATION
  • FIGURE 3 GENERATIVE AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
  • FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1, BOTTOM-UP (SUPPLY-SIDE): REVENUE FROM SOFTWARE/INFRASTRUCTURE/SERVICES OF GENERATIVE AI MARKET
  • FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/INFRASTRUCTURE/SERVICES OF GENERATIVE AI MARKET
  • FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/INFRASTRUCTURE/ SERVICES OF GENERATIVE AI MARKET
  • FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF GENERATIVE AI THROUGH OVERALL IT SPENDING
  • FIGURE 8 GENERATIVE AI MARKET: RESEARCH LIMITATIONS
  • FIGURE 9 INFRASTRUCTURE SEGMENT TO ACCOUNT FOR LARGEST MARKET SIZE IN 2025
  • FIGURE 10 COMPUTE SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2025
  • FIGURE 11 GENERATIVE AI SAAS TO BE LARGEST SOFTWARE SEGMENT IN 2025
  • FIGURE 12 MODEL DEVELOPMENT & FINE-TUNING SERVICES SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2025
  • FIGURE 13 TEXT SEGMENT TO DOMINATE MARKET IN 2025
  • FIGURE 14 CONTENT MANAGEMENT SEGMENT TO LEAD MARKET IN 2025
  • FIGURE 15 ENTERPRISES SEGMENT TO DOMINATE MARKET IN 2025
  • FIGURE 16 HEALTHCARE & LIFE SCIENCES SEGMENT TO REGISTER HIGHEST GROWTH RATE DURING FORECAST PERIOD
  • FIGURE 17 ASIA PACIFIC TO REGISTER FASTEST GROWTH RATE BETWEEN 2024 AND 2030
  • FIGURE 18 INCREASING DEMAND FOR FOUNDATION MODELS AND IMPROVING PERFORMANCE OF GEN AI-POWERED SEARCH TO DRIVE MARKET
  • FIGURE 19 MULTIMODAL SEGMENT TO REGISTER HIGHEST GROWTH RATE DURING FORECAST PERIOD
  • FIGURE 20 INFRASTRUCTURE AND SOFTWARE & TECHNOLOGY PROVIDERS SEGMENTS TO ACCOUNT FOR LARGEST MARKET SHARES IN NORTH AMERICA IN 2025
  • FIGURE 21 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2025
  • FIGURE 22 GENERATIVE AI MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
  • FIGURE 23 EVOLUTION OF GENERATIVE AI
  • FIGURE 24 GENERATIVE AI MATURITY CURVE
  • FIGURE 25 GENERATIVE AI MARKET: SUPPLY CHAIN ANALYSIS
  • FIGURE 26 KEY PLAYERS IN GENERATIVE AI MARKET ECOSYSTEM
  • FIGURE 27 GENERATIVE AI EQUITY FUNDING AND DEALS, 2020–2024
  • FIGURE 28 GENERATIVE AI EQUITY FUNDING, BY GEN AI STACK, 2020–2024
  • FIGURE 29 LARGEST FUNDING ROUNDS IN GENERATIVE AI, 2024 (USD BILLION)
  • FIGURE 30 LEADING AI STARTUPS, BY FUNDING VALUE (MILLION) AND FUNDING ROUND, UNTIL 2025
  • FIGURE 31 EXPORT OF PROCESSORS AND CONTROLLERS, BY KEY COUNTRY, 2017–2024 (USD BILLION)
  • FIGURE 32 IMPORT OF PROCESSORS AND CONTROLLERS, BY KEY COUNTRY, 2017–2024 (USD BILLION)
  • FIGURE 33 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2016–2025
  • FIGURE 34 REGIONAL ANALYSIS OF PATENTS GRANTED, 2016–2025
  • FIGURE 35 GENERATIVE AI MARKET: PORTER’S FIVE FORCES ANALYSIS
  • FIGURE 36 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE ENTERPRISE END USERS
  • FIGURE 37 KEY BUYING CRITERIA FOR TOP THREE ENTERPRISE END USERS
  • FIGURE 38 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS
  • FIGURE 39 SERVICES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 40 MULTIMODAL SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 41 SYNTHETIC DATA MANAGEMENT SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 42 ENTERPRISES SEGMENT TO REGISTER HIGHER CAGR THAN CONSUMERS SEGMENT DURING FORECAST PERIOD
  • FIGURE 43 HEALTHCARE & LIFE SCIENCES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 44 ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 45 INDIA TO WITNESS HIGHEST GROWTH RATE IN GENERATIVE AI MARKET DURING FORECAST PERIOD
  • FIGURE 46 NORTH AMERICA: GENERATIVE AI MARKET SNAPSHOT
  • FIGURE 47 ASIA PACIFIC: GENERATIVE AI MARKET SNAPSHOT
  • FIGURE 48 GENERATIVE AI MARKET: REVENUE ANALYSIS OF FIVE KEY PLAYERS, 2020–2024
  • FIGURE 49 SHARE ANALYSIS OF LEADING COMPANIES IN GENERATIVE AI MARKET, 2024
  • FIGURE 50 PRODUCT COMPARATIVE ANALYSIS, BY TEXT GENERATOR
  • FIGURE 51 PRODUCT COMPARATIVE ANALYSIS, BY IMAGE GENERATOR
  • FIGURE 52 PRODUCT COMPARATIVE ANALYSIS, BY VIDEO GENERATOR
  • FIGURE 53 PRODUCT COMPARATIVE ANALYSIS, BY AUDIO & SPEECH GENERATOR
  • FIGURE 54 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
  • FIGURE 55 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
  • FIGURE 56 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2024
  • FIGURE 57 GENERATIVE AI MARKET: COMPANY FOOTPRINT
  • FIGURE 58 GENERATIVE AI MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2024
  • FIGURE 59 MICROSOFT: COMPANY SNAPSHOT
  • FIGURE 60 AWS: COMPANY SNAPSHOT
  • FIGURE 61 GOOGLE: COMPANY SNAPSHOT
  • FIGURE 62 ADOBE: COMPANY SNAPSHOT
  • FIGURE 63 IBM: COMPANY SNAPSHOT
  • FIGURE 64 META: COMPANY SNAPSHOT
  • FIGURE 65 NVIDIA: COMPANY SNAPSHOT
  • FIGURE 66 ACCENTURE: COMPANY SNAPSHOT
  • FIGURE 67 CAPGEMINI: COMPANY SNAPSHOT
  • FIGURE 68 HPE: COMPANY SNAPSHOT
  • FIGURE 69 AMD: COMPANY SNAPSHOT
  • FIGURE 70 ORACLE: COMPANY SNAPSHOT
  • FIGURE 71 SALESFORCE: COMPANY SNAPSHOT
  • FIGURE 72 TELUS INTERNATIONAL: COMPANY SNAPSHOT
  • FIGURE 73 INNODATA: COMPANY SNAPSHOT

The research methodology for the generative AI market report involved the use of extensive secondary sources and directories, as well as various reputed open-source databases, to identify and collect information useful for this technical and market-oriented study. In-depth interviews were conducted with various primary respondents, including gen AI software providers, gen AI service providers, gen AI infrastructure providers, individual end users, and enterprise end-users; high-level executives of multiple companies offering generative AI solutions; and industry consultants to obtain and verify critical qualitative and quantitative information and assess the market prospects and industry trends.

Secondary Research

In the secondary research process, various secondary sources were referred to to identify and collect information for the study. The secondary sources included annual reports; press releases and investor presentations of companies; white papers, certified publications such as Journal of Generative AI Research (JAIR), Nature Machine Intelligence, Journal of Machine Learning Research (JMLR), Transactions on Machine Learning Research (TMLR), IEEE Transactions on Pattern Analysis and Machine Intelligence, ACM Transactions on Generative AI (TAI), Communications of the ACM, and Neural Information Processing Systems (NeurIPS); and articles from recognized associations and government publishing sources including but not limited to Association for Computational Linguistics (ACL), International Association for Machine Learning (IAMLE), Generative AI Industry Association (AIIA), International Speech Communication Association (ISCA), Natural Language Processing Association (NLPA), Machine Learning and AI Industry Research Association (MLAIRA), AI Infrastructure Alliance (AIIA), Stanford Center for Research on Foundation Models (CRFM), OpenAI Research Index, Google DeepMind Publications, Anthropic Research Archive, Allen Institute for AI (AI2), Partnership on AI, AI Infrastructure Alliance (AIIA), and national AI policy portals such as NITI Aayog, Digital Europe, and US National AI Initiative Office.

The secondary research was used to obtain key information about the industry’s value chain, the market’s monetary chain, the overall pool of key players, market classification and segmentation according to industry trends to the bottom-most level, regional markets, and key developments from the market and technology-oriented perspectives.

Primary Research

In the primary research process, a diverse range of stakeholders from both the supply and demand sides of the generative AI ecosystem were interviewed to gather qualitative and quantitative insights specific to this market. From the supply side, key industry experts, such as chief executive officers (CEOs), vice presidents (VPs), marketing directors, technology & innovation directors, as well as technical leads from vendors offering generative AI infrastructure, software & services, were consulted. Additionally, system integrators, service providers, and IT service firms that implement and support gen AI were included in the study. On the demand side, input from IT decision-makers, infrastructure managers, and business heads of prominent enterprise end users was collected to understand the user perspectives and adoption challenges within targeted industries.

The primary research ensured that all crucial parameters affecting the generative AI market—from technological advancements and evolving use cases (content management, intelligent search & query, synthetic data generation, business intelligence & visualization, etc.) to regulatory and compliance needs (GDPR, CCPA, Europe AI Act, AIDA, etc.)—were considered. Each factor was thoroughly analyzed, verified through primary research, and evaluated to obtain precise quantitative and qualitative data for this market.

Once the initial phase of market engineering was completed, including detailed calculations for market statistics, segment-specific growth forecasts, and data triangulation, an additional round of primary research was undertaken. This step was crucial for refining and validating critical data points, such as Gen AI offerings (generative AI infrastructure, software & services), industry adoption trends, the competitive landscape, and key market dynamics like demand drivers (Innovation of cloud storage enabling easy access to data, the evolution of AI and deep learning, rise in content creation and creative applications), challenges (Concerns regarding misuse of generative AI for illegal activities, quality of output generated by generative AI models, computational complexity and technical challenges of generative AI), and opportunities (Increasing deployment of large language models, growing interest of enterprises in commercializing synthetic images, robust improvement in general ML leading to human baseline performance).

In the complete market engineering process, the top-down and bottom-up approaches and several data triangulation methods were extensively used to perform the market estimation and market forecast for the overall market segments and subsegments listed in this report. Extensive qualitative and quantitative analysis was performed on the complete market engineering process to record the critical information/insights throughout the report.

Generative AI Market Size, and Share

Note: Three tiers of companies are defined based on their total revenue as of 2024; tier 1 = revenue more
than USD 500 million, tier 2 = revenue between USD 500 million and 100 million, tier 3 = revenue less than USD 100 million
Source: MarketsandMarkets Analysis

To know about the assumptions considered for the study, download the pdf brochure

Market Size Estimation

Both top-down and bottom-up approaches were employed to estimate and forecast the generative AI market and its dependent submarkets. This multi-layered analysis was further reinforced through data triangulation, incorporating both primary and secondary research inputs. The market figures were also validated against the existing MarketsandMarkets repository for accuracy. The following research methodology has been used to estimate the market size:

Generative AI Market : Top-Down and Bottom-Up Approach

Generative AI Market Top Down and Bottom Up Approach

Data Triangulation

After arriving at the overall market size using the market size estimation processes as explained above, the market was split into several segments and subsegments. To complete the overall market engineering process and arrive at the exact statistics of each market segment and subsegment, data triangulation and market breakup procedures were employed, wherever applicable. The overall market size was then used in the top-down procedure to estimate the size of other individual markets via percentage splits of the market segmentation.

Market Definition

Many theoretical definitions of generative AI center on its core capability to produce new and original content across various modalities by learning from existing data patterns. Based on this, the Institute of Electrical and Electronics Engineers (IEEE) defines generative AI as a category of artificial intelligence models that are designed to generate new content, such as text, images, audio, or other types of data. Before generative AI came along, most ML models learned from datasets to perform tasks such as classification or prediction. Generative AI models use machine learning algorithms to learn patterns and structures from existing data and then produce new data that is similar in style or content to what they have been trained on.

Stakeholders

  • Gen AI software developers
  • Gen AI infrastructure providers
  • Gen AI integrated service providers
  • Gen AI training dataset providers
  • Core data service providers
  • Business analysts
  • Cloud service providers
  • Consulting service providers
  • Enterprise end users
  • Distributors and value-added resellers (VARs)
  • Government agencies
  • Independent software vendors (ISVs)
  • Managed service providers
  • Market research and consulting firms
  • Support & maintenance service providers
  • System integrators (SIs)/migration service providers
  • Language service providers
  • Technology providers
  • Academia & research institutions
  • Investors & venture capital firms

Report Objectives

  • To define, describe, and forecast the generative AI market by offering, data modality, application, and end user
  • To provide detailed information related to major factors (drivers, restraints, opportunities, and industry-specific challenges) influencing market growth
  • To analyze the micro markets with respect to individual growth trends, prospects, and their contribution to the total market
  • To analyze the opportunities in the market for stakeholders by identifying the high-growth segments of the market
  • To analyze opportunities in the market and provide details of the competitive landscape for stakeholders and market leaders
  • To forecast the market size of segments for five main regions: North America, Europe, Asia Pacific, the Middle East & Africa, and Latin America
  • To profile the key players and comprehensively analyze their market ranking and core competencies
  • To analyze competitive developments, such as partnerships, product launches, and mergers and acquisitions, in the market
  • To analyze competitive developments, such as partnerships, product launches, and mergers and acquisitions, in the generative AI market

Available Customizations

With the given market data, MarketsandMarkets offers customizations as per the company’s specific needs. The following customization options are available for the report:

Product Analysis

  • Product matrix provides a detailed comparison of the product portfolio of each company

Geographic Analysis as per Feasibility

  • Further breakup of the North American market for Generative AI
  • Further breakup of the European market for generative AI
  • Further breakup of the Asia Pacific market for generative AI
  • Further breakup of the Middle Eastern & African market for generative AI
  • Further breakup of the Latin American market for generative AI

Company Information

  • Detailed analysis and profiling of additional market players (up to five)

 

Previous Versions of this Report

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

Report Code TC 8610
Published in Apr, 2024, By MarketsandMarkets™

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

Report Code TC 8610
Published in Apr, 2023, By MarketsandMarkets™
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