Retrieval-augmented Generation (RAG) Market by Offering (Solution (RAG-enabled platforms, data management and indexing layers, retrieval & search models), Services), Type, Application, End User, and Deployment Type - Global Forecast to 2030

TABLE OF CONTENTS

1 INTRODUCTION

• 1.1 STUDY OBJECTIVES
• 1.2 MARKET DEFINITION
• 1.3 STUDY SCOPE
  • 1.3.1 MARKET SEGMENTATION AND REGIONS COVERED
  • 1.3.2 INCLUSIONS AND EXCLUSIONS
• 1.4 YEARS CONSIDERED
• 1.5 CURRENCY CONSIDERED
• 1.6 STAKEHOLDERS

2 RESEARCH METHODOLOGY

• 2.1 RESEARCH DATA
  • 2.1.1 SECONDARY DATA
  • 2.1.2 PRIMARY DATA
    • 2.1.2.1 Breakdown of primary profiles
• 2.2 MARKET SIZE ESTIMATION
  • 2.2.1 TOP-DOWN APPROACH
  • 2.2.2 BOTTOM-UP APPROACH
  • 2.2.3 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET ESTIMATION: DEMAND-SIDE ANALYSIS
• 2.3 DATA TRIANGULATION
• 2.4 RISK ASSESSMENT
• 2.5 RESEARCH ASSUMPTIONS
• 2.6 RESEARCH LIMITATIONS

3 EXECUTIVE SUMMARY

4 PREMIUM INSIGHTS

• 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET
• 4.2 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING
• 4.3 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION
• 4.4 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE
• 4.5 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION
• 4.6 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE
• 4.7 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER
• 4.8 NORTH AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER AND REGION

5 MARKET OVERVIEW AND INDUSTRY TRENDS

• 5.1 INTRODUCTION
• 5.2 MARKET DYNAMICS
  • 5.2.1 DRIVERS
    • 5.2.1.1 Enhancing Accuracy with Context-aware AI Responses
    • 5.2.1.2 Accelerating Enterprise Digitalization
  • 5.2.2 RESTRAINTS
    • 5.2.2.1 Managing High Infrastructure Costs
    • 5.2.2.2 Ensuring Data Privacy and Protection
  • 5.2.3 OPPORTUNITIES
    • 5.2.3.1 Integrating RAG with Domain-specific Applications
    • 5.2.3.2 Expanding Multilingual Support
  • 5.2.4 CHALLENGES
    • 5.2.4.1 Mitigating Risks of AI Hallucinations
    • 5.2.4.2 Managing Vendor Fragmentation
• 5.3 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: BRIEF HISTORY
• 5.4 SUPPLY CHAIN ANALYSIS
• 5.5 ECOSYSTEM
• 5.6 CASE STUDIES
  • 5.6.1 FILEVINE AND ZILLIZ CLOUD REVOLUTIONIZED CASE MANAGEMENT WITH VECTOR SEARCH
  • 5.6.2 NEOPLE ASSISTANTS TRANSFORMING CUSTOMER SERVICE WITH WEAVIATE
  • 5.6.3 DUST ADDRESSED COMPLEXITIES FACED BY QDRANT BY DEPLOYING LLMS
• 5.7 PORTER'S FIVE FORCES MODEL
  • 5.7.1 THREAT OF NEW ENTRANTS
  • 5.7.2 THREAT OF SUBSTITUTES
  • 5.7.3 BARGAINING POWER OF BUYERS
  • 5.7.4 BARGAINING POWER OF SUPPLIERS
  • 5.7.5 INTENSITY OF COMPETITIVE RIVALRY
• 5.8 PATENT ANALYSIS
  • 5.8.1 METHODOLOGY
  • 5.8.2 LIST OF PATENTS IN RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, 2020-2024
• 5.9 DISRUPTIONS IMPACTING BUYERS/CLIENTS IN RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET
• 5.10 PRICING ANALYSIS
  • 5.10.1 AVERAGE SELLING PRICE OF KEY PLAYERS, 2024
  • 5.10.2 INDICATIVE PRICING ANALYSIS OF KEY PLAYERS, BY SOLUTION, 2024
• 5.11 KEY STAKEHOLDERS AND BUYING CRITERIA
  • 5.11.1 KEY STAKEHOLDERS IN BUYING PROCESS
  • 5.11.2 BUYING CRITERIA
• 5.12 TECHNOLOGY ANALYSIS
  • 5.12.1 KEY TECHNOLOGIES
    • 5.12.1.1 Large Language Models (LLMs) and Transformer-based Generators
    • 5.12.1.2 Embedding Models
    • 5.12.1.3 Dense Retrieval Mechanisms
    • 5.12.1.4 Vector Databases
  • 5.12.2 COMPLEMENTARY TECHNOLOGIES
    • 5.12.2.1 Reranking Models
    • 5.12.2.2 Knowledge Graphs
    • 5.12.2.3 Semantic Search and NLP Techniques
    • 5.12.2.4 Reasoning and Memory Modules
  • 5.12.3 ADJACENT TECHNOLOGIES
    • 5.12.3.1 Multimodal AI Processing
    • 5.12.3.2 Data Privacy and Security Tools
    • 5.12.3.3 AI/ML Frameworks and Orchestration Tools
• 5.13 REGULATORY LANDSCAPE
  • 5.13.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • 5.13.2 KEY REGULATIONS
    • 5.13.2.1 North America
      • 5.13.2.1.1 California Consumer Privacy Act (CCPA)
      • 5.13.2.1.2 Canada's Directive on Automated Decision-making
      • 5.13.2.1.3 AI and Automated Decision Systems (AADS) Ordinance (New York City)
    • 5.13.2.2 Europe
      • 5.13.2.2.1 General Data Protection Regulation (GDPR)
      • 5.13.2.2.2 European Union's Artificial Intelligence Act (AIA)
      • 5.13.2.2.3 Ethical Guidelines for Trustworthy AI by the European Commission
    • 5.13.2.3 Asia Pacific
      • 5.13.2.3.1 Personal Information Protection Law (PIPL) - China
      • 5.13.2.3.2 Artificial Intelligence Ethics Guidelines - Japan
      • 5.13.2.3.3 AI Strategy and Governance Framework - Australia
    • 5.13.2.4 Middle East & Africa
      • 5.13.2.4.1 UAE AI Regulation and Ethics Guidelines
      • 5.13.2.4.2 South Africa's Protection of Personal Information Act (POPIA)
      • 5.13.2.4.3 Egypt's Data Protection Law
    • 5.13.2.5 Latin America
      • 5.13.2.5.1 Brazil - General Data Protection Law (LGPD)
      • 5.13.2.5.2 Mexico - Federal Law on the Protection of Personal Data Held by Private Parties (LFPDPPP)
      • 5.13.2.5.3 Argentina - Personal Data Protection Law (PDPL)
• 5.14 KEY CONFERENCES & EVENTS
• 5.15 TECHNOLOGY ROADMAP FOR RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET
  • 5.15.1 SHORT-TERM ROADMAP (2025-2026)
  • 5.15.2 MID-TERM ROADMAP (2027-2028)
  • 5.15.3 LONG-TERM ROADMAP (2029-2030)
• 5.16 BEST PRACTICES IN RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET
  • 5.16.1 ENSURE HIGH-QUALITY KNOWLEDGE BASES
  • 5.16.2 IMPLEMENT HYBRID SEARCH TECHNIQUES
  • 5.16.3 ADOPT EXPLAINABLE AI PRACTICES
  • 5.16.4 HUMAN-IN-THE-LOOP MECHANISMS
  • 5.16.5 EMBED SECURITY AND COMPLIANCE FROM THE START
  • 5.16.6 OPTIMIZE FOR LATENCY AND SCALE
  • 5.16.7 MAINTAIN CONTINUOUS FEEDBACK LOOPS
• 5.17 CURRENT AND EMERGING BUSINESS MODELS
• 5.18 TOOLS, FRAMEWORKS, AND TECHNIQUES USED IN RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET
• 5.19 INVESTMENT AND FUNDING SCENARIO
• 5.20 IMPACT OF AI/GENERATIVE AI ON RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET
  • 5.20.1 USE CASES OF GENERATIVE AI IN RETRIEVAL-AUGMENTED GENERATION (RAG)
• 5.21 IMPACT OF 2025 US TARIFF - RAG MARKET
  • 5.21.1 INTRODUCTION
  • 5.21.2 KEY TARIFF RATES
  • 5.21.3 PRICE IMPACT ANALYSIS
    • 5.21.3.1 Strategic Shifts and Emerging Trends
  • 5.21.4 IMPACT ON COUNTRY/REGION
    • 5.21.4.1 US
    • 5.21.4.2 Asia Pacific
    • 5.21.4.3 Europe
  • 5.21.5 IMPACT ON END-USE INDUSTRIES
    • 5.21.5.1 Healthcare & Life Sciences
    • 5.21.5.2 Retail & E-commerce
    • 5.21.5.3 Media & Entertainment
    • 5.21.5.4 Financial Services

6 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING

• 6.1 INTRODUCTION
  • 6.1.1 OFFERING: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET DRIVERS
• 6.2 SOLUTIONS
  • 6.2.1 RAG SOLUTIONS TO EVOLVE TOWARD MORE AUTONOMOUS AND ADAPTIVE FRAMEWORKS
  • 6.2.2 RAG-ENABLED PLATFORMS
  • 6.2.3 DATA MANAGEMENT AND INDEXING LAYER
    • 6.2.3.1 Need for scalable and intelligent indexing drives solution growth
  • 6.2.4 RETRIEVAL AND SEARCH MODELS
    • 6.2.4.1 Growing enterprise needs for contextual intelligence
  • 6.2.5 OTHER SOLUTIONS
• 6.3 SERVICES
  • 6.3.1 STREAMLINING ACADEMIC AND ADMINISTRATIVE OPERATIONS VIA INTEGRATED DIGITAL SYSTEMS
  • 6.3.2 MANAGED SERVICES
    • 6.3.2.1 Simplifying RAG Operations and Enhancing Scalability
  • 6.3.3 PROFESSIONAL SERVICES
    • 6.3.3.1 Driving Tailored Implementation and Performance Optimization
    • 6.3.3.2 Support and Maintenance
    • 6.3.3.3 Consulting and Customization
    • 6.3.3.4 Training and Development

7 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE

• 7.1 INTRODUCTION
  • 7.1.1 TYPE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET DRIVERS
• 7.2 FOUNDATIONAL AND ENHANCED RAG
  • 7.2.1 FOUNDATIONAL AND ENHANCED RAG BUILDING BLOCK FOR ADVANCED AI SYSTEMS
• 7.3 AGENTIC AND ADAPTIVE RAG
  • 7.3.1 ENABLING DYNAMIC AND AUTONOMOUS INTELLIGENCE
• 7.4 KNOWLEDGE-STRUCTURED AND MEMORY-BASED RAG
  • 7.4.1 KNOWLEDGE-STRUCTURED & MEMORY-BASED RAG ENHANCING CONTEXTUAL REASONING AND LONG-TERM RECALL
• 7.5 PRIVACY-PRESERVING AND DISTRIBUTED RAG
  • 7.5.1 PRIVACY-PRESERVING & DISTRIBUTED RAG SECURING KNOWLEDGE RETRIEVAL IN ERA OF DATA COMPLIANCE
• 7.6 OTHER TYPES

8 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION

• 8.1 INTRODUCTION
  • 8.1.1 APPLICATION: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET DRIVERS
• 8.2 ENTERPRISE SEARCH
  • 8.2.1 ENTERPRISE SEARCH FUELED BY EXPONENTIAL GROWTH OF INTERNAL DATA
• 8.3 DOMAIN-SPECIFIC DATA SYNTHESIS
  • 8.3.1 GROWING COMPLEXITY OF DOMAIN DATA DRIVES ADOPTION
• 8.4 CONTENT SUMMARIZATION AND GENERATION
  • 8.4.1 AUTOMATE NARRATIVE CREATION TO BOOST KNOWLEDGE THROUGHPUT
• 8.5 PERSONALIZED RECOMMENDATIONS AND INSIGHTS
  • 8.5.1 FOCUS ON USER-CENTRIC EXPERIENCES DRIVES ITS GROWTH
• 8.6 CODE AND DEVELOPER PRODUCTIVITY
  • 8.6.1 AI-DRIVEN DEVELOPMENT TOOLS FUEL ADOPTION
• 8.7 OTHER APPLICATIONS

9 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE

• 9.1 INTRODUCTION
  • 9.1.1 DEPLOYMENT TYPE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET DRIVERS
• 9.2 ON-PREMISES
  • 9.2.1 LOCALIZED AI-DRIVEN RETRIEVAL AND REASONING TO INCREASE AS REGULATORY SCRUTINY AROUND DATA USAGE INTENSIFIES
• 9.3 CLOUD
  • 9.3.1 ACCELERATING SCALABILITY AND REAL-TIME INTELLIGENCE

10 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER

• 10.1 INTRODUCTION
  • 10.1.1 END USER: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET DRIVERS
• 10.2 HEALTHCARE AND LIFE SCIENCES
  • 10.2.1 ENHANCING CLINICAL INTELLIGENCE AND PATIENT OUTCOMES
• 10.3 RETAIL & E-COMMERCE
  • 10.3.1 DRIVING PERSONALIZED AND CONTEXTUAL SHOPPING EXPERIENCES
• 10.4 FINANCIAL SERVICES
  • 10.4.1 FINANCIAL SERVICES REINFORCING COMPLIANCE AND KNOWLEDGE AUTOMATION
• 10.5 TELECOMMUNICATIONS
  • 10.5.1 POWERING INTELLIGENT NETWORK AND SERVICE AUTOMATION
• 10.6 EDUCATION
  • 10.6.1 ADVANCING ADAPTIVE AND KNOWLEDGE-RICH LEARNING
• 10.7 MEDIA & ENTERTAINMENT
  • 10.7.1 ACCELERATING CREATIVE AND CONTEXTUAL CONTENT GENERATION
• 10.8 OTHER END USERS

11 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION

• 11.1 INTRODUCTION
• 11.2 NORTH AMERICA
  • 11.2.1 NORTH AMERICA: MACROECONOMIC OUTLOOK
  • 11.2.2 US
    • 11.2.2.1 Supportive regulatory environment and ecosystem-led commercialization of RAG
  • 11.2.3 CANADA
    • 11.2.3.1 Leveraging RAG technologies to enhance transparency and sectoral innovation
• 11.3 EUROPE
  • 11.3.1 EUROPE: MACROECONOMIC OUTLOOK
  • 11.3.2 UK
    • 11.3.2.1 Driving enterprise adoption of RAG under strong regulatory frameworks
  • 11.3.3 GERMANY
    • 11.3.3.1 Industrial applications and compliance-driven RAG adoption
  • 11.3.4 FRANCE
    • 11.3.4.1 Strengthening multilingual RAG solutions through public-private collaboration
  • 11.3.5 ITALY
    • 11.3.5.1 Adoption of RAG to modernize knowledge-intensive industries
  • 11.3.6 REST OF EUROPE
• 11.4 ASIA PACIFIC
  • 11.4.1 ASIA PACIFIC: MACROECONOMIC OUTLOOK
  • 11.4.2 CHINA
    • 11.4.2.1 Domestic Vector & Knowledge-enhanced Models Power Large-scale RAG
  • 11.4.3 INDIA
    • 11.4.3.1 Public Pilots and SI Packages Convert RAG Trials into Production
  • 11.4.4 JAPAN
    • 11.4.4.1 SI-led, Language-aware RAG for Manufacturing and Service Sectors
  • 11.4.5 AUSTRALIA & NEW ZEALAND
    • 11.4.5.1 Government Pilots Driving Trusted RAG Use Cases
  • 11.4.6 SOUTH KOREA
    • 11.4.6.1 Telcos and Domestic Clouds Anchoring Sovereign RAG
  • 11.4.7 REST OF ASIA PACIFIC
• 11.5 MIDDLE EAST & AFRICA
  • 11.5.1 MIDDLE EAST & AFRICA: MACROECONOMIC OUTLOOK
  • 11.5.2 UNITED ARAB EMIRATES
    • 11.5.2.1 National AI Programs Anchoring RAG Commercialization
  • 11.5.3 KINGDOM OF SAUDI ARABIA
    • 11.5.3.1 Vision 2030 Investments Scaling Knowledge-centric AI
  • 11.5.4 SOUTH AFRICA
    • 11.5.4.1 Academic and Startup Ecosystem Piloting RAG
  • 11.5.5 REST OF MIDDLE EAST & AFRICA
• 11.6 LATIN AMERICA
  • 11.6.1 LATIN AMERICA: MACROECONOMIC OUTLOOK
  • 11.6.2 BRAZIL
    • 11.6.2.1 Legislative Pilots Driving Public-Sector RAG
  • 11.6.3 MEXICO
    • 11.6.3.1 SI adaptation of Spanish-language RAG for enterprise support
  • 11.6.4 REST OF LATIN AMERICA

12 COMPETITIVE LANDSCAPE

• 12.1 INTRODUCTION
• 12.2 KEY PLAYER STRATEGIES/RIGHT TO WIN, 2022-2025
• 12.3 REVENUE ANALYSIS, 2024
• 12.4 MARKET SHARE ANALYSIS, 2024
• 12.5 BRAND/PRODUCT COMPARISON
• 12.6 COMPANY VALUATION AND FINANCIAL METRICS
• 12.7 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2024
  • 12.7.1 STARS
  • 12.7.2 EMERGING LEADERS
  • 12.7.3 PERVASIVE PLAYERS
  • 12.7.4 PARTICIPANTS
  • 12.7.5 COMPANY FOOTPRINT: KEY PLAYERS, 2024
    • 12.7.5.1 Company footprint
    • 12.7.5.2 Region footprint
    • 12.7.5.3 Deployment type footprint
    • 12.7.5.4 End user footprint
• 12.8 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2024
  • 12.8.1 PROGRESSIVE COMPANIES
  • 12.8.2 RESPONSIVE COMPANIES
  • 12.8.3 DYNAMIC COMPANIES
  • 12.8.4 STARTING BLOCKS
  • 12.8.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2024
    • 12.8.5.1 Detailed list of key startups/SMEs
    • 12.8.5.2 Competitive benchmarking of key startups/SMEs
• 12.9 COMPETITIVE SCENARIO
  • 12.9.1 PRODUCT LAUNCHES
  • 12.9.2 DEALS

13 COMPANY PROFILES

• 13.1 INTRODUCTION
• 13.2 KEY PLAYERS
  • 13.2.1 MICROSOFT
    • 13.2.1.1 Business overview
    • 13.2.1.2 Products/Solutions/Services offered
    • 13.2.1.3 Recent developments
      • 13.2.1.3.1 Product launches
      • 13.2.1.3.2 Deals
    • 13.2.1.4 MnM view
      • 13.2.1.4.1 Key strengths
      • 13.2.1.4.2 Strategic choices
      • 13.2.1.4.3 Weaknesses and competitive threats
  • 13.2.2 AWS
    • 13.2.2.1 Business overview
    • 13.2.2.2 Products/Solutions/Services offered
    • 13.2.2.3 Recent developments
      • 13.2.2.3.1 Deals
    • 13.2.2.4 MnM view
      • 13.2.2.4.1 Key strengths
      • 13.2.2.4.2 Strategic choices
      • 13.2.2.4.3 Weaknesses and competitive threats
  • 13.2.3 GOOGLE
    • 13.2.3.1 Business overview
    • 13.2.3.2 Products/Solutions/Services offered
    • 13.2.3.3 Recent developments
      • 13.2.3.3.1 Deals
    • 13.2.3.4 MnM view
      • 13.2.3.4.1 Key strengths
      • 13.2.3.4.2 Strategic choices
      • 13.2.3.4.3 Weaknesses and competitive threats
  • 13.2.4 ANTHROPIC
    • 13.2.4.1 Business overview
    • 13.2.4.2 Products/Solutions/Services offered
    • 13.2.4.3 Recent developments
      • 13.2.4.3.1 Deals
  • 13.2.5 IBM
    • 13.2.5.1 Business overview
    • 13.2.5.2 Products/Solutions/Services offered
    • 13.2.5.3 Recent developments
      • 13.2.5.3.1 Deals
  • 13.2.6 NVIDIA
    • 13.2.6.1 Business overview
    • 13.2.6.2 Products/Solutions/Services offered
    • 13.2.6.3 Recent developments
      • 13.2.6.3.1 Deals
  • 13.2.7 COHERE
    • 13.2.7.1 Business overview
    • 13.2.7.2 Products/Solutions/Services offered
    • 13.2.7.3 Recent developments
      • 13.2.7.3.1 Deals
  • 13.2.8 PINECONE
    • 13.2.8.1 Business overview
    • 13.2.8.2 Products/Solutions/Services offered
    • 13.2.8.3 Recent developments
      • 13.2.8.3.1 Deals
  • 13.2.9 ELASTIC
    • 13.2.9.1 Business overview
    • 13.2.9.2 Products/Solutions/Services offered
    • 13.2.9.3 Recent developments
      • 13.2.9.3.1 Deals
  • 13.2.10 MONGODB
    • 13.2.10.1 Business overview
    • 13.2.10.2 Products/Solutions/Services offered
    • 13.2.10.3 Recent developments
      • 13.2.10.3.1 Product launches
      • 13.2.10.3.2 Deals
• 13.3 OTHER PLAYERS
  • 13.3.1 PROGRESS SOFTWARE
  • 13.3.2 RAGIE.AI
  • 13.3.3 CLARIFAI
  • 13.3.4 VECTARA
  • 13.3.5 WEAVIATE
  • 13.3.6 CHATBEES
  • 13.3.7 ZILLIZ
  • 13.3.8 QDRANT

14 ADJACENT/RELATED MARKETS

• 14.1 INTRODUCTION
• 14.2 GENERATIVE AI MARKET
  • 14.2.1 MARKET DEFINITION
  • 14.2.2 MARKET OVERVIEW
  • 14.2.3 GENERATIVE AI MARKET, BY OFFERING
  • 14.2.4 GENERATIVE AI MARKET, BY DATA MODALITY
  • 14.2.5 GENERATIVE AI MARKET, BY APPLICATION
  • 14.2.6 GENERATIVE AI MARKET, BY END USER
  • 14.2.7 GENERATIVE AI MARKET, BY REGION
• 14.3 LARGE LANGUAGE MODEL (LLM) MARKET
  • 14.3.1 MARKET DEFINITION
  • 14.3.2 MARKET OVERVIEW
  • 14.3.3 LARGE LANGUAGE MODEL (LLM) MARKET, BY OFFERING
  • 14.3.4 LARGE LANGUAGE MODEL (LLM) MARKET, BY ARCHITECTURE
  • 14.3.5 LARGE LANGUAGE MODEL (LLM) MARKET, BY MODALITY
  • 14.3.6 LARGE LANGUAGE MODEL (LLM) MARKET, BY MODEL SIZE
  • 14.3.7 LARGE LANGUAGE MODEL (LLM) MARKET, BY APPLICATION
  • 14.3.8 LARGE LANGUAGE MODEL (LLM) MARKET, BY END USER
  • 14.3.9 LARGE LANGUAGE MODEL (LLM) MARKET, BY REGION

15 APPENDIX

• 15.1 DISCUSSION GUIDE
• 15.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
• 15.3 CUSTOMIZATION OPTIONS
• 15.4 RELATED REPORTS
• 15.5 AUTHOR DETAILS

List of Tables

• TABLE 1 USD EXCHANGE RATES, 2020-2024
• TABLE 2 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: ECOSYSTEM
• TABLE 3 IMPACT OF PORTER'S FORCES ON RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET
• TABLE 4 INDICATIVE PRICING ANALYSIS OF KEY RETRIEVAL-AUGMENTED GENERATION (RAG), BY SOLUTION, 2024
• TABLE 5 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR KEY END USERS (%)
• TABLE 6 KEY BUYING CRITERIA FOR TOP THREE END USERS
• TABLE 7 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
• TABLE 8 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
• TABLE 9 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
• TABLE 10 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
• TABLE 11 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
• TABLE 12 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: KEY CONFERENCES & EVENTS, 2025-2026
• TABLE 13 US ADJUSTED RECIPROCAL TARIFF RATES
• TABLE 14 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 15 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 16 SOLUTION: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 17 RAG-ENABLED PLATFORMS: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 18 DATA MANAGEMENT AND INDEXING LAYER: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 19 RETRIEVAL AND SEARCH MODELS: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 20 OTHER SOLUTIONS: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 21 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 22 SERVICES: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 23 MANAGED SERVICES: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 24 PROFESSIONAL SERVICES: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 25 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 26 SUPPORT AND MAINTENANCE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 27 CONSULTING AND CUSTOMIZATION: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 28 TRAINING AND DEVELOPMENT: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 29 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 30 FOUNDATIONAL AND ENHANCED RAG: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 31 AGENTIC AND ADAPTIVE RAG: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 32 KNOWLEDGE-STRUCTURE AND MEMORY-BASED RAG: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 33 PRIVACY-PRESERVING AND DISTRIBUTED RAG: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 34 OTHER TYPES: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 35 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 36 ENTERPRISE SEARCH: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 37 DOMAIN-SPECIFIC DATA SYNTHESIS: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 38 CONTENT SUMMARIZATION AND GENERATION: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 39 PERSONALIZED RECOMMENDATIONS AND INSIGHTS: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 40 CODE AND DEVELOPER PRODUCTIVITY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 41 OTHER APPLICATIONS: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 42 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 43 ON-PREMISES: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 44 CLOUD: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 45 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 46 HEALTHCARE & LIFE SCIENCES: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 47 RETAIL & E-COMMERCE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 48 FINANCIAL SERVICES: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 49 TELECOMMUNICATIONS: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 50 EDUCATION: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 51 MEDIA & ENTERTAINMENT: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 52 OTHER END USERS: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 53 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY REGION, 2024-2030 (USD MILLION)
• TABLE 54 NORTH AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY 0FFERING, 2024-2030 (USD MILLION)
• TABLE 55 NORTH AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 56 NORTH AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 57 NORTH AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 58 NORTH AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 59 NORTH AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 60 NORTH AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 61 NORTH AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 62 NORTH AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY COUNTRY, 2024-2030 (USD MILLION)
• TABLE 63 US: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 64 US: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 65 US: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 66 US: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 67 US: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 68 US: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 69 US: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 70 US: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 71 CANADA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 72 CANADA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 73 CANADA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 74 CANADA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 75 CANADA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 76 CANADA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 77 CANADA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 78 CANADA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 79 EUROPE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 80 EUROPE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 81 EUROPE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 82 EUROPE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 83 EUROPE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 84 EUROPE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 85 EUROPE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 86 EUROPE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 87 EUROPE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY COUNTRY, 2024-2030 (USD MILLION)
• TABLE 88 UK: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 89 UK: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 90 UK: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 91 UK: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 92 UK: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 93 UK: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 94 UK: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 95 UK: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 96 GERMANY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 97 GERMANY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 98 GERMANY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 99 GERMANY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 100 GERMANY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 101 GERMANY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 102 GERMANY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 103 GERMANY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 104 FRANCE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 105 FRANCE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 106 FRANCE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 107 FRANCE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 108 FRANCE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 109 FRANCE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 110 FRANCE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 111 FRANCE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 112 ITALY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 113 ITALY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 114 ITALY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 115 ITALY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 116 ITALY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 117 ITALY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 118 ITALY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 119 ITALY: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 120 ASIA PACIFIC: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY 0FFERING, 2024-2030 (USD MILLION)
• TABLE 121 ASIA PACIFIC: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 122 ASIA PACIFIC: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 123 ASIA PACIFIC: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 124 ASIA PACIFIC: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 125 ASIA PACIFIC: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 126 ASIA PACIFIC: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 127 ASIA PACIFIC: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 128 ASIA PACIFIC: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY COUNTRY, 2024-2030 (USD MILLION)
• TABLE 129 CHINA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 130 CHINA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 131 CHINA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 132 CHINA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 133 CHINA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 134 CHINA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 135 CHINA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 136 CHINA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 137 INDIA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 138 INDIA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 139 INDIA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 140 INDIA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 141 INDIA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 142 INDIA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 143 INDIA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 144 INDIA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 145 JAPAN: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 146 JAPAN: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 147 JAPAN: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 148 JAPAN: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 149 JAPAN: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 150 JAPAN: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 151 JAPAN: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 152 JAPAN: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 153 AUSTRALIA AND NEW ZEALAND: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 154 AUSTRALIA AND NEW ZEALAND: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 155 AUSTRALIA AND NEW ZEALAND: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 156 AUSTRALIA AND NEW ZEALAND: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 157 AUSTRALIA AND NEW ZEALAND: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 158 AUSTRALIA AND NEW ZEALAND: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 159 AUSTRALIA AND NEW ZEALAND: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 160 AUSTRALIA AND NEW ZEALAND: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 161 SOUTH KOREA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 162 SOUTH KOREA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 163 SOUTH KOREA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 164 SOUTH KOREA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 165 SOUTH KOREA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 166 SOUTH KOREA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 167 SOUTH KOREA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 168 SOUTH KOREA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 169 MIDDLE EAST & AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 170 MIDDLE EAST & AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 171 MIDDLE EAST & AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 172 MIDDLE EAST & AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 173 MIDDLE EAST & AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 174 MIDDLE EAST & AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 175 MIDDLE EAST & AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 176 MIDDLE EAST & AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 177 MIDDLE EAST & AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY COUNTRY, 2024-2030 (USD MILLION)
• TABLE 178 UAE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 179 UAE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 180 UAE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 181 UAE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 182 UAE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 183 UAE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 184 UAE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 185 UAE: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 186 KSA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 187 KSA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 188 KSA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 189 KSA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 190 KSA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 191 KSA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 192 KSA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 193 KSA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 194 SOUTH AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 195 SOUTH AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 196 SOUTH AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 197 SOUTH AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 198 SOUTH AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 199 SOUTH AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 200 SOUTH AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 201 SOUTH AFRICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 202 LATIN AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 203 LATIN AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 204 LATIN AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 205 LATIN AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 206 LATIN AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 207 LATIN AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 208 LATIN AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 209 LATIN AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 210 LATIN AMERICA: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY COUNTRY, 2024-2030 (USD MILLION)
• TABLE 211 BRAZIL: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 212 BRAZIL: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 213 BRAZIL: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 214 BRAZIL: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 215 BRAZIL: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 216 BRAZIL: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 217 BRAZIL: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 218 BRAZIL: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 219 MEXICO: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 220 MEXICO: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SOLUTION, 2024-2030 (USD MILLION)
• TABLE 221 MEXICO: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY SERVICE, 2024-2030 (USD MILLION)
• TABLE 222 MEXICO: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY PROFESSIONAL SERVICE, 2024-2030 (USD MILLION)
• TABLE 223 MEXICO: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY TYPE, 2024-2030 (USD MILLION)
• TABLE 224 MEXICO: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 225 MEXICO: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY DEPLOYMENT TYPE, 2024-2030 (USD MILLION)
• TABLE 226 MEXICO: RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 227 OVERVIEW OF STRATEGIES ADOPTED BY KEY RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET PLAYERS, 2022-2025
• TABLE 228 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: DEGREE OF COMPETITION
• TABLE 229 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: REGION FOOTPRINT
• TABLE 230 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: DEPLOYMENT TYPE FOOTPRINT
• TABLE 231 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: END USER FOOTPRINT
• TABLE 232 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: LIST OF KEY STARTUPS/SMES
• TABLE 233 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
• TABLE 234 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: PRODUCT LAUNCHES, JANUARY 2022-APRIL 2025
• TABLE 235 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: DEALS, JANUARY 2022-APRIL 2025
• TABLE 236 MICROSOFT: COMPANY OVERVIEW
• TABLE 237 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 238 MICROSOFT: PRODUCT LAUNCHES
• TABLE 239 MICROSOFT: DEALS
• TABLE 240 AWS: COMPANY OVERVIEW
• TABLE 241 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 242 AWS: DEALS
• TABLE 243 GOOGLE: COMPANY OVERVIEW
• TABLE 244 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 245 GOOGLE: DEALS
• TABLE 246 ANTHROPIC: COMPANY OVERVIEW
• TABLE 247 ANTHROPIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 248 ANTHROPIC: DEALS
• TABLE 249 IBM: COMPANY OVERVIEW
• TABLE 250 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 251 IBM: DEALS
• TABLE 252 NVIDIA: COMPANY OVERVIEW
• TABLE 253 NVIDIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 254 NVIDIA: DEALS
• TABLE 255 COHERE: COMPANY OVERVIEW
• TABLE 256 COHERE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 257 COHERE: DEALS
• TABLE 258 PINECONE: COMPANY OVERVIEW
• TABLE 259 PINECONE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 260 PINECONE: DEALS
• TABLE 261 ELASTIC: COMPANY OVERVIEW
• TABLE 262 ELASTIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 263 ELASTIC: DEALS
• TABLE 264 MONGODB: COMPANY OVERVIEW
• TABLE 265 MONGODB: PRODUCTS/SOLUTIONS/SERVICES OFFERED
• TABLE 266 MONGODB: PRODUCT LAUNCHES
• TABLE 267 MONGODB: DEALS
• TABLE 268 GENERATIVE AI MARKET, BY OFFERING, 2020-2024 (USD MILLION)
• TABLE 269 GENERATIVE AI MARKET, BY OFFERING, 2025-2032 (USD MILLION)
• TABLE 270 GENERATIVE AI MARKET, BY DATA MODALITY, 2020-2024 (USD MILLION)
• TABLE 271 GENERATIVE AI MARKET, BY DATA MODALITY, 2025-2032 (USD MILLION)
• TABLE 272 GENERATIVE AI MARKET, BY APPLICATION, 2020-2024 (USD MILLION)
• TABLE 273 GENERATIVE AI MARKET, BY APPLICATION, 2025-2032 (USD MILLION)
• TABLE 274 GENERATIVE AI MARKET, BY END USER, 2020-2024 (USD MILLION)
• TABLE 275 GENERATIVE AI MARKET, BY END USER, 2025-2032 (USD MILLION)
• TABLE 276 GENERATIVE AI MARKET, BY REGION, 2020-2024 (USD MILLION)
• TABLE 277 GENERATIVE AI MARKET, BY REGION, 2025-2032 (USD MILLION)
• TABLE 278 LARGE LANGUAGE MODEL MARKET, BY OFFERING, 2020-2023 (USD MILLION)
• TABLE 279 LARGE LANGUAGE MODEL MARKET, BY OFFERING, 2024-2030 (USD MILLION)
• TABLE 280 LARGE LANGUAGE MODEL MARKET, BY ARCHITECTURE, 2020-2023 (USD MILLION)
• TABLE 281 LARGE LANGUAGE MODEL MARKET, BY ARCHITECTURE, 2024-2030 (USD MILLION)
• TABLE 282 LARGE LANGUAGE MODEL MARKET, BY MODALITY, 2020-2023 (USD MILLION)
• TABLE 283 LARGE LANGUAGE MODEL MARKET, BY MODALITY, 2024-2030 (USD MILLION)
• TABLE 284 LARGE LANGUAGE MODEL MARKET, BY MODEL SIZE, 2020-2023 (USD MILLION)
• TABLE 285 LARGE LANGUAGE MODEL MARKET, BY MODEL SIZE, 2024-2030 (USD MILLION)
• TABLE 286 LARGE LANGUAGE MODEL MARKET, BY APPLICATION, 2020-2023 (USD MILLION)
• TABLE 287 LARGE LANGUAGE MODEL MARKET, BY APPLICATION, 2024-2030 (USD MILLION)
• TABLE 288 LARGE LANGUAGE MODEL MARKET, BY END USER, 2020-2023 (USD MILLION)
• TABLE 289 LARGE LANGUAGE MODEL MARKET, BY END USER, 2024-2030 (USD MILLION)
• TABLE 290 LARGE LANGUAGE MODEL MARKET, BY REGION, 2020-2023 (USD MILLION)
• TABLE 291 LARGE LANGUAGE MODEL MARKET, BY REGION, 2024-2030 (USD MILLION)

List of Figures

• FIGURE 1 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: RESEARCH DESIGN
• FIGURE 2 BREAKDOWN OF PRIMARY INTERVIEWS, BY COMPANY TYPE, DESIGNATION, AND REGION
• FIGURE 3 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
• FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 1 (SUPPLY SIDE): REVENUE OF VENDORS IN RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET
• FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 2 (DEMAND SIDE): RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET
• FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: DEMAND-SIDE ANALYSIS
• FIGURE 7 MARKET SIZE ESTIMATION USING BOTTOM-UP APPROACH
• FIGURE 8 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: DATA TRIANGULATION
• FIGURE 9 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, 2024-2030 (USD MILLION)
• FIGURE 10 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: REGIONAL AND COUNTRY-WISE SHARE, 2025
• FIGURE 11 RAPID DIGITAL TRANSFORMATION AND GROWING ENTERPRISE AI ADOPTION TO DRIVE MARKET
• FIGURE 12 SOLUTIONS SEGMENT TO HOLD LARGER MARKET SHARE IN 2025
• FIGURE 13 RAG-ENABLED PLATFORMS SEGMENT TO HOLD LARGEST MARKET SHARE IN 2025
• FIGURE 14 FOUNDATIONAL & ENHANCED RAG SEGMENT TO HOLD LARGEST MARKET SHARE IN 2025
• FIGURE 15 ENTERPRISE SEARCH SEGMENT TO HOLD LARGEST MARKET SHARE IN 2025
• FIGURE 16 CLOUD SEGMENT TO HOLD LARGER MARKET SHARE IN 2025
• FIGURE 17 HEALTHCARE & LIFE SCIENCES SEGMENT TO LEAD MARKET IN 2025
• FIGURE 18 HEALTHCARE & LIFE SCIENCES SEGMENT AND US TO ACCOUNT FOR SIGNIFICANT MARKET SHARES IN 2025
• FIGURE 19 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
• FIGURE 20 BRIEF HISTORY OF RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET
• FIGURE 21 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: SUPPLY CHAIN ANALYSIS
• FIGURE 22 KEY PLAYERS IN RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET ECOSYSTEM
• FIGURE 23 PORTER'S FIVE FORCES ANALYSIS
• FIGURE 24 MAJOR PATENTS FOR RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET
• FIGURE 25 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: DISRUPTIONS IMPACTING BUYERS/CLIENTS
• FIGURE 26 AVERAGE SELLING PRICE OF KEY PLAYERS, USD PER MONTH, 2024
• FIGURE 27 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR KEY END USERS
• FIGURE 28 KEY BUYING CRITERIA FOR TOP THREE END USERS
• FIGURE 29 TOOLS, FRAMEWORKS, AND TECHNIQUES USED IN RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET
• FIGURE 30 INVESTMENT AND FUNDING SCENARIO
• FIGURE 31 USE CASES OF GENERATIVE AI IN RETRIEVAL-AUGMENTED GENERATION (RAG)
• FIGURE 32 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
• FIGURE 33 DATA MANAGEMENT & INDEXING LAYER SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
• FIGURE 34 MANAGED SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
• FIGURE 35 TRAINING AND DEVELOPMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
• FIGURE 36 FOUNDATIONAL & ENHANCED RAG SEGMENT TO HOLD THE LARGEST MARKET SHARE DURING FORECAST PERIOD
• FIGURE 37 ENTERPRISE SEARCH SEGMENT TO HOLD THE LARGEST MARKET SHARE DURING FORECAST PERIOD
• FIGURE 38 CLOUD SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
• FIGURE 39 HEALTHCARE & LIFE SCIENCES SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD
• FIGURE 40 NORTH AMERICA: MARKET SNAPSHOT
• FIGURE 41 ASIA PACIFIC: MARKET SNAPSHOT
• FIGURE 42 REVENUE ANALYSIS OF KEY PLAYERS IN RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, 2022 TO 2024 (USD BILLION)
• FIGURE 43 SHARES OF LEADING COMPANIES IN RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET, 2024
• FIGURE 44 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: BRAND/PRODUCT COMPARISON
• FIGURE 45 COMPANY VALUATION OF KEY VENDORS, 2025
• FIGURE 46 FINANCIAL METRICS OF KEY VENDORS, 2025
• FIGURE 47 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2024
• FIGURE 48 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: COMPANY FOOTPRINT
• FIGURE 49 RETRIEVAL-AUGMENTED GENERATION (RAG) MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2024
• FIGURE 50 MICROSOFT: COMPANY SNAPSHOT
• FIGURE 51 AWS: COMPANY SNAPSHOT
• FIGURE 52 GOOGLE: COMPANY SNAPSHOT
• FIGURE 53 IBM: COMPANY SNAPSHOT
• FIGURE 54 NVIDIA: COMPANY SNAPSHOT
• FIGURE 55 ELASTIC: COMPANY SNAPSHOT
• FIGURE 56 MONGODB: COMPANY SNAPSHOT