세계의 검색 증강 생성(RAG) 시장 규모, 점유율, 동향 분석 리포트 : 도입별, 기능별, 최종 용도별, 용도별, 지역별, 전망과 예측(2024-2031년)

The Global Retrieval Augmented Generation Market size is expected to reach $17 billion by 2031, rising at a market growth of 43.4% CAGR during the forecast period.

Many countries in the Asia Pacific are undergoing significant digital transformation, with businesses investing in AI and machine learning solutions, including RAG, to enhance their operations. The Asia Pacific region generates massive volumes of data from its large population and digital activities. Consequently, the Asia Pacific region would acquire nearly 30% of the total market share by 2031.

The major strategies followed by the market participants are Partnerships as the key developmental strategy to keep pace with the changing demands of end users. For instance, In November, 2023, Amazon Web Services, Inc. and Salesforce expanded their partnership, integrating AWS's data and AI services with Salesforce's CRM. This includes offering Salesforce products on AWS Marketplace and leveraging AI technologies, such as generative AI and potentially RAG. Moreover, In June, 2024, OpenAI and Google are expanding AI capabilities through new deals with major publishers. OpenAI's partnership with Time Magazine and Google's agreements with firms like Moody's and Thomson Reuters focus on integrating high-quality content to enhance AI accuracy and support RAG techniques.

Market Growth Factors

Consumers increasingly expect content that speaks directly to their interests and needs. Hyper-personalized content enhances user engagement and satisfaction, driving organizations to seek advanced solutions like RAG. In marketing, RAG can generate personalized ad copy, product recommendations, and promotional content that aligns with consumer preferences, maximizing campaign effectiveness. Thus, the rising demand for hyper-personalized content in various industries drives the market's growth.

The exponential growth of data generated from various sources-such as social media, IoT devices, e-commerce transactions, and digital communications-creates vast information organizations need to analyze and leverage. RAG systems can analyze and generate insights from real-time data streams, allowing organizations to stay responsive to changing market dynamics and consumer behaviors. Thus, the proliferation of big data and diverse data sources drives the market's growth.

Market Restraining Factors

Implementing RAG systems often necessitates significant upfront investments in advanced hardware, software, and infrastructure. Maintaining RAG systems necessitates continuous technical support and expertise. Organizations often need to hire specialized personnel or contract third-party services, contributing to ongoing operational expenses. Thus, high implementation and operational costs are impeding the market's growth.

Deployment Outlook

Based on deployment, the market is categorized into cloud and on-premises. The on-premises segment witnessed 27% revenue share in the market in 2023. The growing demand for data security, privacy, and greater control over sensitive information drives the rise of on-premises RAG deployment. Sectors such as healthcare, finance, and government require stringent compliance with regulations, making on-premises solutions particularly appealing.

Function Outlook

Based on function, the market is divided into document retrieval, response generation, summarization & reporting, and recommendation engines. The recommendation engine segment held 24% revenue share in the market in 2023. Recommendation engines are expanding due to the rising demand for personalized user experiences across sectors like e-commerce, entertainment, and online services.

End-use Outlook

By end-use, the market is segmented into healthcare, financial services, retail & e-commerce, IT & telecommunications, education, media & entertainment, and others. The retail & e-commerce segment procured 19% revenue share in the market in 2023. RAG enables retailers to analyze customer data and generate personalized product recommendations, improving user engagement and satisfaction.

Application Outlook

On the basis of application, the retrieval augmented generation market is segmented into knowledge management, customer support & chatbots, legal & compliance, marketing & sales, research & development, and content generation. In 2023, the customer support & chatbots segment attained 18% revenue share in the retrieval augmented generation market. The demand for more intelligent, real-time customer interactions is driving the rise of chatbots in the market. RAG-enhanced chatbots can access specific, relevant information from databases, delivering more accurate responses than traditional AI solutions.

Regional Outlook

Region-wise, the retrieval augmented generation market is analyzed across North America, Europe, Asia Pacific, and LAMEA. The North America region witnessed 36% revenue share in the retrieval augmented generation market in 2023. North America is home to many leading tech companies and startups that drive AI and machine learning innovation, fostering an environment where RAG technology can thrive. Businesses across various sectors heavily invest in AI solutions, including RAG, to enhance their operational efficiency, customer experience, and data analysis capabilities.

Recent Strategies Deployed in the Market

• Sep-2024: Databricks, Inc. expands its product offerings with Retrieval Augmented Generation (RAG) technology, which enhances large language models (LLMs) by incorporating real-time, relevant data. This integration boosts response accuracy and domain specificity while avoiding the need for model retraining, benefiting applications like chatbots, search engines, and knowledge engines.
• Sep-2024: Clarifai, Inc. has expanded its product line with an advanced Retrieval-Augmented Generation (RAG) solution. This new offering enhances data retrieval and integration, improving AI model performance for applications like content generation and business intelligence, reinforcing Clarifai's commitment to AI innovation.
• Jun-2024: Informatica Inc. has entered an expanded partnership with Databricks, unveiling a Generative AI Solution Blueprint for Retrieval-Augmented Generation (RAG) applications. This partnership includes native SQL ELT support, a complimentary data integration service, and extensive support via Databricks Unity Catalog, enhancing enterprise-grade AI solutions.
• Jun-2024: IBM has introduced new AI assistant innovations, featuring the watsonx Assistant for Z, which employs a domain-specific RAG framework to optimize mainframe management. Additionally, watsonx Orchestrate now includes a low-code AI assistant builder and enhanced multi-assistant routing to boost productivity.
• Apr-2024: Informatica has strengthened its partnership with Google LLC by introducing an MDM Extension for BigQuery. This new solution, which integrates with Google Cloud's Vertex AI and Gemini models, accelerates the development of high-quality, enterprise-grade generative AI applications.

List of Key Companies Profiled

• Amazon Web Services, Inc. (Amazon.com, Inc.)
• IBM Corporation
• NVIDIA Corporation
• Clarifai, Inc.
• Google LLC
• Informatica Inc.
• Meta Platforms, Inc.
• Microsoft Corporation
• OpenAI, LLC
• Databricks, Inc.

Global Retrieval Augmented Generation Market Report Segmentation

By Deployment

• Cloud
• On-premises

By Function

• Document Retrieval
• Response Generation
• Recommendation Engines
• Summarization & Reporting

By End-use

• Healthcare
• Retail & E-commerce
• Financial Services
• Media & Entertainment
• IT & Telecommunications
• Education
• Other End-use

By Application

• Content Generation
• Knowledge Management
• Customer Support & Chatbots
• Marketing & Sales
• Legal & Compliance
• Research & Development

By Geography

• North America
  • US
  • Canada
  • Mexico
  • Rest of North America
• Europe
  • Germany
  • UK
  • France
  • Russia
  • Spain
  • Italy
  • Rest of Europe
• Asia Pacific
  • China
  • Japan
  • India
  • South Korea
  • Australia
  • Malaysia
  • Rest of Asia Pacific
• LAMEA
  • Brazil
  • Argentina
  • UAE
  • Saudi Arabia
  • South Africa
  • Nigeria
• Rest of LAMEA.

Table of Contents

Chapter 1. Market Scope & Methodology

• 1.1 Market Definition
• 1.2 Objectives
• 1.3 Market Scope
• 1.4 Segmentation
  • 1.4.1 Global Retrieval Augmented Generation Market, by Deployment
  • 1.4.2 Global Retrieval Augmented Generation Market, by Function
  • 1.4.3 Global Retrieval Augmented Generation Market, by End-use
  • 1.4.4 Global Retrieval Augmented Generation Market, by Application
  • 1.4.5 Global Retrieval Augmented Generation Market, by Geography
• 1.5 Methodology for the research

Chapter 2. Market at a Glance

• 2.1 Key Highlights

Chapter 3. Market Overview

• 3.1 Introduction
  • 3.1.1 Overview
    • 3.1.1.1 Market Composition and Scenario
• 3.2 Key Factors Impacting the Market
  • 3.2.1 Market Drivers
  • 3.2.2 Market Restraints
  • 3.2.3 Market Opportunities
  • 3.2.4 Market Challenges

Chapter 4. Competition Analysis - Global

• 4.1 KBV Cardinal Matrix
• 4.2 Recent Industry Wide Strategic Developments
  • 4.2.1 Partnerships, Collaborations and Agreements
  • 4.2.2 Product Launches and Product Expansions
• 4.3 Market Share Analysis, 2023
• 4.4 Top Winning Strategies
  • 4.4.1 Key Leading Strategies: Percentage Distribution (2020-2024)
  • 4.4.2 Key Strategic Move: (Partnerships, Collaborations & Agreements: 2023, Jul - 2024, Jun) Leading Players
• 4.5 Porter Five Forces Analysis

Chapter 5. Global Retrieval Augmented Generation Market by Deployment

• 5.1 Global Cloud Market by Region
• 5.2 Global On-premises Market by Region

Chapter 6. Global Retrieval Augmented Generation Market by Function

• 6.1 Global Document Retrieval Market by Region
• 6.2 Global Response Generation Market by Region
• 6.3 Global Recommendation Engines Market by Region
• 6.4 Global Summarization & Reporting Market by Region

Chapter 7. Global Retrieval Augmented Generation Market by End-use

• 7.1 Global Healthcare Market by Region
• 7.2 Global Retail & E-commerce Market by Region
• 7.3 Global Financial Services Market by Region
• 7.4 Global Media & Entertainment Market by Region
• 7.5 Global IT & Telecommunications Market by Region
• 7.6 Global Education Market by Region
• 7.7 Global Other End-use Market by Region

Chapter 8. Global Retrieval Augmented Generation Market by Application

• 8.1 Global Content Generation Market by Region
• 8.2 Global Knowledge Management Market by Region
• 8.3 Global Customer Support & Chatbots Market by Region
• 8.4 Global Marketing & Sales Market by Region
• 8.5 Global Legal & Compliance Market by Region
• 8.6 Global Research & Development Market by Region

Chapter 9. Global Retrieval Augmented Generation Market by Region

• 9.1 North America Retrieval Augmented Generation Market
  • 9.1.1 North America Retrieval Augmented Generation Market by Deployment
    • 9.1.1.1 North America Cloud Market by Region
    • 9.1.1.2 North America On-premises Market by Region
  • 9.1.2 North America Retrieval Augmented Generation Market by Function
    • 9.1.2.1 North America Document Retrieval Market by Country
    • 9.1.2.2 North America Response Generation Market by Country
    • 9.1.2.3 North America Recommendation Engines Market by Country
    • 9.1.2.4 North America Summarization & Reporting Market by Country
  • 9.1.3 North America Retrieval Augmented Generation Market by End-use
    • 9.1.3.1 North America Healthcare Market by Country
    • 9.1.3.2 North America Retail & E-commerce Market by Country
    • 9.1.3.3 North America Financial Services Market by Country
    • 9.1.3.4 North America Media & Entertainment Market by Country
    • 9.1.3.5 North America IT & Telecommunications Market by Country
    • 9.1.3.6 North America Education Market by Country
    • 9.1.3.7 North America Other End-use Market by Country
  • 9.1.4 North America Retrieval Augmented Generation Market by Application
    • 9.1.4.1 North America Content Generation Market by Country
    • 9.1.4.2 North America Knowledge Management Market by Country
    • 9.1.4.3 North America Customer Support & Chatbots Market by Country
    • 9.1.4.4 North America Marketing & Sales Market by Country
    • 9.1.4.5 North America Legal & Compliance Market by Country
    • 9.1.4.6 North America Research & Development Market by Country
  • 9.1.5 North America Retrieval Augmented Generation Market by Country
    • 9.1.5.1 US Retrieval Augmented Generation Market
      • 9.1.5.1.1 US Retrieval Augmented Generation Market by Deployment
      • 9.1.5.1.2 US Retrieval Augmented Generation Market by Function
      • 9.1.5.1.3 US Retrieval Augmented Generation Market by End-use
      • 9.1.5.1.4 US Retrieval Augmented Generation Market by Application
    • 9.1.5.2 Canada Retrieval Augmented Generation Market
      • 9.1.5.2.1 Canada Retrieval Augmented Generation Market by Deployment
      • 9.1.5.2.2 Canada Retrieval Augmented Generation Market by Function
      • 9.1.5.2.3 Canada Retrieval Augmented Generation Market by End-use
      • 9.1.5.2.4 Canada Retrieval Augmented Generation Market by Application
    • 9.1.5.3 Mexico Retrieval Augmented Generation Market
      • 9.1.5.3.1 Mexico Retrieval Augmented Generation Market by Deployment
      • 9.1.5.3.2 Mexico Retrieval Augmented Generation Market by Function
      • 9.1.5.3.3 Mexico Retrieval Augmented Generation Market by End-use
      • 9.1.5.3.4 Mexico Retrieval Augmented Generation Market by Application
    • 9.1.5.4 Rest of North America Retrieval Augmented Generation Market
      • 9.1.5.4.1 Rest of North America Retrieval Augmented Generation Market by Deployment
      • 9.1.5.4.2 Rest of North America Retrieval Augmented Generation Market by Function
      • 9.1.5.4.3 Rest of North America Retrieval Augmented Generation Market by End-use
      • 9.1.5.4.4 Rest of North America Retrieval Augmented Generation Market by Application
• 9.2 Europe Retrieval Augmented Generation Market
  • 9.2.1 Europe Retrieval Augmented Generation Market by Deployment
    • 9.2.1.1 Europe Cloud Market by Country
    • 9.2.1.2 Europe On-premises Market by Country
  • 9.2.2 Europe Retrieval Augmented Generation Market by Function
    • 9.2.2.1 Europe Document Retrieval Market by Country
    • 9.2.2.2 Europe Response Generation Market by Country
    • 9.2.2.3 Europe Recommendation Engines Market by Country
    • 9.2.2.4 Europe Summarization & Reporting Market by Country
  • 9.2.3 Europe Retrieval Augmented Generation Market by End-use
    • 9.2.3.1 Europe Healthcare Market by Country
    • 9.2.3.2 Europe Retail & E-commerce Market by Country
    • 9.2.3.3 Europe Financial Services Market by Country
    • 9.2.3.4 Europe Media & Entertainment Market by Country
    • 9.2.3.5 Europe IT & Telecommunications Market by Country
    • 9.2.3.6 Europe Education Market by Country
    • 9.2.3.7 Europe Other End-use Market by Country
  • 9.2.4 Europe Retrieval Augmented Generation Market by Application
    • 9.2.4.1 Europe Content Generation Market by Country
    • 9.2.4.2 Europe Knowledge Management Market by Country
    • 9.2.4.3 Europe Customer Support & Chatbots Market by Country
    • 9.2.4.4 Europe Marketing & Sales Market by Country
    • 9.2.4.5 Europe Legal & Compliance Market by Country
    • 9.2.4.6 Europe Research & Development Market by Country
  • 9.2.5 Europe Retrieval Augmented Generation Market by Country
    • 9.2.5.1 Germany Retrieval Augmented Generation Market
      • 9.2.5.1.1 Germany Retrieval Augmented Generation Market by Deployment
      • 9.2.5.1.2 Germany Retrieval Augmented Generation Market by Function
      • 9.2.5.1.3 Germany Retrieval Augmented Generation Market by End-use
      • 9.2.5.1.4 Germany Retrieval Augmented Generation Market by Application
    • 9.2.5.2 UK Retrieval Augmented Generation Market
      • 9.2.5.2.1 UK Retrieval Augmented Generation Market by Deployment
      • 9.2.5.2.2 UK Retrieval Augmented Generation Market by Function
      • 9.2.5.2.3 UK Retrieval Augmented Generation Market by End-use
      • 9.2.5.2.4 UK Retrieval Augmented Generation Market by Application
    • 9.2.5.3 France Retrieval Augmented Generation Market
      • 9.2.5.3.1 France Retrieval Augmented Generation Market by Deployment
      • 9.2.5.3.2 France Retrieval Augmented Generation Market by Function
      • 9.2.5.3.3 France Retrieval Augmented Generation Market by End-use
      • 9.2.5.3.4 France Retrieval Augmented Generation Market by Application
    • 9.2.5.4 Russia Retrieval Augmented Generation Market
      • 9.2.5.4.1 Russia Retrieval Augmented Generation Market by Deployment
      • 9.2.5.4.2 Russia Retrieval Augmented Generation Market by Function
      • 9.2.5.4.3 Russia Retrieval Augmented Generation Market by End-use
      • 9.2.5.4.4 Russia Retrieval Augmented Generation Market by Application
    • 9.2.5.5 Spain Retrieval Augmented Generation Market
      • 9.2.5.5.1 Spain Retrieval Augmented Generation Market by Deployment
      • 9.2.5.5.2 Spain Retrieval Augmented Generation Market by Function
      • 9.2.5.5.3 Spain Retrieval Augmented Generation Market by End-use
      • 9.2.5.5.4 Spain Retrieval Augmented Generation Market by Application
    • 9.2.5.6 Italy Retrieval Augmented Generation Market
      • 9.2.5.6.1 Italy Retrieval Augmented Generation Market by Deployment
      • 9.2.5.6.2 Italy Retrieval Augmented Generation Market by Function
      • 9.2.5.6.3 Italy Retrieval Augmented Generation Market by End-use
      • 9.2.5.6.4 Italy Retrieval Augmented Generation Market by Application
    • 9.2.5.7 Rest of Europe Retrieval Augmented Generation Market
      • 9.2.5.7.1 Rest of Europe Retrieval Augmented Generation Market by Deployment
      • 9.2.5.7.2 Rest of Europe Retrieval Augmented Generation Market by Function
      • 9.2.5.7.3 Rest of Europe Retrieval Augmented Generation Market by End-use
      • 9.2.5.7.4 Rest of Europe Retrieval Augmented Generation Market by Application
• 9.3 Asia Pacific Retrieval Augmented Generation Market
  • 9.3.1 Asia Pacific Retrieval Augmented Generation Market by Deployment
    • 9.3.1.1 Asia Pacific Cloud Market by Country
    • 9.3.1.2 Asia Pacific On-premises Market by Country
  • 9.3.2 Asia Pacific Retrieval Augmented Generation Market by Function
    • 9.3.2.1 Asia Pacific Document Retrieval Market by Country
    • 9.3.2.2 Asia Pacific Response Generation Market by Country
    • 9.3.2.3 Asia Pacific Recommendation Engines Market by Country
    • 9.3.2.4 Asia Pacific Summarization & Reporting Market by Country
  • 9.3.3 Asia Pacific Retrieval Augmented Generation Market by End-use
    • 9.3.3.1 Asia Pacific Healthcare Market by Country
    • 9.3.3.2 Asia Pacific Retail & E-commerce Market by Country
    • 9.3.3.3 Asia Pacific Financial Services Market by Country
    • 9.3.3.4 Asia Pacific Media & Entertainment Market by Country
    • 9.3.3.5 Asia Pacific IT & Telecommunications Market by Country
    • 9.3.3.6 Asia Pacific Education Market by Country
    • 9.3.3.7 Asia Pacific Other End-use Market by Country
  • 9.3.4 Asia Pacific Retrieval Augmented Generation Market by Application
    • 9.3.4.1 Asia Pacific Content Generation Market by Country
    • 9.3.4.2 Asia Pacific Knowledge Management Market by Country
    • 9.3.4.3 Asia Pacific Customer Support & Chatbots Market by Country
    • 9.3.4.4 Asia Pacific Marketing & Sales Market by Country
    • 9.3.4.5 Asia Pacific Legal & Compliance Market by Country
    • 9.3.4.6 Asia Pacific Research & Development Market by Country
  • 9.3.5 Asia Pacific Retrieval Augmented Generation Market by Country
    • 9.3.5.1 China Retrieval Augmented Generation Market
      • 9.3.5.1.1 China Retrieval Augmented Generation Market by Deployment
      • 9.3.5.1.2 China Retrieval Augmented Generation Market by Function
      • 9.3.5.1.3 China Retrieval Augmented Generation Market by End-use
      • 9.3.5.1.4 China Retrieval Augmented Generation Market by Application
    • 9.3.5.2 Japan Retrieval Augmented Generation Market
      • 9.3.5.2.1 Japan Retrieval Augmented Generation Market by Deployment
      • 9.3.5.2.2 Japan Retrieval Augmented Generation Market by Function
      • 9.3.5.2.3 Japan Retrieval Augmented Generation Market by End-use
      • 9.3.5.2.4 Japan Retrieval Augmented Generation Market by Application
    • 9.3.5.3 India Retrieval Augmented Generation Market
      • 9.3.5.3.1 India Retrieval Augmented Generation Market by Deployment
      • 9.3.5.3.2 India Retrieval Augmented Generation Market by Function
      • 9.3.5.3.3 India Retrieval Augmented Generation Market by End-use
      • 9.3.5.3.4 India Retrieval Augmented Generation Market by Application
    • 9.3.5.4 South Korea Retrieval Augmented Generation Market
      • 9.3.5.4.1 South Korea Retrieval Augmented Generation Market by Deployment
      • 9.3.5.4.2 South Korea Retrieval Augmented Generation Market by Function
      • 9.3.5.4.3 South Korea Retrieval Augmented Generation Market by End-use
      • 9.3.5.4.4 South Korea Retrieval Augmented Generation Market by Application
    • 9.3.5.5 Australia Retrieval Augmented Generation Market
      • 9.3.5.5.1 Australia Retrieval Augmented Generation Market by Deployment
      • 9.3.5.5.2 Australia Retrieval Augmented Generation Market by Function
      • 9.3.5.5.3 Australia Retrieval Augmented Generation Market by End-use
      • 9.3.5.5.4 Australia Retrieval Augmented Generation Market by Application
    • 9.3.5.6 Malaysia Retrieval Augmented Generation Market
      • 9.3.5.6.1 Malaysia Retrieval Augmented Generation Market by Deployment
      • 9.3.5.6.2 Malaysia Retrieval Augmented Generation Market by Function
      • 9.3.5.6.3 Malaysia Retrieval Augmented Generation Market by End-use
      • 9.3.5.6.4 Malaysia Retrieval Augmented Generation Market by Application
    • 9.3.5.7 Rest of Asia Pacific Retrieval Augmented Generation Market
      • 9.3.5.7.1 Rest of Asia Pacific Retrieval Augmented Generation Market by Deployment
      • 9.3.5.7.2 Rest of Asia Pacific Retrieval Augmented Generation Market by Function
      • 9.3.5.7.3 Rest of Asia Pacific Retrieval Augmented Generation Market by End-use
      • 9.3.5.7.4 Rest of Asia Pacific Retrieval Augmented Generation Market by Application
• 9.4 LAMEA Retrieval Augmented Generation Market
  • 9.4.1 LAMEA Retrieval Augmented Generation Market by Deployment
    • 9.4.1.1 LAMEA Cloud Market by Country
    • 9.4.1.2 LAMEA On-premises Market by Country
  • 9.4.2 LAMEA Retrieval Augmented Generation Market by Function
    • 9.4.2.1 LAMEA Document Retrieval Market by Country
    • 9.4.2.2 LAMEA Response Generation Market by Country
    • 9.4.2.3 LAMEA Recommendation Engines Market by Country
    • 9.4.2.4 LAMEA Summarization & Reporting Market by Country
  • 9.4.3 LAMEA Retrieval Augmented Generation Market by End-use
    • 9.4.3.1 LAMEA Healthcare Market by Country
    • 9.4.3.2 LAMEA Retail & E-commerce Market by Country
    • 9.4.3.3 LAMEA Financial Services Market by Country
    • 9.4.3.4 LAMEA Media & Entertainment Market by Country
    • 9.4.3.5 LAMEA IT & Telecommunications Market by Country
    • 9.4.3.6 LAMEA Education Market by Country
    • 9.4.3.7 LAMEA Other End-use Market by Country
  • 9.4.4 LAMEA Retrieval Augmented Generation Market by Application
    • 9.4.4.1 LAMEA Content Generation Market by Country
    • 9.4.4.2 LAMEA Knowledge Management Market by Country
    • 9.4.4.3 LAMEA Customer Support & Chatbots Market by Country
    • 9.4.4.4 LAMEA Marketing & Sales Market by Country
    • 9.4.4.5 LAMEA Legal & Compliance Market by Country
    • 9.4.4.6 LAMEA Research & Development Market by Country
  • 9.4.5 LAMEA Retrieval Augmented Generation Market by Country
    • 9.4.5.1 Brazil Retrieval Augmented Generation Market
      • 9.4.5.1.1 Brazil Retrieval Augmented Generation Market by Deployment
      • 9.4.5.1.2 Brazil Retrieval Augmented Generation Market by Function
      • 9.4.5.1.3 Brazil Retrieval Augmented Generation Market by End-use
      • 9.4.5.1.4 Brazil Retrieval Augmented Generation Market by Application
    • 9.4.5.2 Argentina Retrieval Augmented Generation Market
      • 9.4.5.2.1 Argentina Retrieval Augmented Generation Market by Deployment
      • 9.4.5.2.2 Argentina Retrieval Augmented Generation Market by Function
      • 9.4.5.2.3 Argentina Retrieval Augmented Generation Market by End-use
      • 9.4.5.2.4 Argentina Retrieval Augmented Generation Market by Application
    • 9.4.5.3 UAE Retrieval Augmented Generation Market
      • 9.4.5.3.1 UAE Retrieval Augmented Generation Market by Deployment
      • 9.4.5.3.2 UAE Retrieval Augmented Generation Market by Function
      • 9.4.5.3.3 UAE Retrieval Augmented Generation Market by End-use
      • 9.4.5.3.4 UAE Retrieval Augmented Generation Market by Application
    • 9.4.5.4 Saudi Arabia Retrieval Augmented Generation Market
      • 9.4.5.4.1 Saudi Arabia Retrieval Augmented Generation Market by Deployment
      • 9.4.5.4.2 Saudi Arabia Retrieval Augmented Generation Market by Function
      • 9.4.5.4.3 Saudi Arabia Retrieval Augmented Generation Market by End-use
      • 9.4.5.4.4 Saudi Arabia Retrieval Augmented Generation Market by Application
    • 9.4.5.5 South Africa Retrieval Augmented Generation Market
      • 9.4.5.5.1 South Africa Retrieval Augmented Generation Market by Deployment
      • 9.4.5.5.2 South Africa Retrieval Augmented Generation Market by Function
      • 9.4.5.5.3 South Africa Retrieval Augmented Generation Market by End-use
      • 9.4.5.5.4 South Africa Retrieval Augmented Generation Market by Application
    • 9.4.5.6 Nigeria Retrieval Augmented Generation Market
      • 9.4.5.6.1 Nigeria Retrieval Augmented Generation Market by Deployment
      • 9.4.5.6.2 Nigeria Retrieval Augmented Generation Market by Function
      • 9.4.5.6.3 Nigeria Retrieval Augmented Generation Market by End-use
      • 9.4.5.6.4 Nigeria Retrieval Augmented Generation Market by Application
    • 9.4.5.7 Rest of LAMEA Retrieval Augmented Generation Market
      • 9.4.5.7.1 Rest of LAMEA Retrieval Augmented Generation Market by Deployment
      • 9.4.5.7.2 Rest of LAMEA Retrieval Augmented Generation Market by Function
      • 9.4.5.7.3 Rest of LAMEA Retrieval Augmented Generation Market by End-use
      • 9.4.5.7.4 Rest of LAMEA Retrieval Augmented Generation Market by Application

Chapter 10. Company Profiles

• 10.1 Amazon Web Services, Inc. (Amazon.com, Inc.)
  • 10.1.1 Company Overview
  • 10.1.2 Financial Analysis
  • 10.1.3 Segmental Analysis
  • 10.1.4 Recent strategies and developments:
    • 10.1.4.1 Partnerships, Collaborations, and Agreements:
    • 10.1.4.2 Product Launches and Product Expansions:
  • 10.1.5 SWOT Analysis
• 10.2 IBM Corporation
  • 10.2.1 Company Overview
  • 10.2.2 Financial Analysis
  • 10.2.3 Regional & Segmental Analysis
  • 10.2.4 Research & Development Expenses
  • 10.2.5 Recent strategies and developments:
    • 10.2.5.1 Partnerships, Collaborations, and Agreements:
    • 10.2.5.2 Product Launches and Product Expansions:
  • 10.2.6 SWOT Analysis
• 10.3 NVIDIA Corporation
  • 10.3.1 Company Overview
  • 10.3.2 Financial Analysis
  • 10.3.3 Segmental and Regional Analysis
  • 10.3.4 Research & Development Expenses
  • 10.3.5 Recent strategies and developments:
    • 10.3.5.1 Partnerships, Collaborations, and Agreements:
  • 10.3.6 SWOT Analysis
• 10.4 Clarifai, Inc.
  • 10.4.1 Company Overview
  • 10.4.2 Recent strategies and developments:
    • 10.4.2.1 Partnerships, Collaborations, and Agreements:
    • 10.4.2.2 Product Launches and Product Expansions:
  • 10.4.3 SWOT Analysis
• 10.5 Google LLC (Alphabet Inc.)
  • 10.5.1 Company Overview
  • 10.5.2 Financial Analysis
  • 10.5.3 Segmental and Regional Analysis
  • 10.5.4 Research & Development Expense
  • 10.5.5 Recent strategies and developments:
    • 10.5.5.1 Partnerships, Collaborations, and Agreements:
  • 10.5.6 SWOT Analysis
• 10.6 Informatica Inc.
  • 10.6.1 Company Overview
  • 10.6.2 Financial Analysis
  • 10.6.3 Regional Analysis
  • 10.6.4 Research & Development Expenses
  • 10.6.5 Recent strategies and developments:
    • 10.6.5.1 Partnerships, Collaborations, and Agreements:
  • 10.6.6 SWOT Analysis
• 10.7 Meta Platforms, Inc.
  • 10.7.1 Company Overview
  • 10.7.2 Financial Analysis
  • 10.7.3 Segment and Regional Analysis
  • 10.7.4 Research & Development Expense
  • 10.7.5 Recent strategies and developments:
    • 10.7.5.1 Partnerships, Collaborations, and Agreements:
  • 10.7.6 SWOT Analysis
• 10.8 Microsoft Corporation
  • 10.8.1 Company Overview
  • 10.8.2 Financial Analysis
  • 10.8.3 Segmental and Regional Analysis
  • 10.8.4 Research & Development Expenses
  • 10.8.5 Recent strategies and developments:
    • 10.8.5.1 Partnerships, Collaborations, and Agreements:
  • 10.8.6 SWOT Analysis
• 10.9 OpenAI, L.L.C.
  • 10.9.1 Company Overview
  • 10.9.2 Recent strategies and developments:
    • 10.9.2.1 Partnerships, Collaborations, and Agreements:
  • 10.9.3 SWOT Analysis
• 10.10. Databricks, Inc.
  • 10.10.1 Company Overview
  • 10.10.2 Recent strategies and developments:
    • 10.10.2.1 Partnerships, Collaborations, and Agreements:

Chapter 11. Winning Imperatives of Retrieval Augmented Generation Market