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市場調查報告書
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1575112

RAG(搜尋增強世代)市場規模、佔有率和趨勢分析報告:按功能、應用程式、部署、最終用途、區域和細分市場進行預測,2024-2030 年

Retrieval Augmented Generation Market Size, Share & Trends Analysis Report By Function, By Application, By Deployment (Cloud, On-premises), By End-use (Healthcare, Education), By Region, And Segment Forecasts, 2024 - 2030

出版日期: | 出版商: Grand View Research | 英文 150 Pages | 商品交期: 2-10個工作天內

價格

市場規模及趨勢:

預計 2023 年全球 RAG(搜尋增強生成)市場規模為 10.427 億美元,預計 2024 年至 2030 年複合年成長率為 44.7%。

由於自然語言處理(NLP)的進步以及對智慧人工智慧系統不斷成長的需求,該市場正在快速成長。 RAG(搜尋增強生成)模型將基於搜尋的方法與生成功能相結合,在客戶服務、內容生成和研究等行業中很受歡迎。這些模型透過存取外部資料來源來提高準確性,使人工智慧能夠產生更相關和上下文感知的回應。

企業求助於 RAG 來自動化複雜的工作流程,同時保持高水準的內容品質。 ChatGPT 等生成式人工智慧工具的興起引發了人們對透過搜尋機制增強人工智慧的興趣。 RAG(搜尋增強生成)特別適合需要精確度的應用,這使其對企業具有吸引力。這種需求正在推動研究和開發,以改進適用於各種使用案例的RAG 框架。

企業採用是 RAG 擴張的主要驅動力,因為企業意識到處理醫療保健、金融和法律服務等領域專門任務的潛力。 RAG 系統可協助專家從專有資料庫中搜尋和產生資訊,以即時做出資料驅動的決策。公司正在投資這些模型,透過整合聊天機器人、虛擬助理和知識管理系統來改善客戶體驗和內部業務。此外,雲端基礎的人工智慧平台的可用性使公司可以更輕鬆地將 RAG 解決方案擴展到不同部門。因此,越來越多的公司正在採用這些模型來滿足利基需求。特定領域資料集集的品質和可用性的提高進一步推動了這種成長。 RAG 模型的影響是顯著的,因為它改進了決策和內容傳送。

RAG(搜尋增強生成)市場的競爭正在加劇,老牌科技巨頭和新興企業都在開發先進的架構來獲得優勢。雲端服務供應商正在透過最佳化搜尋和產生流程以提高速度和準確性來增強其 RAG 產品。人們對開放原始碼RAG 框架的興趣也與日俱增,該框架允許小型企業和開發人員根據其特定需求量身定做解決方案。這些創新正在加速 RAG 在全行業的採用,並使其可供更廣泛的企業使用。即時更新和從動態來源獲取資料的能力等新功能擴展了 RAG 的使用案例。隨著 RAG 模型性能的持續改進,競爭格局正在推動快速創新。總體而言,隨著公司越來越認知到 RAG 的價值,該市場將在未來幾年顯著成長。

目錄

第1章調查方法和範圍

第 2 章執行摘要

第 3 章 RAG(搜尋增強生成)市場變數、趨勢與範圍

  • 市場介紹/系統展望
  • 市場動態
    • 市場促進因素分析
    • 市場限制因素分析
    • 產業挑戰
  • RAG(搜尋擴展生成)市場分析工具
    • 波特的分析
    • PESTEL分析

第4章 RAG(搜尋增強生成)市場:功能估計與趨勢分析

  • 細分儀表板
  • RAG(搜尋增強生成)市場:功能變異分析,2023 年和 2030 年
  • 文件搜尋
  • 響應生成
  • 摘要及報告
  • 推薦引擎

第5章 RAG(搜尋增強生成)市場:應用估算與趨勢分析

  • 細分儀表板
  • RAG(搜尋增強生成)市場:2023 年和 2030 年應用變化分析
  • 知識管理
  • 客戶支援和聊天機器人
  • 法律與合規
  • 客戶支援和聊天機器人
  • 行銷和銷售
  • 研究與開發
  • 內容生成

第6章 RAG(搜尋增強生成)市場:發展估算與趨勢分析

  • 細分儀表板
  • RAG(搜尋增強生成)市場:2023 年和 2030 年演化變異分析
  • 本地

第7章 RAG(搜尋增強生成)市場:最終用途估計與趨勢分析

  • 細分儀表板
  • RAG(搜尋增強生成)市場:2023 年和 2030 年最終用途變化分析
  • 衛生保健
  • 金融服務
  • 零售/電子商務
  • 資訊科技和通訊
  • 教育
  • 媒體和娛樂
  • 其他

第8章 RAG(搜尋增強生成)市場:區域估計和趨勢分析

  • 2023 年和 2030 年 RAG(搜尋增強一代)按地區市場佔有率
  • 北美洲
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 英國
    • 德國
    • 法國
  • 亞太地區
    • 中國
    • 日本
    • 印度
    • 韓國
    • 澳洲
  • 拉丁美洲
    • 巴西
  • 中東和非洲
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 南非

第9章 競爭格局

  • 公司分類
  • 公司市場定位
  • 參與企業概況
  • 財務表現
  • 功能基準
  • 企業熱力圖分析
  • 策略規劃
  • 公司簡介/名單
    • Anthropic
    • Amazon Web Services Inc.
    • Clarifai
    • Cohere
    • Google DeepMind
    • Hugging Face
    • IBM Watson
    • Informatica
    • Meta AI(Facebook AI)
    • Microsoft
    • Neeva
    • OpenAI
    • Semantic Scholar(AI2)
Product Code: GVR-4-68040-454-6

Market Size & Trends:

The global retrieval augmented generation market size was estimated at USD 1,042.7 million in 2023 and is projected to grow at a CAGR of 44.7% from 2024 to 2030. The market is growing rapidly due to advancements in natural language processing (NLP) and the increasing need for intelligent AI systems. Retrieval augmented generation (RAG) models, which combine retrieval-based approaches with generative capabilities, are becoming popular in industries such as customer service, content generation, and research. These models offer enhanced accuracy by accessing external data sources, allowing AI to generate more relevant, context-aware responses.

Companies are turning to RAG to automate complex workflows while maintaining a high level of content quality. The rise of generative AI tools such as ChatGPT has sparked interest in enhancing them with retrieval mechanisms. Retrieval augmented generation (RAG) is particularly suited for applications requiring precision, making it appealing for businesses. This demand is pushing research and development efforts to improve RAG frameworks for diverse use cases.

Enterprise adoption is a significant driver of RAG's expansion as businesses recognize its potential to handle specialized tasks in fields such as healthcare, finance, and legal services. RAG systems are proving valuable for retrieving and generating information from proprietary databases, allowing professionals to make real-time, data-driven decisions. Companies are investing in these models to improve customer experiences and internal operations by integrating them into chatbots, virtual assistants, and knowledge management systems. The availability of cloud-based AI platforms is also making it easier for enterprises to scale RAG solutions across various departments. As a result, more organizations are adopting these models to handle niche requirements. The rising quality and availability of domain-specific datasets further support this growth. The impact is profound, with RAG models improving decision-making and content delivery.

Competition in the retrieval augmented generation market is intensifying as established tech giants and startups alike develop advanced architectures to stay ahead. Cloud service providers are enhancing their RAG offerings by optimizing both retrieval and generation processes for speed and accuracy. There is also a rising interest in open-source RAG frameworks, allowing smaller companies and developers to customize their solutions based on specific needs. This innovation is accelerating RAG's adoption across industries and making it more accessible to a broader range of businesses. New features, such as real-time updating and the ability to pull from dynamic sources, are expanding RAG's use cases. The competitive landscape is fueling rapid innovation, with continuous improvements in RAG model performance. Overall, this market is set to experience substantial growth over the coming years as businesses increasingly recognize its value.

Global Retrieval Augmented Generation Market Report Segmentation

This report forecasts revenue growth at global, regional, and country levels and analyzes the latest industry trends in each of the sub-segments from 2020 to 2030. For this study, Grand View Research has segmented the global retrieval-augmented generation market report based on function, application, deployment, end-use, and region.

  • Function Outlook (Revenue, USD Million, 2020 - 2030)
  • Document Retrieval
  • Response Generation
  • Summarization & Reporting
  • Recommendation Engines
  • Application Outlook (Revenue, USD Million, 2020 - 2030)
  • Knowledge Management
  • Customer Support & Chatbots
  • Legal & Compliance
  • Marketing & Sales
  • Research & Development
  • Content Generation
  • Deployment Outlook (Revenue, USD Million, 2020 - 2030)
  • Cloud
  • On-premises
  • End-use Outlook (Revenue, USD Million, 2020 - 2030)
  • Healthcare
  • Financial Services
  • Retail & E-commerce
  • IT & Telecommunications
  • Education
  • Media & Entertainment
  • Others
  • Regional Outlook (Revenue, USD Million, 2020 - 2030)
  • North America
    • U.S.
    • Canada
    • Mexico
  • Europe
    • UK
    • Germany
    • France
  • Asia Pacific
    • China
    • Japan
    • India
    • South Korea
    • Australia
  • Latin America
    • Brazil
  • Middle East and Africa (MEA)
    • KSA
    • UAE
    • South Africa

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation and Scope
  • 1.2. Market Definition
  • 1.3. Research Methodology
    • 1.3.1. Information Procurement
    • 1.3.2. Information or Data Analysis
    • 1.3.3. Market Formulation & Data Visualization
    • 1.3.4. Data Validation & Publishing
  • 1.4. Research Scope and Assumptions
    • 1.4.1. List of Data Sources

Chapter 2. Executive Summary

  • 2.1. Market Outlook
  • 2.2. Segment Outlook
  • 2.3. Competitive Insights

Chapter 3. Retrieval Augmented Generation (RAG) Market Variables, Trends, & Scope

  • 3.1. Market Introduction/Lineage Outlook
  • 3.2. Market Dynamics
    • 3.2.1. Market Driver Analysis
    • 3.2.2. Market Restraint Analysis
    • 3.2.3. Industry Challenge
  • 3.3. Retrieval Augmented Generation (RAG) Market Analysis Tools
    • 3.3.1. Porter's Analysis
    • 3.3.2. PESTEL Analysis

Chapter 4. Retrieval Augmented Generation (RAG) Market: Function Estimates & Trend Analysis

  • 4.1. Segment Dashboard
  • 4.2. Retrieval Augmented Generation (RAG) Market: Function Movement Analysis, 2023 & 2030 (USD Million)
  • 4.3. Document Retrieval
    • 4.3.1. Document Retrieval Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 4.4. Response Generation
    • 4.4.1. Response Generation Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 4.5. Summarization & Reporting
    • 4.5.1. Summarization & Reporting Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 4.6. Recommendation Engines
    • 4.6.1. Recommendation Engines Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)

Chapter 5. Retrieval Augmented Generation (RAG) Market: Application Estimates & Trend Analysis

  • 5.1. Segment Dashboard
  • 5.2. Retrieval Augmented Generation (RAG) Market: Application Movement Analysis, 2023 & 2030 (USD Million)
  • 5.3. Knowledge Management
    • 5.3.1. Knowledge Management Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 5.4. Customer Support & Chatbots
    • 5.4.1. Customer Support & Chatbots Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 5.5. Legal & Compliance
    • 5.5.1. Legal & Compliance Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 5.6. Customer Support & Chatbots
    • 5.6.1. Customer Support & Chatbots Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 5.7. Marketing & Sales
    • 5.7.1. Marketing & Sales Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 5.8. Research & Development
    • 5.8.1. Research & Development Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 5.9. Content Generation
    • 5.9.1. Content Generation Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)

Chapter 6. Retrieval Augmented Generation (RAG) Market: Deployment Estimates & Trend Analysis

  • 6.1. Segment Dashboard
  • 6.2. Retrieval Augmented Generation (RAG) Market: Deployment Movement Analysis, 2023 & 2030 (USD Million)
  • 6.3. Cloud
    • 6.3.1. Cloud Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 6.4. On-premises
    • 6.4.1. On-premises Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)

Chapter 7. Retrieval Augmented Generation (RAG) Market: End Use Estimates & Trend Analysis

  • 7.1. Segment Dashboard
  • 7.2. Retrieval Augmented Generation (RAG) Market: End Use Movement Analysis, 2023 & 2030 (USD Million)
  • 7.3. Healthcare
    • 7.3.1. Healthcare Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 7.4. Financial Services
    • 7.4.1. Financial Services Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 7.5. Retail & E-commerce
    • 7.5.1. Retail & E-commerce Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 7.6. IT & Telecommunications
    • 7.6.1. IT & Telecommunications Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 7.7. Education
    • 7.7.1. Education Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 7.8. Media & Entertainment
    • 7.8.1. Media & Entertainment Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 7.9. Others
    • 7.9.1. Others Retrieval Augmented Generation (RAG) Market Revenue Estimates and Forecasts, 2020 - 2030 (USD Million)

Chapter 8. Retrieval Augmented Generation (RAG) Market: Regional Estimates & Trend Analysis

  • 8.1. Retrieval Augmented Generation (RAG) Market Share, By Region, 2023 & 2030 (USD Million)
  • 8.2. North America
    • 8.2.1. North America Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.2.2. U.S.
      • 8.2.2.1. U.S. Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.2.3. Canada
      • 8.2.3.1. Canada Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.2.4. Mexico
      • 8.2.4.1. Mexico Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 8.3. Europe
    • 8.3.1. Europe Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.3.2. UK
      • 8.3.2.1. UK Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.3.3. Germany
      • 8.3.3.1. Germany Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.3.4. France
      • 8.3.4.1. France Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 8.4. Asia Pacific
    • 8.4.1. Asia Pacific Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.4.2. China
      • 8.4.2.1. China Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.4.3. Japan
      • 8.4.3.1. Japan Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.4.4. India
      • 8.4.4.1. India Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.4.5. South Korea
      • 8.4.5.1. South Korea Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.4.6. Australia
      • 8.4.6.1. Australia Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 8.5. Latin America
    • 8.5.1. Latin America Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.5.2. Brazil
      • 8.5.2.1. Brazil Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
  • 8.6. Middle East and Africa
    • 8.6.1. Middle East and Africa Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.6.2. KSA
      • 8.6.2.1. KSA Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.6.3. UAE
      • 8.6.3.1. UAE Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)
    • 8.6.4. South Africa
      • 8.6.4.1. South Africa Retrieval Augmented Generation (RAG) Market Estimates and Forecasts, 2020 - 2030 (USD Million)

Chapter 9. Competitive Landscape

  • 9.1. Company Categorization
  • 9.2. Company Market Positioning
  • 9.3. Participant's Overview
  • 9.4. Financial Performance
  • 9.5. Function Benchmarking
  • 9.6. Company Heat Map Analysis
  • 9.7. Strategy Mapping
  • 9.8. Company Profiles/Listing
    • 9.8.1. Anthropic
      • 9.8.1.1. Participant's Overview
      • 9.8.1.2. Financial Performance
      • 9.8.1.3. Product Benchmarking
      • 9.8.1.4. Recent Developments
    • 9.8.2. Amazon Web Services Inc.
      • 9.8.2.1. Participant's Overview
      • 9.8.2.2. Financial Performance
      • 9.8.2.3. Product Benchmarking
      • 9.8.2.4. Recent Developments
    • 9.8.3. Clarifai
      • 9.8.3.1. Participant's Overview
      • 9.8.3.2. Financial Performance
      • 9.8.3.3. Product Benchmarking
      • 9.8.3.4. Recent Developments
    • 9.8.4. Cohere
      • 9.8.4.1. Participant's Overview
      • 9.8.4.2. Financial Performance
      • 9.8.4.3. Product Benchmarking
      • 9.8.4.4. Recent Developments
    • 9.8.5. Google DeepMind
      • 9.8.5.1. Participant's Overview
      • 9.8.5.2. Financial Performance
      • 9.8.5.3. Product Benchmarking
      • 9.8.5.4. Recent Developments
    • 9.8.6. Hugging Face
      • 9.8.6.1. Participant's Overview
      • 9.8.6.2. Financial Performance
      • 9.8.6.3. Product Benchmarking
      • 9.8.6.4. Recent Developments
    • 9.8.7. IBM Watson
      • 9.8.7.1. Participant's Overview
      • 9.8.7.2. Financial Performance
      • 9.8.7.3. Product Benchmarking
      • 9.8.7.4. Recent Developments
    • 9.8.8. Informatica
      • 9.8.8.1. Participant's Overview
      • 9.8.8.2. Financial Performance
      • 9.8.8.3. Product Benchmarking
      • 9.8.8.4. Recent Developments
    • 9.8.9. Meta AI (Facebook AI)
      • 9.8.9.1. Participant's Overview
      • 9.8.9.2. Financial Performance
      • 9.8.9.3. Product Benchmarking
      • 9.8.9.4. Recent Developments
    • 9.8.10. Microsoft
      • 9.8.10.1. Participant's Overview
      • 9.8.10.2. Financial Performance
      • 9.8.10.3. Product Benchmarking
      • 9.8.10.4. Recent Developments
    • 9.8.11. Neeva
      • 9.8.11.1. Participant's Overview
      • 9.8.11.2. Financial Performance
      • 9.8.11.3. Product Benchmarking
      • 9.8.11.4. Recent Developments
    • 9.8.12. OpenAI
      • 9.8.12.1. Participant's Overview
      • 9.8.12.2. Financial Performance
      • 9.8.12.3. Product Benchmarking
      • 9.8.12.4. Recent Developments
    • 9.8.13. Semantic Scholar (AI2)
      • 9.8.13.1. Participant's Overview
      • 9.8.13.2. Financial Performance
      • 9.8.13.3. Product Benchmarking
      • 9.8.13.4. Recent Developments

List of Tables

  • Table 1 Global Retrieval Augmented Generation (RAG) Market by function, 2020 - 2030 (USD Million)
  • Table 2 Global Retrieval Augmented Generation (RAG) Market by application, 2020 - 2030 (USD Million)
  • Table 3 Global Retrieval Augmented Generation (RAG) Market by deployment, 2020 - 2030 (USD Million)
  • Table 4 Global Retrieval Augmented Generation (RAG) Market by end use, 2020 - 2030 (USD Million)
  • Table 5 Global Retrieval Augmented Generation (RAG) Market by region, 2020 - 2030 (USD Million)
  • Table 6 North America Retrieval Augmented Generation (RAG) Market by country, 2020 - 2030 (USD Million)
  • Table 7 Europe Retrieval Augmented Generation (RAG) Market by country, 2020 - 2030 (USD Million)
  • Table 8 Asia Pacific Retrieval Augmented Generation (RAG) Market by country, 2020 - 2030 (USD Million)
  • Table 9 Latin America Retrieval Augmented Generation (RAG) Market by country, 2020 - 2030 (USD Million)
  • Table 10 MEA Retrieval Augmented Generation (RAG) Market by country, 2020 - 2030 (USD Million)
  • Table 11 Key companies launching new products/Response Generation
  • Table 12 Key companies engaged in mergers & acquisition
  • Table 13 Key companies engaged in Research & development
  • Table 14 Key Companies engaged in expansion

List of Figures

  • Fig. 1 Retrieval Augmented Generation (RAG) Market segmentation
  • Fig. 2 Market research process
  • Fig. 3 Information procurement
  • Fig. 4 Primary research pattern
  • Fig. 5 Market research approaches
  • Fig. 6 Market formulation & validation
  • Fig. 7 Retrieval Augmented Generation (RAG) Market snapshot
  • Fig. 8 Retrieval Augmented Generation (RAG) Market segment snapshot
  • Fig. 9 Retrieval Augmented Generation (RAG) Market competitive landscape snapshot
  • Fig. 10 Market driver impact analysis
  • Fig. 11 Market restraint impact analysis
  • Fig. 12 Retrieval Augmented Generation (RAG) Market, Function outlook key takeaways (USD Million)
  • Fig. 13 Retrieval Augmented Generation (RAG) Market: Function movement analysis 2024 & 2030 (USD Million)
  • Fig. 14 Document Retrieval market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 15 Response Generation market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 16 Summarization & Reporting market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 17 Recommendation Engines market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 18 Retrieval Augmented Generation (RAG) Market: Application outlook key takeaways (USD Million)
  • Fig. 19 Retrieval Augmented Generation (RAG) Market: Application movement analysis 2024 & 2030 (USD Million)
  • Fig. 20 Knowledge Management market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 21 Customer Support & Chatbots market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 22 Legal & Compliance market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 23 Marketing & Sales market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 24 Research & Development market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 25 Content Generation market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 26 Retrieval Augmented Generation (RAG) Market: Deployment outlook key takeaways (USD Million)
  • Fig. 27 Retrieval Augmented Generation (RAG) Market: Deployment movement analysis 2024 & 2030 (USD Million)
  • Fig. 28 Cloud market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 29 On-premises market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 30 Retrieval Augmented Generation (RAG) Market: end use outlook key takeaways (USD Million)
  • Fig. 31 Retrieval Augmented Generation (RAG) Market: end use movement analysis 2024 & 2030 (USD Million)
  • Fig. 32 Healthcare market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 33 Financial Services market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 34 Retail & E-commerce market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 35 IT & Telecommunications market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 36 Education market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 37 Media & Entertainment market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 38 Others market revenue estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 39 Retrieval Augmented Generation (RAG) Market: Regional outlook, 2024 & 2030 (USD Million)
  • Fig. 40 North America Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 41 U.S. Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 42 Canada Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 43 Mexico Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 44 Europe Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 45 UK Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 46 Germany Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 47 France Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 48 Asia Pacific Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 49 China Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 50 Japan Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 51 India Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 52 South Korea Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 53 Australia Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 54 Latin America Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 55 Brazil Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 56 MEA Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 57 KSA Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 58 UAE Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 59 South Africa Retrieval Augmented Generation (RAG) Market estimates and forecasts, 2020 - 2030 (USD Million)
  • Fig. 60 Company Categorization
  • Fig. 61 Company Market Positioning
  • Fig. 62 Strategy framework