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AI 기반 개인화 엔진 시장 규모, 점유율, 동향 분석 보고서 : 구성 요소별, 용도별, 기술별, 배포별, 최종 용도별, 지역별, 부문 예측(2025-2033년)

AI-Based Personalization Engines Market Size, Share & Trends Analysis Report By Component, By Application, By Technology, By Deployment, By End Use, By Region, And Segment Forecasts, 2025 - 2033
발행일: | 리서치사: Grand View Research | 페이지 정보: 영문 100 Pages | 배송안내 : 2-10일 (영업일 기준)

    
    
    




※ 본 상품은 영문 자료로 한글과 영문 목차에 불일치하는 내용이 있을 경우 영문을 우선합니다. 정확한 검토를 위해 영문 목차를 참고해주시기 바랍니다.

AI 기반 개인화 엔진 시장 요약

세계의 AI 기반 개인화 엔진 시장 규모는 2024년에 4,554억 달러에 달했고, 2033년에는 7,177억 9,000만 달러에 이르고, 2025-2033년까지의 CAGR은 5.3%를 나타낼 전망입니다. 이 성장의 원동력은 소비자 데이터의 광범위한 가용성과 머신러닝 알고리즘의 진보이며, 이를 통해 기업은 사용자 행동을 분석하고 맞춤형 경험을 제공할 수 있습니다.

전자상거래, 헬스케어, 금융과 같은 업계에서는 개인화된 추천 및 동적 가격 전략을 통해 고객 참여 및 전환율을 향상시키기 위해 이러한 엔진을 채택하는 사례가 증가했습니다. 예를 들어, Shein은 인공지능을 이용하여 브라우징 이력, 구매 행동, 실시간 사용자 상호 작용 등의 고객 데이터를 분석하고 쇼핑 경험을 개인화합니다. 인도의 인사이트를 통해 회사는 맞춤형 제품 추천, 맞춤형 프로모션, 동적 가격 책정을 실현하고 고객 참여도를 높이고 전환율을 높일 수 있습니다.

또한 AI 개인화 엔진을 자연 언어 처리 및 컴퓨터 비전과 같은 신기술과 통합함으로써 개인의 선호도를 보다 정확하게 예측하고 적응할 수 있는 능력을 높일 수 있습니다. 이를 위해 실시간 데이터 분석 및 자동 의사 결정에 주력하고 있습니다. 또한 경쟁 구도에 따라 기업은 고객 충성도 프로그램과 하이퍼타겟팅 광고를 정교하게 함으로써 자사 제품의 차별화를 도모해 고급 개인화 솔루션에 대한 지속적인 수요를 창출하고 있습니다.

게다가 GDPR(EU 개인정보보호규정)과 같은 데이터 프라이버시 법을 포함한 규제 프레임워크은 소비자 데이터의 투명하고 윤리적인 사용을 요구함으로써 시장을 형성하고 있습니다. 여행, 자동차, 엔터테인먼트의 각 분야에서 확대되는 AI 용도는 개인화된 체험을 위한 새로운 이용 사례를 도입하여 지속적인 혁신과 확장성을 확보합니다.

빅데이터의 가용성 증가와 클라우드 컴퓨팅 인프라의 발전은 AI 기반 개인화 엔진의 성장에 크게 기여하고 있습니다. 컴퓨팅 파워와 스토리지를 제공하여 엄청난 선행 투자 없이 개인화 모델을 실시간으로 처리하고 배포할 수 있습니다.

목차

제1장 조사 방법과 범위

제2장 주요 요약

제3장 AI 기반 개인화 엔진 시장 변수, 동향, 범위

  • 시장 소개/계통 전망
  • 시장 규모와 성장 전망
  • 업계 밸류체인 분석
  • 시장 역학
    • 시장 성장 촉진요인 분석
    • 시장 성장 억제요인 분석
    • 업계의 기회
    • 업계의 과제
  • AI 기반 개인화 엔진 시장 분석 툴
    • Porter's Five Forces 분석
    • PESTEL 분석

제4장 AI 기반 개인화 엔진 시장 : 구성 요소별 추정·동향 분석

  • 부문 대시보드
  • AI 기반 개인화 엔진 시장 : 구성 요소별 변동 분석(2024년 및 2033년)
  • 소프트웨어
  • 서비스

제5장 AI 기반 개인화 엔진 시장 : 용도별 추정·동향 분석

  • 부문 대시보드
  • AI 기반 개인화 엔진 시장 : 용도별 변동 분석(2024년 및 2033년)
  • 웹사이트 개인화
  • 이메일 개인화
  • 디스플레이 광고 개인화
  • 소셜 미디어 개인화
  • 기타

제6장 AI 기반 개인화 엔진 시장 : 기술별 추정·동향 분석

  • 부문 대시보드
  • AI 기반 개인화 엔진 시장 : 기술별 변동 분석(2024년 및 2033년)
  • 공동 필터링
  • 콘텐츠 기반 필터링
  • 하이브리드 추천 시스템
  • 머신러닝 및 딥러닝
  • 자연언어처리(NLP)
  • 기타

제7장 AI 기반 개인화 엔진 시장 : 배포별 추정·동향 분석

  • 부문 대시보드
  • AI 기반 개인화 엔진 시장 : 배포별 변동 분석(2024년 및 2033년)
  • 온프레미스
  • 클라우드

제8장 AI 기반 개인화 엔진 시장 : 최종 용도별 추정·동향 분석

  • 부문 대시보드
  • AI 기반 개인화 엔진 시장 : 최종 용도별 변동 분석(2024년 및 2033년)
  • BFSI
  • 미디어 및 엔터테인먼트
  • 헬스케어
  • IT 및 통신
  • 소매 및 E-Commerce
  • 자동차
  • 여행 및 접객
  • 교육
  • 기타

제9장 AI 기반 개인화 엔진 시장 : 지역별 추정·동향 분석

  • AI 기반 개인화 엔진 시장 점유율(지역별, 2024년 및 2033년)
  • 북미
    • 구성 요소별(2021-2033년)
    • 용도별(2021-2033년)
    • 기술별(2021-2033년)
    • 배포별(2021-2033년)
    • 용도별(2021-2033년)
    • 미국
    • 캐나다
    • 멕시코
  • 유럽
    • 구성 요소별(2021-2033년)
    • 용도별(2021-2033년)
    • 기술별(2021-2033년)
    • 배포별(2021-2033년)
    • 용도별(2021-2033년)
    • 영국
    • 독일
    • 프랑스
  • 아시아태평양
    • 구성 요소별(2021-2033년)
    • 용도별(2021-2033년)
    • 기술별(2021-2033년)
    • 배포별(2021-2033년)
    • 용도별(2021-2033년)
    • 중국
    • 일본
    • 인도
    • 호주
    • 한국
  • 라틴아메리카
    • 구성 요소별(2021-2033년)
    • 용도별(2021-2033년)
    • 기술별(2021-2033년)
    • 배포별(2021-2033년)
    • 용도별(2021-2033년)
    • 브라질
  • 중동 및 아프리카
    • 구성 요소별(2021-2033년)
    • 용도별(2021-2033년)
    • 기술별(2021-2033년)
    • 배포별(2021-2033년)
    • 용도별(2021-2033년)
    • 아랍에미리트(UAE)
    • 남아프리카
    • 사우디아라비아

제10장 경쟁 구도

  • 주요 시장 진출기업에 의한 최근의 동향과 영향 분석
  • 기업 분류
  • 기업의 시장 포지셔닝
  • 기업의 시장 점유율 분석
  • 기업 히트맵 분석
  • 전략 매핑
    • 확대
    • 합병과 인수
    • 파트너십 및 협업
    • 새로운 구성 요소 출시
    • 연구개발
  • 기업 프로파일
    • SAP SE
    • Amazon Web Services, Inc.
    • Salesforce, Inc.
    • Google LLC
    • IBM Corporation
    • Zeta Global Corp.
    • Adobe
    • Microsoft
    • NVIDIA Corporation
    • Oracle
KTH

AI-Based Personalization Engines Market Summary

The global AI-based personalization engines market size was estimated at USD 455.40 billion in 2024 and is projected to reach USD 717.79 billion by 2033, growing at a CAGR of 5.3% from 2025 to 2033. This growth is driven by the widespread availability of consumer data and advancements in machine learning algorithms, which enable businesses to analyze user behavior and deliver tailored experiences.

ndustries such as e-commerce, healthcare, and finance increasingly adopt these engines to improve customer engagement and conversion rates through personalized recommendations and dynamic pricing strategies. For instance, Shein uses artificial intelligence to personalize the shopping experience by analyzing customer data such as browsing history, purchase behavior, and real-time user interactions. These AI-driven insights enable the company to deliver tailored product recommendations, customized promotions, and dynamic pricing, thereby enhancing customer engagement and increasing conversion rates. The rise of digital platforms and omnichannel retail further amplifies demand, as companies prioritize seamless, customized interactions across websites, mobile apps, and social media.

Moreover, integrating AI personalization engines with emerging technologies like natural language processing and computer vision enhances their ability to predict and adapt to individual preferences more accurately. Businesses also focus on real-time data analytics and automated decision-making to optimize marketing campaigns and inventory management, addressing challenges such as overstocking or irrelevant content delivery. In addition, the competitive landscape drives organizations to differentiate their offerings by refining customer loyalty programs and hyper-targeted advertising, creating sustained demand for advanced personalization solutions.

In addition, regulatory frameworks, including data privacy laws such as GDPR, shape the market by requiring transparent and ethical use of consumer data. Compliance mandates encourage the development of secure, anonymized data-handling practices while maintaining personalization effectiveness. Simultaneously, expanding AI applications in travel, automotive, and entertainment sectors introduce new use cases for personalized experiences, ensuring continuous innovation and scalability. These factors sustain market growth, balancing technological advancement with evolving consumer expectations and regulatory requirements.

The increasing availability of big data and advancements in cloud computing infrastructure significantly contribute to the growth of AI-based personalization engines. Organizations leverage vast customer data from diverse touchpoints to train algorithms that deliver highly relevant and timely recommendations. Cloud platforms provide scalable computing power and storage, enabling real-time processing and deployment of personalization models without heavy upfront investments. Additionally, the rise of edge computing allows personalization engines to operate closer to the end-user, reducing latency and enhancing user experience.

Global AI-Based Personalization Engines Market Report Segmentation

This report forecasts revenue growth at the global, regional, and country levels and provides an analysis of the latest industry trends in each of the sub-segments from 2021 to 2033. For this study, Grand View Research has segmented the global AI-based personalization engines market report based on component, application, technology, deployment, end use, and region.

  • Component Outlook (Revenue, USD Million, 2021 - 2033)
  • Software
  • Services
  • Application Outlook (Revenue, USD Million, 2021 - 2033)
  • Website Personalization
  • Email Personalization
  • Display Ads Personalization
  • Social Media Personalization
  • Other
  • Technology Outlook (Revenue, USD Million, 2021 - 2033)
  • Collaborative Filtering
  • Content-Based Filtering
  • Hybrid Recommendation Systems
  • Machine Learning and Deep Learning
  • Natural Language Processing (NLP)
  • Others
  • Deployment Outlook (Revenue, USD Million, 2021 - 2033)
  • On-premises
  • Cloud
  • End Use Outlook (Revenue, USD Million, 2021 - 2033)
  • BFSI
  • Media & Entertainment
  • Healthcare
  • IT & Telecom
  • Retail & E-commerce
  • Automotive
  • Travel & Hospitality
  • Education
  • Others
  • Regional Outlook (Revenue, USD Million, 2021 - 2033)
  • North America
    • U.S.
    • Canada
    • Mexico
  • Europe
    • Germany
    • UK
    • France
  • Asia Pacific
    • China
    • Japan
    • India
    • South Korea
    • Australia
  • Latin America
    • Brazil
  • Middle East and Africa (MEA)
    • UAE
    • KSA
    • South Africa

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation and Scope
  • 1.2. Market Definitions
  • 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. AI-Based Personalization Engines Market Variables, Trends, & Scope

  • 3.1. Market Introduction/Lineage Outlook
  • 3.2. Market Size and Growth Prospects (USD Million)
  • 3.3. Industry Value Chain Analysis
  • 3.4. Market Dynamics
    • 3.4.1. Market Drivers Analysis
    • 3.4.2. Market Restraints Analysis
    • 3.4.3. Industry Opportunities
    • 3.4.4. Industry Challenges
  • 3.5. AI-Based Personalization Engines Market Analysis Tools
    • 3.5.1. Porter's Analysis
      • 3.5.1.1. Bargaining power of the suppliers
      • 3.5.1.2. Bargaining power of the buyers
      • 3.5.1.3. Threats of substitution
      • 3.5.1.4. Threats from new entrants
      • 3.5.1.5. Competitive rivalry
    • 3.5.2. PESTEL Analysis
      • 3.5.2.1. Political landscape
      • 3.5.2.2. Economic and Social landscape
      • 3.5.2.3. Technological landscape
      • 3.5.2.4. Environmental landscape
      • 3.5.2.5. Legal landscape

Chapter 4. AI-Based Personalization Engines Market: Component Estimates & Trend Analysis

  • 4.1. Segment Dashboard
  • 4.2. AI-Based Personalization Engines Market: Component Movement Analysis, 2024 & 2033 (USD Million)
  • 4.3. Software
    • 4.3.1. Software Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 4.4. Services
    • 4.4.1. Services Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 5. AI-Based Personalization Engines Market: Application Estimates & Trend Analysis

  • 5.1. Segment Dashboard
  • 5.2. AI-Based Personalization Engines Market: Application Movement Analysis, 2024 & 2033 (USD Million)
  • 5.3. Website Personalization
    • 5.3.1. Website Personalization Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 5.4. Email Personalization
    • 5.4.1. Email Personalization Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 5.5. Display Ads Personalization
    • 5.5.1. Display Ads Personalization Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 5.6. Social Media Personalization
    • 5.6.1. Social Media Personalization Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 5.7. Others
    • 5.7.1. Others Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 6. AI-Based Personalization Engines Market: Technology Estimates & Trend Analysis

  • 6.1. Segment Dashboard
  • 6.2. AI-Based Personalization Engines Market: Technology Movement Analysis, 2024 & 2033 (USD Million)
  • 6.3. Collaborative Filtering
    • 6.3.1. Collaborative Filtering Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 6.4. Content-Based Filtering
    • 6.4.1. Content-Based Filtering Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 6.5. Hybrid Recommendation Systems
    • 6.5.1. Hybrid Recommendation Systems Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 6.6. Machine Learning and Deep Learning
    • 6.6.1. Machine Learning and Deep Learning Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 6.7. Natural Language Processing (NLP)
    • 6.7.1. Natural Language Processing (NLP) Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 6.8. Others
    • 6.8.1. Others Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 7. AI-Based Personalization Engines Market: Deployment Estimates & Trend Analysis

  • 7.1. Segment Dashboard
  • 7.2. AI-Based Personalization Engines Market: Deployment Movement Analysis, 2024 & 2033 (USD Million)
  • 7.3. On-premises
    • 7.3.1. On-premises Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 7.4. Cloud
    • 7.4.1. Cloud Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 8. AI-Based Personalization Engines Market: End Use Estimates & Trend Analysis

  • 8.1. Segment Dashboard
  • 8.2. AI-Based Personalization Engines Market: End Use Movement Analysis, 2024 & 2033 (USD Million)
  • 8.3. BFSI
    • 8.3.1. BFSI Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.4. Media & Entertainment
    • 8.4.1. Media & Entertainment Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.5. Healthcare
    • 8.5.1. Healthcare Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.6. IT & Telecom
    • 8.6.1. IT & Telecom Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.7. Retail & E-commerce
    • 8.7.1. Retail & E-commerce Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.8. Automotive
    • 8.8.1. Automotive Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.9. Travel & Hospitality
    • 8.9.1. Travel & Hospitality Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.10. Education
    • 8.10.1. Education Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
  • 8.11. Others
    • 8.11.1. Others Market Revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 9. AI-Based Personalization Engines Market: Regional Estimates & Trend Analysis

  • 9.1. AI-Based Personalization Engines Market Share, by Region, 2024 & 2033 USD Million
  • 9.2. North America
    • 9.2.1. North America AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 9.2.2. North America AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
    • 9.2.3. North America AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 9.2.4. North America AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
    • 9.2.5. North America AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
    • 9.2.6. North America AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.2.7. U.S.
      • 9.2.7.1. U.S. AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.2.7.2. U.S. AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.2.7.3. U.S. AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.2.7.4. U.S. AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.2.7.5. U.S. AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.2.7.6. U.S. AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.2.8. Canada
      • 9.2.8.1. Canada AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.2.8.2. Canada AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.2.8.3. Canada AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.2.8.4. Canada AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.2.8.5. Canada AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.2.8.6. Canada AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.2.9. Mexico
      • 9.2.9.1. Mexico AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.2.9.2. Mexico AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.2.9.3. Mexico AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.2.9.4. Mexico AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.2.9.5. Mexico AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.2.9.6. Mexico AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
  • 9.3. Europe
    • 9.3.1. Europe AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 9.3.2. Europe AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
    • 9.3.3. Europe AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 9.3.4. Europe AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
    • 9.3.5. Europe AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
    • 9.3.6. Europe AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.3.7. UK
      • 9.3.7.1. UK AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.3.7.2. UK AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.3.7.3. UK AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.3.7.4. UK AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.3.7.5. UK AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.3.7.6. UK AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.3.8. Germany
      • 9.3.8.1. Germany AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.3.8.2. Germany AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.3.8.3. Germany AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.3.8.4. Germany AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.3.8.5. Germany AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.3.8.6. Germany AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.3.9. France
      • 9.3.9.1. France AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.3.9.2. France AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.3.9.3. France AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.3.9.4. France AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.3.9.5. France AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.3.9.6. France AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
  • 9.4. Asia Pacific
    • 9.4.1. Asia Pacific AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 9.4.2. Asia Pacific AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
    • 9.4.3. Asia Pacific AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 9.4.4. Asia Pacific AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
    • 9.4.5. Asia Pacific AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
    • 9.4.6. Asia Pacific AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.4.7. China
      • 9.4.7.1. China AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.4.7.2. China AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.4.7.3. China AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.4.7.4. China AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.4.7.5. China AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.4.7.6. China AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.4.8. Japan
      • 9.4.8.1. Japan AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.4.8.2. Japan AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.4.8.3. Japan AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.4.8.4. Japan AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.4.8.5. Japan AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.4.8.6. Japan AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.4.9. India
      • 9.4.9.1. India AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.4.9.2. India AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.4.9.3. India AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.4.9.4. India AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.4.9.5. India AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.4.9.6. India AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.4.10. Australia
      • 9.4.10.1. Australia AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.4.10.2. Australia AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.4.10.3. Australia AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.4.10.4. Australia AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.4.10.5. Australia AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.4.10.6. Australia AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.4.11. South Korea
      • 9.4.11.1. South Korea AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.4.11.2. South Korea AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.4.11.3. South Korea AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.4.11.4. South Korea AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.4.11.5. South Korea AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.4.11.6. South Korea AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
  • 9.5. Latin America
    • 9.5.1. Latin America AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 9.5.2. Latin America AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
    • 9.5.3. Latin America AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 9.5.4. Latin America AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
    • 9.5.5. Latin America AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
    • 9.5.6. Latin America AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.5.7. Brazil
      • 9.5.7.1. Brazil AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.5.7.2. Brazil AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.5.7.3. Brazil AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.5.7.4. Brazil AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.5.7.5. Brazil AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.5.7.6. Brazil AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
  • 9.6. Middle East and Africa
    • 9.6.1. Middle East and Africa AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
    • 9.6.2. Middle East and Africa AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
    • 9.6.3. Middle East and Africa AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
    • 9.6.4. Middle East and Africa AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
    • 9.6.5. Middle East and Africa AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
    • 9.6.6. Middle East and Africa AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.6.7. UAE
      • 9.6.7.1. UAE AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.6.7.2. UAE AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.6.7.3. UAE AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.6.7.4. UAE AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.6.7.5. UAE AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.6.7.6. UAE AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.6.8. South Africa
      • 9.6.8.1. South Africa AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.6.8.2. South Africa AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.6.8.3. South Africa AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.6.8.4. South Africa AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.6.8.5. South Africa AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.6.8.6. South Africa AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)
    • 9.6.9. KSA
      • 9.6.9.1. KSA AI-Based Personalization Engines Market Estimates and Forecasts, 2021 - 2033 (USD Million)
      • 9.6.9.2. KSA AI-Based Personalization Engines Market Estimates and Forecasts, by Component, 2021 - 2033 (USD Million)
      • 9.6.9.3. KSA AI-Based Personalization Engines Market Estimates and Forecasts, by Application, 2021 - 2033 (USD Million)
      • 9.6.9.4. KSA AI-Based Personalization Engines Market Estimates and Forecasts, by Technology, 2021 - 2033 (USD Million)
      • 9.6.9.5. KSA AI-Based Personalization Engines Market Estimates and Forecasts, by Deployment, 2021 - 2033 (USD Million)
      • 9.6.9.6. KSA AI-Based Personalization Engines Market Estimates and Forecasts, by End Use, 2021 - 2033 (USD Million)

Chapter 10. Competitive Landscape

  • 10.1. Recent Developments & Impact Analysis by Key Market Participants
  • 10.2. Company Categorization
  • 10.3. Company Market Positioning
  • 10.4. Company Market Share Analysis
  • 10.5. Company Heat Map Analysis
  • 10.6. Strategy Mapping
    • 10.6.1. Expansion
    • 10.6.2. Mergers & Acquisition
    • 10.6.3. Partnerships & Collaborations
    • 10.6.4. New Component Launches
    • 10.6.5. Research and Development
  • 10.7. Company Profiles
    • 10.7.1. SAP SE
      • 10.7.1.1. Participant's Overview
      • 10.7.1.2. Financial Performance
      • 10.7.1.3. Component Benchmarking
      • 10.7.1.4. Recent Developments
    • 10.7.2. Amazon Web Services, Inc.
      • 10.7.2.1. Participant's Overview
      • 10.7.2.2. Financial Performance
      • 10.7.2.3. Component Benchmarking
      • 10.7.2.4. Recent Developments
    • 10.7.3. Salesforce, Inc.
      • 10.7.3.1. Participant's Overview
      • 10.7.3.2. Financial Performance
      • 10.7.3.3. Component Benchmarking
      • 10.7.3.4. Recent Developments
    • 10.7.4. Google LLC
      • 10.7.4.1. Participant's Overview
      • 10.7.4.2. Financial Performance
      • 10.7.4.3. Component Benchmarking
      • 10.7.4.4. Recent Developments
    • 10.7.5. IBM Corporation
      • 10.7.5.1. Participant's Overview
      • 10.7.5.2. Financial Performance
      • 10.7.5.3. Component Benchmarking
      • 10.7.5.4. Recent Developments
    • 10.7.6. Zeta Global Corp.
      • 10.7.6.1. Participant's Overview
      • 10.7.6.2. Financial Performance
      • 10.7.6.3. Component Benchmarking
      • 10.7.6.4. Recent Developments
    • 10.7.7. Adobe
      • 10.7.7.1. Participant's Overview
      • 10.7.7.2. Financial Performance
      • 10.7.7.3. Component Benchmarking
      • 10.7.7.4. Recent Developments
    • 10.7.8. Microsoft
      • 10.7.8.1. Participant's Overview
      • 10.7.8.2. Financial Performance
      • 10.7.8.3. Component Benchmarking
      • 10.7.8.4. Recent Developments
    • 10.7.9. NVIDIA Corporation
      • 10.7.9.1. Participant's Overview
      • 10.7.9.2. Financial Performance
      • 10.7.9.3. Component Benchmarking
      • 10.7.9.4. Recent Developments
    • 10.7.10. Oracle
      • 10.7.10.1. Participant's Overview
      • 10.7.10.2. Financial Performance
      • 10.7.10.3. Component Benchmarking
      • 10.7.10.4. Recent Developments
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