시장보고서
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1484904

세계의 AI 기반 추천 시스템 시장 보고서(2024년)

AI-Based Recommendation System Global Market Report 2024

발행일: | 리서치사: The Business Research Company | 페이지 정보: 영문 175 Pages | 배송안내 : 2-10일 (영업일 기준)

    
    
    


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AI 기반 추천 시스템 시장 규모는 향후 수년간 급성장이 전망됩니다. 2028년에는 연간 평균 성장률(CAGR) 10.4%로 32억 8,000만 달러로 성장합니다. 예측 기간 중의 성장 전망은 스트리밍 서비스 채택 확대, 의료 진료에서 추천 시스템 통합 확대, 규제 요건 충족, 디지털 광고 범위 확대, 컨텐츠 전송 네트워크(CDN) 최적화 등 몇 가지 주요 요인에 기인합니다. 예측 기간 중 예상되는 주요 동향으로는 개인화 전략의 우위, 실시간 추천 기능, 적응형 학습 모델, 멀티모달 추천 접근법, 사용자 피드백 메커니즘 강화, 사회적 영향력 분석 등이 있습니다.

디지털 광고의 확대는 예측 가능한 미래에 AI 기반 추천 시스템 시장의 성장 궤도를 견인할 것으로 예상됩니다. 디지털 광고는 웹사이트, 스트리밍 서비스 및 기타 디지털 채널에서 텍스트, 이미지, 음성, 동영상 등 다양한 미디어 포맷의 온라인 플랫폼을 통해 이루어지는 홍보 활동을 포함합니다. 디지털 광고가 급성장하고 있는 배경에는 광범위한 잠재고객에 대한 도달 범위, 정확한 타깃팅 기능, 측정 가능한 성과, 비용 효율성, 개인화된 접근 방식 등이 있으며, AI 기반 추천 시스템은 타깃팅 정확도, 개인화, 전체 캠페인의 효과성을 높여 사용자 참여와 전환율을 높이는 등 디지털 광고에서 매우 중요한 역할을 합니다. 예를 들어 미국의 대형 컴퓨터 소프트웨어 회사인 Oracle(Oracle Corporation)은 전 세계 디지털 광고비가 2020년 3,780억 달러에서 2024년 6,460억 달러로 증가할 것으로 예상하고 있으며, 이는 AI 기반 추천 시스템 시장 확대의 원동력이 되고 있습니다.

AI 기반 추천 시스템 시장의 선두주자들은 추천 엔진의 효율성과 유효성을 높이기 위해 추천 시스템 지원과 같은 기술 혁신을 적극적으로 추진하고 있습니다. 이러한 시스템은 알고리즘과 소프트웨어 툴을 통해 사용자의 데이터와 선호도를 분석하여 상품, 서비스, 컨텐츠 및 기타 관심사에 대한 맞춤형 추천을 생성합니다. 이러한 기술 혁신의 한 예로, 미국에 본사를 둔 AI 성능 플랫폼인 Arthur는 2024년 1월에 추천 시스템 지원을 발표하며 AI 기술의 획기적인 발전을 예고하고 있습니다. 이 새로운 기술은 온라인 비즈니스의 추천 시스템 활용에 혁명을 일으켜 고객 만족도를 높이고 매출 성장을 가속할 것을 목표로 하며, AI 기능을 활용하여 추천 엔진의 정확성과 사용자 정의 기능을 향상시키고, 모델 개요 페이지, 메트릭 대시보드, 추천 엔진의 정확성을 향상시키고, 추천 엔진의 사용자 정의 기능을 향상시킬 수 있도록 지원합니다. 페이지, 메트릭 대시보드, 데이터 드리프트 모니터링, 고급 쿼리, 필터링 등의 기능을 통해 개인화된 추천을 통해 전체 사용자 경험을 향상시킵니다.

목차

제1장 주요 요약

제2장 시장의 특징

제3장 시장 동향과 전략

제4장 거시경제 시나리오

  • 고인플레이션이 시장에 미치는 영향
  • 우크라이나·러시아 전쟁이 시장에 미치는 영향
  • 시장에 대한 COVID-19의 영향

제5장 세계 시장 규모와 성장

  • 세계의 AI 기반 추천 시스템 시장 : 촉진요인과 억제요인
    • 시장 촉진요인
    • 시장 억제요인
  • 세계의 AI 기반 추천 시스템 시장의 실적 : 규모와 성장, 2018-2023
  • 세계의 AI 기반 추천 시스템 시장 예측 : 규모와 성장, 2023-2028, 2033F

제6장 시장 세분화

  • 세계의 AI 기반 추천 시스템 시장 : 유형별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 협조 필터링
  • 컨텐츠 기반 필터링
  • 하이브리드 추천
  • 세계의 AI 기반 추천 시스템 시장 : 도입 모드별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 온프레미스
  • 클라우드
  • 세계의 AI 기반 추천 시스템 시장 : 용도별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • E-Commerce 플랫폼
  • 온라인 교육
  • 소셜 네트워킹
  • 파이낸싱
  • 뉴스와 미디어
  • 헬스케어
  • 여행
  • 기타 용도

제7장 지역별·국가별 분석

  • 세계의 AI 기반 추천 시스템 시장 : 지역별, 실적과 예측, 2018-2023, 2023-2028F, 2033F
  • 세계의 AI 기반 추천 시스템 시장 : 국가별, 실적과 예측, 2018-2023, 2023-2028F, 2033F

제8장 아시아태평양 시장

제9장 중국 시장

제10장 인도 시장

제11장 일본 시장

제12장 호주 시장

제13장 인도네시아 시장

제14장 한국 시장

제15장 서유럽 시장

제16장 영국 시장

제17장 독일 시장

제18장 프랑스 시장

제19장 이탈리아 시장

제20장 스페인 시장

제21장 동유럽 시장

제22장 러시아 시장

제23장 북미 시장

제24장 미국 시장

제25장 캐나다 시장

제26장 남미 시장

제27장 브라질 시장

제28장 중동 시장

제29장 아프리카 시장

제30장 경쟁 구도와 기업 개요

  • AI 기반 추천 시스템 시장 : 경쟁 구도
  • AI 기반 추천 시스템 시장 : 기업 개요
    • Alphabet Inc
    • Microsoft Corporation
    • Alibaba Group Holding Limited(Alibaba)
    • Meta Platforms Inc.
    • Amazon Web Services

제31장 기타 대기업과 혁신적 기업

  • Huawei Technologies Co. Ltd
  • Tencent Holdings Limited
  • Intel Corporation
  • International Business Machines Corporation
  • Oracle Corp
  • SAP SE
  • Netflix
  • Hewlett Packard Enterprise(HPE)
  • Salesforce Inc
  • Adobe Inc.
  • Sentient Technologies
  • RecomTech
  • Kibo Commerce
  • SmartRecs
  • AIRecom

제32장 경쟁 벤치마킹

제33장 경쟁 대시보드

제34장 주요 합병과 인수

제35장 전망과 잠재적 분석

제36장 부록

KSA 24.05.31

An AI-based recommendation system refers to a technology leveraging artificial intelligence (AI) algorithms and machine learning techniques to analyze extensive datasets, user preferences, and behavioral patterns. Its objective is to furnish personalized recommendations and suggestions to users. By tailoring suggestions to individual preferences, interests, and needs, these systems amplify user experiences, boost engagement, and elevate customer satisfaction levels across diverse industries and applications.

The primary types of AI-based recommendation systems include collaborative filtering, content-based filtering, and hybrid recommendation approaches. Collaborative filtering, a pivotal technique in recommendation systems, predicts a user's preference for an item by analyzing the preferences or behaviors of other users. Its deployments span across on-premise and cloud environments, with applications extending to diverse sectors such as e-commerce platforms, online education, social networking, finance, news and media, healthcare, among others.

The AI-based recommendation system market research report is one of a series of new reports from The Business Research Company that provides AI-based recommendation system market statistics, including AI-based recommendation system industry global market size, regional shares, competitors with a AI-based recommendation system market share, detailed AI-based recommendation system market segments, market trends and opportunities, and any further data you may need to thrive in the AI-based recommendation system industry. This AI-based recommendation system market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenario of the industry.

The AI-based recommendation system market size has grown rapidly in recent years. It will grow from $2.01 billion in 2023 to $2.21 billion in 2024 at a compound annual growth rate (CAGR) of 10.1%. The expansion observed in the historical period can be attributed to several factors, including the rising demand for personalized recommendations, increased availability of data, the need for efficient workforce management solutions, growth in e-commerce activities, heightened demand for cross-selling and upselling strategies, as well as the application of recommendation systems in education and e-learning sectors.

The AI-based recommendation system market size is expected to see rapid growth in the next few years. It will grow to $3.28 billion in 2028 at a compound annual growth rate (CAGR) of 10.4%. The projected growth in the forecast period can be attributed to several key factors, including the increasing adoption of streaming services, the expanded integration of recommendation systems within healthcare practices, compliance with regulatory requirements, the growing scope of digital advertising, and the optimization of content delivery networks (CDNs). Major trends anticipated in the forecast period encompass the dominance of personalization strategies, real-time recommendation capabilities, adaptive learning models, multi-modal recommendation approaches, enhanced user feedback mechanisms, and the analysis of social influence.

The anticipated expansion of digital advertising is poised to drive the growth trajectory of the AI-based recommendation system market in the foreseeable future. Digital advertising encompasses promotional activities conducted through online platforms, spanning various media formats such as text, image, audio, and video across websites, streaming services, and other digital channels. This growth surge in digital advertising is attributed to its broad audience reach, precise targeting capabilities, measurable outcomes, cost-efficiency, and personalized approach. AI-based recommendation systems play a pivotal role in digital advertising by augmenting targeting precision, personalization, and overall campaign efficacy, thus fostering user engagement and conversion rates. For instance, Oracle Corporation, a leading US-based computer software company, projects a substantial increase in global digital advertising spending from $378 billion in 2020 to an estimated $646 billion by 2024, underscoring the driving force behind the expansion of the AI-based recommendation system market.

Prominent players in the AI-based recommendation system market are actively innovating technologies such as recommender system support to elevate the efficiency and efficacy of recommendation engines. These systems, powered by algorithms or software tools, analyze user data and preferences to generate tailored recommendations for products, services, content, or other items of interest. An illustration of such innovation is the January 2024 launch of recommender system support by Arthur, a US-based AI performance platform, heralding a significant advancement in AI technology. This novel technology aims to revolutionize the utilization of recommender systems in online businesses, elevating customer satisfaction levels and driving revenue growth. Leveraging AI capabilities, this solution enhances recommendation engines' accuracy and customization, featuring functionalities such as model overview page, metrics dashboard, data drift monitoring, advanced querying, and filtering, thereby enhancing the overall user experience through personalized recommendations.

In July 2021, Microsoft Corporation, a renowned US-based technology conglomerate, completed the acquisition of Suplari Inc. for an undisclosed sum. This strategic move by Microsoft is geared towards augmenting business insights for finance and procurement leaders through the integration of Suplari's AI-driven technology. Suplari Inc., based in the US, specializes in developing AI-based recommendation systems tailored for optimizing sourcing, forecasting, and risk management processes, aligning with Microsoft's objective to empower effective corporate spending analysis and management.

Major companies operating in the ai-based recommendation system market are Alphabet Inc, Microsoft Corporation, Alibaba Group Holding Limited (Alibaba), Meta Platforms Inc., Amazon Web Services, Huawei Technologies Co. Ltd, Tencent Holdings Limited, Intel Corporation, International Business Machines Corporation, Oracle Corp, SAP SE, Netflix, Hewlett Packard Enterprise (HPE), Salesforce Inc, Adobe Inc., Sentient Technologies, RecomTech, Kibo Commerce, SmartRecs, AIRecom, IntelliChoice, Unbxd Inc., Coveo Solutions Inc., Algonomy Software Pvt. Ltd., Recolize GmbH, Dynamic Yield Inc., IntelliSuggest, RecomAId, SuggestAI, AIAdvise

North America was the largest region in the AI-based recommendation system market in 2023. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in the ai-based recommendation system market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East and Africa.

The countries covered in the ai-based recommendation system market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

The AI-based recommendation system market consists of revenues earned by entities by providing services such as data collection, data preprocessing, machine learning models, algorithm training and tuning, feedback collection and analysis, monitoring, and maintenance. The market value includes the value of related goods sold by the service provider or included within the service offering. The AI-based recommendation system market also includes sales of data storage systems, data processing tools, user interfaces, feedback loops, ranking and filtering, and feature extraction. Values in this market are 'factory gate' values, that is, the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors, and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

  • Including: 1) By Type: Collaborative Filtering; Content Based Filtering; Hybrid Recommendation
  • 2) By Deployment Mode: On-Premise; Cloud
  • 3) By Application: E-Commerce Platform; Online Education; Social Networking; Finance; News And Media; Health Care
  • Covering: Alphabet Inc.; Microsoft Corporation; Alibaba Group Holding Limited (Alibaba); Meta Platforms Inc.; Amazon Web Services

Table of Contents

1. Executive Summary

2. AI-Based Recommendation System Market Characteristics

3. AI-Based Recommendation System Market Trends And Strategies

4. AI-Based Recommendation System Market - Macro Economic Scenario

  • 4.1. Impact Of High Inflation On The Market
  • 4.2. Ukraine-Russia War Impact On The Market
  • 4.3. COVID-19 Impact On The Market

5. Global AI-Based Recommendation System Market Size and Growth

  • 5.1. Global AI-Based Recommendation System Market Drivers and Restraints
    • 5.1.1. Drivers Of The Market
    • 5.1.2. Restraints Of The Market
  • 5.2. Global AI-Based Recommendation System Historic Market Size and Growth, 2018 - 2023, Value ($ Billion)
  • 5.3. Global AI-Based Recommendation System Forecast Market Size and Growth, 2023 - 2028, 2033F, Value ($ Billion)

6. AI-Based Recommendation System Market Segmentation

  • 6.1. Global AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Collaborative Filtering
  • Content Based Filtering
  • Hybrid Recommendation
  • 6.2. Global AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • On-Premise
  • Cloud
  • 6.3. Global AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • E-Commerce Platform
  • Online Education
  • Social Networking
  • Finance
  • News And Media
  • Health Care
  • Travel
  • Other Applications

7. AI-Based Recommendation System Market Regional And Country Analysis

  • 7.1. Global AI-Based Recommendation System Market, Split By Region, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 7.2. Global AI-Based Recommendation System Market, Split By Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

8. Asia-Pacific AI-Based Recommendation System Market

  • 8.1. Asia-Pacific AI-Based Recommendation System Market Overview
  • Region Information, Impact Of COVID-19, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
  • 8.2. Asia-Pacific AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.3. Asia-Pacific AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.4. Asia-Pacific AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

9. China AI-Based Recommendation System Market

  • 9.1. China AI-Based Recommendation System Market Overview
  • 9.2. China AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.3. China AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.4. China AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion

10. India AI-Based Recommendation System Market

  • 10.1. India AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.2. India AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.3. India AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

11. Japan AI-Based Recommendation System Market

  • 11.1. Japan AI-Based Recommendation System Market Overview
  • 11.2. Japan AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.3. Japan AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.4. Japan AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

12. Australia AI-Based Recommendation System Market

  • 12.1. Australia AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.2. Australia AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.3. Australia AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

13. Indonesia AI-Based Recommendation System Market

  • 13.1. Indonesia AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.2. Indonesia AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.3. Indonesia AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

14. South Korea AI-Based Recommendation System Market

  • 14.1. South Korea AI-Based Recommendation System Market Overview
  • 14.2. South Korea AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.3. South Korea AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.4. South Korea AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

15. Western Europe AI-Based Recommendation System Market

  • 15.1. Western Europe AI-Based Recommendation System Market Overview
  • 15.2. Western Europe AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.3. Western Europe AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.4. Western Europe AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

16. UK AI-Based Recommendation System Market

  • 16.1. UK AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.2. UK AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.3. UK AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

17. Germany AI-Based Recommendation System Market

  • 17.1. Germany AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.2. Germany AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.3. Germany AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

18. France AI-Based Recommendation System Market

  • 18.1. France AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.2. France AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.3. France AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

19. Italy AI-Based Recommendation System Market

  • 19.1. Italy AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.2. Italy AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.3. Italy AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

20. Spain AI-Based Recommendation System Market

  • 20.1. Spain AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.2. Spain AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.3. Spain AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

21. Eastern Europe AI-Based Recommendation System Market

  • 21.1. Eastern Europe AI-Based Recommendation System Market Overview
  • 21.2. Eastern Europe AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.3. Eastern Europe AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.4. Eastern Europe AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

22. Russia AI-Based Recommendation System Market

  • 22.1. Russia AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.2. Russia AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.3. Russia AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

23. North America AI-Based Recommendation System Market

  • 23.1. North America AI-Based Recommendation System Market Overview
  • 23.2. North America AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.3. North America AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.4. North America AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

24. USA AI-Based Recommendation System Market

  • 24.1. USA AI-Based Recommendation System Market Overview
  • 24.2. USA AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.3. USA AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.4. USA AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

25. Canada AI-Based Recommendation System Market

  • 25.1. Canada AI-Based Recommendation System Market Overview
  • 25.2. Canada AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.3. Canada AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.4. Canada AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

26. South America AI-Based Recommendation System Market

  • 26.1. South America AI-Based Recommendation System Market Overview
  • 26.2. South America AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.3. South America AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.4. South America AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

27. Brazil AI-Based Recommendation System Market

  • 27.1. Brazil AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.2. Brazil AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.3. Brazil AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

28. Middle East AI-Based Recommendation System Market

  • 28.1. Middle East AI-Based Recommendation System Market Overview
  • 28.2. Middle East AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.3. Middle East AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.4. Middle East AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

29. Africa AI-Based Recommendation System Market

  • 29.1. Africa AI-Based Recommendation System Market Overview
  • 29.2. Africa AI-Based Recommendation System Market, Segmentation By Type, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.3. Africa AI-Based Recommendation System Market, Segmentation By Deployment Mode, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.4. Africa AI-Based Recommendation System Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion

30. AI-Based Recommendation System Market Competitive Landscape And Company Profiles

  • 30.1. AI-Based Recommendation System Market Competitive Landscape
  • 30.2. AI-Based Recommendation System Market Company Profiles
    • 30.2.1. Alphabet Inc
      • 30.2.1.1. Overview
      • 30.2.1.2. Products and Services
      • 30.2.1.3. Strategy
      • 30.2.1.4. Financial Performance
    • 30.2.2. Microsoft Corporation
      • 30.2.2.1. Overview
      • 30.2.2.2. Products and Services
      • 30.2.2.3. Strategy
      • 30.2.2.4. Financial Performance
    • 30.2.3. Alibaba Group Holding Limited (Alibaba)
      • 30.2.3.1. Overview
      • 30.2.3.2. Products and Services
      • 30.2.3.3. Strategy
      • 30.2.3.4. Financial Performance
    • 30.2.4. Meta Platforms Inc.
      • 30.2.4.1. Overview
      • 30.2.4.2. Products and Services
      • 30.2.4.3. Strategy
      • 30.2.4.4. Financial Performance
    • 30.2.5. Amazon Web Services
      • 30.2.5.1. Overview
      • 30.2.5.2. Products and Services
      • 30.2.5.3. Strategy
      • 30.2.5.4. Financial Performance

31. AI-Based Recommendation System Market Other Major And Innovative Companies

  • 31.1. Huawei Technologies Co. Ltd
  • 31.2. Tencent Holdings Limited
  • 31.3. Intel Corporation
  • 31.4. International Business Machines Corporation
  • 31.5. Oracle Corp
  • 31.6. SAP SE
  • 31.7. Netflix
  • 31.8. Hewlett Packard Enterprise (HPE)
  • 31.9. Salesforce Inc
  • 31.10. Adobe Inc.
  • 31.11. Sentient Technologies
  • 31.12. RecomTech
  • 31.13. Kibo Commerce
  • 31.14. SmartRecs
  • 31.15. AIRecom

32. Global AI-Based Recommendation System Market Competitive Benchmarking

33. Global AI-Based Recommendation System Market Competitive Dashboard

34. Key Mergers And Acquisitions In The AI-Based Recommendation System Market

35. AI-Based Recommendation System Market Future Outlook and Potential Analysis

  • 35.1 AI-Based Recommendation System Market In 2028 - Countries Offering Most New Opportunities
  • 35.2 AI-Based Recommendation System Market In 2028 - Segments Offering Most New Opportunities
  • 35.3 AI-Based Recommendation System Market In 2028 - Growth Strategies
    • 35.3.1 Market Trend Based Strategies
    • 35.3.2 Competitor Strategies

36. Appendix

  • 36.1. Abbreviations
  • 36.2. Currencies
  • 36.3. Historic And Forecast Inflation Rates
  • 36.4. Research Inquiries
  • 36.5. The Business Research Company
  • 36.6. Copyright And Disclaimer
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