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고객 서비스용 AI 시장 분석과 예측(-2034년) : 유형, 제품, 서비스, 기술, 컴포넌트, 용도, 배포, 최종사용자, 기능, 솔루션

AI For Customer Service Market Analysis and Forecast to 2034: Type, Product, Services, Technology, Component, Application, Deployment, End User, Functionality, Solutions

발행일: | 리서치사: Global Insight Services | 페이지 정보: 영문 391 Pages | 배송안내 : 3-5일 (영업일 기준)

    
    
    



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

고객 서비스용 AI 시장은 2024년 135억 달러에서 2034년에는 1,044억 달러로 확대하며, 약 22.7%의 CAGR로 성장할 것으로 예측됩니다. 고객 서비스용 AI 시장에는 인공지능을 활용하여 고객과의 대화를 강화하고, 대응을 자동화하며, 개인화된 지원을 제공하는 솔루션이 포함됩니다. 이러한 기술에는 챗봇, 가상 비서, 감정 분석 툴 등이 포함되며, 효율성과 고객 만족도를 높이기 위해 설계되었습니다. 24시간 365일 지원, 비용 절감, 고객 경험 향상에 대한 수요가 증가하면서 자연 언어 처리와 머신러닝의 혁신을 촉진하고 있습니다.

고객 서비스용 AI 시장은 고객과의 대화 강화와 업무 효율화 요구에 힘입어 빠르게 진화하고 있습니다. 챗봇 부문이 우세하여 실시간 고객 참여를 제공하고 응답 시간을 단축합니다. 개인화된 지원과 복잡한 쿼리 처리를 제공하는 가상 비서는 두 번째로 높은 실적을 기록한 하위 부문으로, 업계 전반에서 채택이 증가하고 있음을 반영합니다. 기업이 고객의 감정을 이해하고 서비스 전략을 개선하기 위해 노력함에 따라 감정 분석 툴 부문이 성장세를 보이고 있습니다. AI와 CRM 시스템을 통합한 자동화된 고객 지원 플랫폼도 증가하고 있으며, 고객 관계 관리를 최적화하고 있습니다. 음성 인식 기술은 원활한 대화와 접근성을 촉진하는 중요한 요소로 부상하고 있습니다. 데이터베이스 의사결정을 가능하게 하는 AI 기반 분석은 예측적 인사이트와 개인화된 고객 경험을 통해 시장을 더욱 발전시킬 수 있습니다. 고객 서비스 분야에서 AI의 통합은 기존 모델을 변화시키고 경쟁 우위를 유지하기 위한 혁신과 적응의 중요성을 강조하고 있습니다.

시장 세분화
유형 챗봇, 가상 비서, 자동 메시징, 음성 비서, 셀프 서비스 포털
제품 소프트웨어, 하드웨어, 플랫폼
서비스 컨설팅, 통합과 배포, 지원과 정비, 트레이닝과 교육
테크놀러지 기계학습, 자연언어처리, 음성 인식, 컴퓨터 비전
컴포넌트 솔루션, 서비스
애플리케이션 고객 지원, 피드백 관리, 불만 해결, 맞춤형 제안
배포 클라우드, 온프레미스, 하이브리드
최종사용자 소매, BFSI, 헬스케어, 통신, 자동차, 여행·접객(Hoapitality), 정부, 미디어·엔터테인먼트, 에너지·유틸리티
기능 감성 분석, 예측 분석, 문맥 가이던스, 자동 워크플로우
솔루션 고객 관여, 고객 분석, 워크포스 최적화

시장 현황

고객 서비스용 AI는 확장성과 비용 효율성으로 인해 클라우드 솔루션이 각광을 받으면서 시장 점유율이 크게 변화하고 있습니다. 가격 전략은 진화하고 있으며, 많은 기업이 고객 유지를 강화하기 위해 구독 모델을 채택하고 있습니다. 신제품은 고급 자연 언어 처리와 감정 분석에 중점을 두고 고객과의 대화 품질을 향상시키는 것을 목표로 하고 있습니다. 북미가 여전히 도입의 선두주자이지만, 아시아태평양 신흥 시장에서는 AI 기반 고객 참여를 위한 세계 동향을 반영하여 많은 투자가 이루어지고 있습니다. 고객 서비스를 위한 AI 시장의 경쟁은 치열하며, 마이크로소프트, 구글, 세일즈포스 등 하이테크 대기업이 주도하고 있습니다. 이들 기업은 경쟁력을 유지하기 위해 연구개발에 많은 투자를 하고 있습니다. 특히 유럽과 북미의 규제 영향은 데이터 프라이버시 및 보안 표준을 설정하여 시장 역학에 영향을 미치고 있습니다. 또한 AI 통합, 머신러닝 등 고객 서비스 역량 강화를 약속하는 기술 발전으로 시장이 형성되고 있습니다. 사이버 보안 위협과 같은 과제는 있지만, AI가 고객 서비스 업무에 혁명을 가져올 것으로 예상되며, 전망은 낙관적입니다.

주요 동향과 촉진요인:

고객 서비스용 AI 시장은 몇 가지 주요 동향과 촉진요인으로 인해 괄목할 만한 성장을 보이고 있습니다. 첫째, 개인화된 고객 경험에 대한 수요 증가가 AI 기술 도입을 촉진하고 있습니다. 기업은 AI를 활용하여 고객 맞춤형 인터랙션을 제공함으로써 고객 만족도와 충성도를 높이고 있습니다. 둘째, 자연 언어 처리(NLP)의 발전은 고객 서비스에 혁명을 일으키고 있습니다. NLP는 AI 시스템이 고객의 문의를 보다 정확하게 이해하고 대응할 수 있도록 하여 서비스 효율을 향상시킵니다. 셋째, AI와 옴니채널 커뮤니케이션 플랫폼의 통합이 확산되면서 다양한 채널에서 원활한 고객 대응이 가능해졌습니다. 또한 비용 최적화에 대한 요구가 높아지면서 기업은 서비스 품질을 유지하면서 운영 비용을 절감할 수 있는 AI 솔루션을 도입하고 있습니다. 마지막으로 AI를 활용한 분석 툴의 가용성이 높아짐에 따라 기업은 고객 행동에 대한 더 심층 인사이트를 얻을 수 있고, 데이터베이스 의사결정을 쉽게 내릴 수 있게 되었습니다. 이러한 추세와 촉진요인은 고객 서비스용 AI 시장에서 유리한 기회를 지원하고 있습니다.

억제와 과제:

현재 고객 서비스용 AI 시장은 몇 가지 중요한 억제요인과 과제를 안고 있습니다. 눈에 띄는 문제 중 하나는 데이터 프라이버시에 대한 우려입니다. AI 시스템은 민감한 고객 정보를 다루기 때문에 데이터 보안과 GDPR(EU 개인정보보호규정)과 같은 규제 준수가 가장 중요하며, 이는 조직에게 복잡한 과제가 되고 있습니다. 또 다른 제약은 통합의 복잡성입니다. 많은 기업이 AI 솔루션을 기존 고객 서비스 플랫폼과 원활하게 통합하는 데 어려움을 겪고 있으며, 이는 잠재적인 혼란과 비효율성을 초래할 수 있습니다. 또한 높은 도입비용은 중소기업의 AI 기술 도입을 억제하고 시장 확대를 제한할 수 있습니다. 또 다른 과제는 고품질 데이터에 대한 의존도입니다. AI 시스템이 효과적으로 작동하기 위해서는 방대한 양의 정확한 데이터가 필요하며, 데이터가 부정확하면 성능이 최적화되지 않을 수 있습니다. 마지막으로 기술 발전 속도가 빠르다는 것은 기업이 경쟁력을 유지하기 위해 AI 시스템을 지속적으로 업데이트해야 한다는 것을 의미합니다.

주요 기업

Ada Support, Kustomer, Yellow.ai, Aivo, Netomi, Ultimate.ai, Conversica, Thankful, Solvvy, Forethought, Re:amaze, Helpshift, Boost.ai, LivePerson, Inbenta

목차

제1장 고객 서비스용 AI 시장의 개요

  • 조사 목적
  • AI고객 서비스 시장의 정의와 조사 범위
  • 리포트의 제한 사항
  • 조사 대상 연도와 통화
  • 조사 방법

제2장 개요

제3장 시장에 관한 주요 인사이트

제4장 고객 서비스용 AI 시장 전망

  • 고객 서비스용 AI 시장 세분화
  • 시장 역학
  • Porter's Five Forces 분석
  • PESTLE 분석
  • 밸류체인 분석
  • 4P 모델
  • ANSOFF 매트릭스

제5장 고객 서비스용 AI 시장 전략

  • 모시장 분석
  • 수급 분석
  • 소비자의 구매 의욕
  • 사례 연구 분석
  • 가격 분석
  • 규제 상황
  • 공급망 분석
  • 경쟁 제품 분석
  • 최근 동향

제6장 고객 서비스용 AI 시장 규모

  • 고객 서비스용 AI 시장 규모 : 금액별
  • 고객 서비스용 AI 시장 규모 : 수량별

제7장 고객 서비스용 AI 시장 : 유형별

  • 시장 개요
  • 챗봇
  • 가상 비서
  • 자동 메시징
  • 음성 비서
  • 셀프 서비스 포털
  • 기타

제8장 고객 서비스용 AI 시장 : 제품별

  • 시장 개요
  • 소프트웨어
  • 하드웨어
  • 플랫폼
  • 기타

제9장 고객 서비스용 AI 시장 : 서비스별

  • 시장 개요
  • 컨설팅
  • 통합·배포
  • 지원·정비
  • 트레이닝·교육
  • 기타

제10장 고객 서비스용 AI 시장 : 기술별

  • 시장 개요
  • 기계학습
  • 자연언어처리
  • 음성 인식
  • 컴퓨터 비전
  • 기타

제11장 고객 서비스용 AI 시장 : 컴포넌트별

  • 시장 개요
  • 솔루션
  • 서비스
  • 기타

제12장 고객 서비스용 AI 시장 : 용도별

  • 시장 개요
  • 고객 지원
  • 피드백 관리
  • 불만 해결
  • 맞춤형 추천
  • 기타

제13장 고객 서비스용 AI 시장 : 배포별

  • 시장 개요
  • 클라우드
  • 온프레미스
  • 하이브리드
  • 기타

제14장 고객 서비스용 AI 시장 : 최종사용자별

  • 시장 개요
  • 소매
  • BFSI
  • 헬스케어
  • 통신
  • 자동차
  • 여행·접객(Hoapitality)
  • 정부기관
  • 미디어·엔터테인먼트
  • 에너지·유틸리티
  • 기타

제15장 고객 서비스용 AI 시장 : 기능별

  • 시장 개요
  • 감성 분석
  • 예측 분석
  • 문맥 가이던스
  • 자동 워크플로우
  • 기타

제16장 고객 서비스용 AI 시장 : 솔루션별

  • 시장 개요
  • 고객 관여
  • 고객 분석
  • 워크포스 최적화
  • 기타

제17장 고객 서비스용 AI 시장, 지역별

  • 개요
  • 북미
    • 미국
    • 캐나다
  • 유럽
    • 영국
    • 독일
    • 프랑스
    • 스페인
    • 이탈리아
    • 네덜란드
    • 스웨덴
    • 스위스
    • 덴마크
    • 핀란드
    • 러시아
    • 기타 유럽
  • 아시아태평양
    • 중국
    • 인도
    • 일본
    • 한국
    • 호주
    • 싱가포르
    • 인도네시아
    • 대만
    • 말레이시아
    • 기타 아시아태평양
  • 라틴아메리카
    • 브라질
    • 멕시코
    • 아르헨티나
    • 기타 라틴아메리카
  • 중동 및 아프리카
    • 사우디아라비아
    • 아랍에미리트
    • 남아프리카공화국
    • 기타 중동 및 아프리카

제18장 경쟁 구도

  • 개요
  • 시장 점유율 분석
  • 주요 기업의 포지셔닝
  • 경쟁 리더십 매핑
  • 벤더 벤치마킹
  • 개발 전략 벤치마킹

제19장 기업 개요

  • Ada Support
  • Kustomer
  • Yellow.ai
  • Aivo
  • Netomi
  • Ultimate.ai
  • Conversica
  • Thankful
  • Solvvy
  • Forethought
  • Re : amaze
  • Helpshift
  • Boost.ai
  • LivePerson
  • Inbenta
KSA

AI For Customer Service Market is anticipated to expand from $13.5 billion in 2024 to $104.4 billion by 2034, growing at a CAGR of approximately 22.7%. The AI For Customer Service Market encompasses solutions that leverage artificial intelligence to enhance customer interactions, automate responses, and provide personalized support. These technologies include chatbots, virtual assistants, and sentiment analysis tools, designed to improve efficiency and customer satisfaction. The market is driven by the increasing demand for 24/7 support, cost reduction, and improved customer experience, fostering innovations in natural language processing and machine learning.

The AI For Customer Service Market is evolving rapidly, driven by the need for enhanced customer interaction and operational efficiency. The chatbots segment dominates, offering real-time customer engagement and reducing response times. Virtual assistants, providing personalized support and complex query handling, are the second-highest performing sub-segment, reflecting their increasing adoption across industries. The sentiment analysis tools segment is gaining momentum, as businesses strive to understand customer emotions and improve service strategies. Automated customer support platforms, integrating AI with CRM systems, are also on the rise, optimizing customer relationship management. Voice recognition technology is emerging as a key component, facilitating seamless interaction and accessibility. AI-powered analytics, enabling data-driven decision-making, further propels the market, allowing for predictive insights and personalized customer experiences. The integration of AI in customer service is transforming traditional models, emphasizing the importance of innovation and adaptation in sustaining competitive advantage.

Market Segmentation
TypeChatbots, Virtual Assistants, Automated Messaging, Voice Assistants, Self-Service Portals
ProductSoftware, Hardware, Platforms
ServicesConsulting, Integration and Deployment, Support and Maintenance, Training and Education
TechnologyMachine Learning, Natural Language Processing, Speech Recognition, Computer Vision
ComponentSolutions, Services
ApplicationCustomer Support, Feedback Management, Complaint Resolution, Personalized Recommendations
DeploymentCloud, On-Premises, Hybrid
End UserRetail, BFSI, Healthcare, Telecommunications, Automotive, Travel and Hospitality, Government, Media and Entertainment, Energy and Utilities
FunctionalitySentiment Analysis, Predictive Analytics, Contextual Guidance, Automated Workflows
SolutionsCustomer Engagement, Customer Analytics, Workforce Optimization

Market Snapshot:

AI for Customer Service has witnessed significant shifts in market share, with cloud solutions gaining prominence due to their scalability and cost-efficiency. Pricing strategies are evolving, with many firms adopting subscription models to enhance customer retention. New product launches focus on advanced natural language processing and sentiment analysis, aiming to improve customer interaction quality. North America remains a leader in adoption, while emerging markets in Asia-Pacific are seeing substantial investment, reflecting a global trend towards AI-driven customer engagement. Competition in the AI for Customer Service market is fierce, with tech giants like Microsoft, Google, and Salesforce leading the charge. These companies are investing heavily in R&D to maintain their competitive edge. Regulatory influences, particularly in Europe and North America, impact market dynamics by setting standards for data privacy and security. The market is also shaped by technological advancements such as AI integration and machine learning, which promise to enhance customer service capabilities. Despite challenges like cybersecurity threats, the outlook is optimistic, with AI poised to revolutionize customer service operations.

Geographical Overview:

The AI for customer service market is witnessing robust growth across diverse regions, each exhibiting unique characteristics. North America leads, driven by the integration of AI in enhancing customer experience and operational efficiency. The presence of major AI tech firms facilitates rapid adoption and innovation. Europe follows, with its focus on AI-driven automation and customer engagement strategies, supported by strong regulatory frameworks. Asia Pacific is experiencing rapid expansion, propelled by technological advancements and a burgeoning digital customer base. Key countries like China, India, and Japan are at the forefront, investing heavily in AI capabilities. Latin America and the Middle East & Africa are emerging as new growth pockets. In Latin America, countries like Brazil and Mexico are investing in AI to improve customer service operations. Meanwhile, the Middle East & Africa are recognizing AI's potential, with countries like the UAE and South Africa leading in AI adoption to enhance customer interactions.

Key Trends and Drivers:

The AI for Customer Service Market is experiencing remarkable growth, fueled by several key trends and drivers. Firstly, the increasing demand for personalized customer experiences is propelling the adoption of AI technologies. Companies are leveraging AI to deliver tailored interactions, enhancing customer satisfaction and loyalty. Secondly, advancements in natural language processing (NLP) are revolutionizing customer service. NLP enables AI systems to understand and respond to customer queries more accurately, improving service efficiency. Thirdly, the integration of AI with omnichannel communication platforms is becoming prevalent, allowing seamless customer interactions across various channels. Moreover, the rising need for cost optimization is driving businesses to implement AI solutions that reduce operational expenses while maintaining service quality. Lastly, the growing availability of AI-powered analytics tools is enabling companies to gain deeper insights into customer behavior, facilitating data-driven decision-making. These trends and drivers collectively underscore the lucrative opportunities within the AI for Customer Service Market.

Restraints and Challenges:

The AI for Customer Service Market is currently navigating several significant restraints and challenges. One prominent issue is data privacy concerns. As AI systems handle sensitive customer information, ensuring data security and compliance with regulations like GDPR becomes paramount, posing a complex challenge for organizations. Another restraint is the integration complexity. Many companies face difficulties in seamlessly integrating AI solutions with their existing customer service platforms, leading to potential disruptions and inefficiencies. Additionally, high implementation costs can deter smaller enterprises from adopting AI technologies, limiting market expansion. A further challenge is the reliance on high-quality data. AI systems require vast amounts of accurate data to function effectively, and any data inaccuracies can lead to suboptimal performance. Lastly, the rapid pace of technological advancements means that companies must continuously update their AI systems to remain competitive, which can be resource-intensive and challenging to sustain.

Key Players:

Ada Support, Kustomer, Yellow.ai, Aivo, Netomi, Ultimate.ai, Conversica, Thankful, Solvvy, Forethought, Re:amaze, Helpshift, Boost.ai, LivePerson, Inbenta

Research Scope:

  • Estimates and forecasts the overall market size across type, application, and region.
  • Provides detailed information and key takeaways on qualitative and quantitative trends, dynamics, business framework, competitive landscape, and company profiling.
  • Identifies factors influencing market growth and challenges, opportunities, drivers, and restraints.
  • Identifies factors that could limit company participation in international markets to help calibrate market share expectations and growth rates.
  • Evaluates key development strategies like acquisitions, product launches, mergers, collaborations, business expansions, agreements, partnerships, and R&D activities.
  • Analyzes smaller market segments strategically, focusing on their potential, growth patterns, and impact on the overall market.
  • Outlines the competitive landscape, assessing business and corporate strategies to monitor and dissect competitive advancements.

Our research scope provides comprehensive market data, insights, and analysis across a variety of critical areas. We cover Local Market Analysis, assessing consumer demographics, purchasing behaviors, and market size within specific regions to identify growth opportunities. Our Local Competition Review offers a detailed evaluation of competitors, including their strengths, weaknesses, and market positioning. We also conduct Local Regulatory Reviews to ensure businesses comply with relevant laws and regulations. Industry Analysis provides an in-depth look at market dynamics, key players, and trends. Additionally, we offer Cross-Segmental Analysis to identify synergies between different market segments, as well as Production-Consumption and Demand-Supply Analysis to optimize supply chain efficiency. Our Import-Export Analysis helps businesses navigate global trade environments by evaluating trade flows and policies. These insights empower clients to make informed strategic decisions, mitigate risks, and capitalize on market opportunities.

TABLE OF CONTENTS

1: AI For Customer Service Market Overview

  • 1.1 Objectives of the Study
  • 1.2 AI For Customer Service Market Definition and Scope of the Report
  • 1.3 Report Limitations
  • 1.4 Years & Currency Considered in the Study
  • 1.5 Research Methodologies
    • 1.5.1 Secondary Research
    • 1.5.2 Primary Research
    • 1.5.3 Market Size Estimation: Top-Down Approach
    • 1.5.4 Market Size Estimation: Bottom-Up Approach
    • 1.5.5 Data Triangulation and Validation

2: Executive Summary

  • 2.1 Summary
  • 2.2 Key Opinion Leaders
  • 2.3 Key Highlights of the Market, by Type
  • 2.4 Key Highlights of the Market, by Product
  • 2.5 Key Highlights of the Market, by Services
  • 2.6 Key Highlights of the Market, by Technology
  • 2.7 Key Highlights of the Market, by Component
  • 2.8 Key Highlights of the Market, by Application
  • 2.9 Key Highlights of the Market, by Deployment
  • 2.10 Key Highlights of the Market, by End User
  • 2.11 Key Highlights of the Market, by Functionality
  • 2.12 Key Highlights of the Market, by Solutions
  • 2.13 Key Highlights of the Market, by North America
  • 2.14 Key Highlights of the Market, by Europe
  • 2.15 Key Highlights of the Market, by Asia-Pacific
  • 2.16 Key Highlights of the Market, by Latin America
  • 2.17 Key Highlights of the Market, by Middle East
  • 2.18 Key Highlights of the Market, by Africa

3: Premium Insights on the Market

  • 3.1 Market Attractiveness Analysis, by Region
  • 3.2 Market Attractiveness Analysis, by Type
  • 3.3 Market Attractiveness Analysis, by Product
  • 3.4 Market Attractiveness Analysis, by Services
  • 3.5 Market Attractiveness Analysis, by Technology
  • 3.6 Market Attractiveness Analysis, by Component
  • 3.7 Market Attractiveness Analysis, by Application
  • 3.8 Market Attractiveness Analysis, by Deployment
  • 3.9 Market Attractiveness Analysis, by End User
  • 3.10 Market Attractiveness Analysis, by Functionality
  • 3.11 Market Attractiveness Analysis, by Solutions
  • 3.12 Market Attractiveness Analysis, by North America
  • 3.13 Market Attractiveness Analysis, by Europe
  • 3.14 Market Attractiveness Analysis, by Asia-Pacific
  • 3.15 Market Attractiveness Analysis, by Latin America
  • 3.16 Market Attractiveness Analysis, by Middle East
  • 3.17 Market Attractiveness Analysis, by Africa

4: AI For Customer Service Market Outlook

  • 4.1 AI For Customer Service Market Segmentation
  • 4.2 Market Dynamics
    • 4.2.1 Market Drivers
    • 4.2.2 Market Trends
    • 4.2.3 Market Restraints
    • 4.2.4 Market Opportunities
  • 4.3 Porters Five Forces Analysis
    • 4.3.1 Threat of New Entrants
    • 4.3.2 Threat of Substitutes
    • 4.3.3 Bargaining Power of Buyers
    • 4.3.4 Bargaining Power of Supplier
    • 4.3.5 Competitive Rivalry
  • 4.4 PESTLE Analysis
  • 4.5 Value Chain Analysis
  • 4.6 4Ps Model
  • 4.7 ANSOFF Matrix

5: AI For Customer Service Market Strategy

  • 5.1 Parent Market Analysis
  • 5.2 Supply-Demand Analysis
  • 5.3 Consumer Buying Interest
  • 5.4 Case Study Analysis
  • 5.5 Pricing Analysis
  • 5.6 Regulatory Landscape
  • 5.7 Supply Chain Analysis
  • 5.8 Competition Product Analysis
  • 5.9 Recent Developments

6: AI For Customer Service Market Size

  • 6.1 AI For Customer Service Market Size, by Value
  • 6.2 AI For Customer Service Market Size, by Volume

7: AI For Customer Service Market, by Type

  • 7.1 Market Overview
  • 7.2 Chatbots
    • 7.2.1 Key Market Trends & Opportunity Analysis
    • 7.2.2 Market Size and Forecast, by Region
  • 7.3 Virtual Assistants
    • 7.3.1 Key Market Trends & Opportunity Analysis
    • 7.3.2 Market Size and Forecast, by Region
  • 7.4 Automated Messaging
    • 7.4.1 Key Market Trends & Opportunity Analysis
    • 7.4.2 Market Size and Forecast, by Region
  • 7.5 Voice Assistants
    • 7.5.1 Key Market Trends & Opportunity Analysis
    • 7.5.2 Market Size and Forecast, by Region
  • 7.6 Self-Service Portals
    • 7.6.1 Key Market Trends & Opportunity Analysis
    • 7.6.2 Market Size and Forecast, by Region
  • 7.7 Others
    • 7.7.1 Key Market Trends & Opportunity Analysis
    • 7.7.2 Market Size and Forecast, by Region

8: AI For Customer Service Market, by Product

  • 8.1 Market Overview
  • 8.2 Software
    • 8.2.1 Key Market Trends & Opportunity Analysis
    • 8.2.2 Market Size and Forecast, by Region
  • 8.3 Hardware
    • 8.3.1 Key Market Trends & Opportunity Analysis
    • 8.3.2 Market Size and Forecast, by Region
  • 8.4 Platforms
    • 8.4.1 Key Market Trends & Opportunity Analysis
    • 8.4.2 Market Size and Forecast, by Region
  • 8.5 Others
    • 8.5.1 Key Market Trends & Opportunity Analysis
    • 8.5.2 Market Size and Forecast, by Region

9: AI For Customer Service Market, by Services

  • 9.1 Market Overview
  • 9.2 Consulting
    • 9.2.1 Key Market Trends & Opportunity Analysis
    • 9.2.2 Market Size and Forecast, by Region
  • 9.3 Integration and Deployment
    • 9.3.1 Key Market Trends & Opportunity Analysis
    • 9.3.2 Market Size and Forecast, by Region
  • 9.4 Support and Maintenance
    • 9.4.1 Key Market Trends & Opportunity Analysis
    • 9.4.2 Market Size and Forecast, by Region
  • 9.5 Training and Education
    • 9.5.1 Key Market Trends & Opportunity Analysis
    • 9.5.2 Market Size and Forecast, by Region
  • 9.6 Others
    • 9.6.1 Key Market Trends & Opportunity Analysis
    • 9.6.2 Market Size and Forecast, by Region

10: AI For Customer Service Market, by Technology

  • 10.1 Market Overview
  • 10.2 Machine Learning
    • 10.2.1 Key Market Trends & Opportunity Analysis
    • 10.2.2 Market Size and Forecast, by Region
  • 10.3 Natural Language Processing
    • 10.3.1 Key Market Trends & Opportunity Analysis
    • 10.3.2 Market Size and Forecast, by Region
  • 10.4 Speech Recognition
    • 10.4.1 Key Market Trends & Opportunity Analysis
    • 10.4.2 Market Size and Forecast, by Region
  • 10.5 Computer Vision
    • 10.5.1 Key Market Trends & Opportunity Analysis
    • 10.5.2 Market Size and Forecast, by Region
  • 10.6 Others
    • 10.6.1 Key Market Trends & Opportunity Analysis
    • 10.6.2 Market Size and Forecast, by Region

11: AI For Customer Service Market, by Component

  • 11.1 Market Overview
  • 11.2 Solutions
    • 11.2.1 Key Market Trends & Opportunity Analysis
    • 11.2.2 Market Size and Forecast, by Region
  • 11.3 Services
    • 11.3.1 Key Market Trends & Opportunity Analysis
    • 11.3.2 Market Size and Forecast, by Region
  • 11.4 Others
    • 11.4.1 Key Market Trends & Opportunity Analysis
    • 11.4.2 Market Size and Forecast, by Region

12: AI For Customer Service Market, by Application

  • 12.1 Market Overview
  • 12.2 Customer Support
    • 12.2.1 Key Market Trends & Opportunity Analysis
    • 12.2.2 Market Size and Forecast, by Region
  • 12.3 Feedback Management
    • 12.3.1 Key Market Trends & Opportunity Analysis
    • 12.3.2 Market Size and Forecast, by Region
  • 12.4 Complaint Resolution
    • 12.4.1 Key Market Trends & Opportunity Analysis
    • 12.4.2 Market Size and Forecast, by Region
  • 12.5 Personalized Recommendations
    • 12.5.1 Key Market Trends & Opportunity Analysis
    • 12.5.2 Market Size and Forecast, by Region
  • 12.6 Others
    • 12.6.1 Key Market Trends & Opportunity Analysis
    • 12.6.2 Market Size and Forecast, by Region

13: AI For Customer Service Market, by Deployment

  • 13.1 Market Overview
  • 13.2 Cloud
    • 13.2.1 Key Market Trends & Opportunity Analysis
    • 13.2.2 Market Size and Forecast, by Region
  • 13.3 On-Premises
    • 13.3.1 Key Market Trends & Opportunity Analysis
    • 13.3.2 Market Size and Forecast, by Region
  • 13.4 Hybrid
    • 13.4.1 Key Market Trends & Opportunity Analysis
    • 13.4.2 Market Size and Forecast, by Region
  • 13.5 Others
    • 13.5.1 Key Market Trends & Opportunity Analysis
    • 13.5.2 Market Size and Forecast, by Region

14: AI For Customer Service Market, by End User

  • 14.1 Market Overview
  • 14.2 Retail
    • 14.2.1 Key Market Trends & Opportunity Analysis
    • 14.2.2 Market Size and Forecast, by Region
  • 14.3 BFSI
    • 14.3.1 Key Market Trends & Opportunity Analysis
    • 14.3.2 Market Size and Forecast, by Region
  • 14.4 Healthcare
    • 14.4.1 Key Market Trends & Opportunity Analysis
    • 14.4.2 Market Size and Forecast, by Region
  • 14.5 Telecommunications
    • 14.5.1 Key Market Trends & Opportunity Analysis
    • 14.5.2 Market Size and Forecast, by Region
  • 14.6 Automotive
    • 14.6.1 Key Market Trends & Opportunity Analysis
    • 14.6.2 Market Size and Forecast, by Region
  • 14.7 Travel and Hospitality
    • 14.7.1 Key Market Trends & Opportunity Analysis
    • 14.7.2 Market Size and Forecast, by Region
  • 14.8 Government
    • 14.8.1 Key Market Trends & Opportunity Analysis
    • 14.8.2 Market Size and Forecast, by Region
  • 14.9 Media and Entertainment
    • 14.9.1 Key Market Trends & Opportunity Analysis
    • 14.9.2 Market Size and Forecast, by Region
  • 14.10 Energy and Utilities
    • 14.10.1 Key Market Trends & Opportunity Analysis
    • 14.10.2 Market Size and Forecast, by Region
  • 14.11 Others
    • 14.11.1 Key Market Trends & Opportunity Analysis
    • 14.11.2 Market Size and Forecast, by Region

15: AI For Customer Service Market, by Functionality

  • 15.1 Market Overview
  • 15.2 Sentiment Analysis
    • 15.2.1 Key Market Trends & Opportunity Analysis
    • 15.2.2 Market Size and Forecast, by Region
  • 15.3 Predictive Analytics
    • 15.3.1 Key Market Trends & Opportunity Analysis
    • 15.3.2 Market Size and Forecast, by Region
  • 15.4 Contextual Guidance
    • 15.4.1 Key Market Trends & Opportunity Analysis
    • 15.4.2 Market Size and Forecast, by Region
  • 15.5 Automated Workflows
    • 15.5.1 Key Market Trends & Opportunity Analysis
    • 15.5.2 Market Size and Forecast, by Region
  • 15.6 Others
    • 15.6.1 Key Market Trends & Opportunity Analysis
    • 15.6.2 Market Size and Forecast, by Region

16: AI For Customer Service Market, by Solutions

  • 16.1 Market Overview
  • 16.2 Customer Engagement
    • 16.2.1 Key Market Trends & Opportunity Analysis
    • 16.2.2 Market Size and Forecast, by Region
  • 16.3 Customer Analytics
    • 16.3.1 Key Market Trends & Opportunity Analysis
    • 16.3.2 Market Size and Forecast, by Region
  • 16.4 Workforce Optimization
    • 16.4.1 Key Market Trends & Opportunity Analysis
    • 16.4.2 Market Size and Forecast, by Region
  • 16.5 Others
    • 16.5.1 Key Market Trends & Opportunity Analysis
    • 16.5.2 Market Size and Forecast, by Region

17: AI For Customer Service Market, by Region

  • 17.1 Overview
  • 17.2 North America
    • 17.2.1 Key Market Trends and Opportunities
    • 17.2.2 North America Market Size and Forecast, by Type
    • 17.2.3 North America Market Size and Forecast, by Product
    • 17.2.4 North America Market Size and Forecast, by Services
    • 17.2.5 North America Market Size and Forecast, by Technology
    • 17.2.6 North America Market Size and Forecast, by Component
    • 17.2.7 North America Market Size and Forecast, by Application
    • 17.2.8 North America Market Size and Forecast, by Deployment
    • 17.2.9 North America Market Size and Forecast, by End User
    • 17.2.10 North America Market Size and Forecast, by Functionality
    • 17.2.11 North America Market Size and Forecast, by Solutions
    • 17.2.12 North America Market Size and Forecast, by Country
    • 17.2.13 United States
      • 17.2.9.1 United States Market Size and Forecast, by Type
      • 17.2.9.2 United States Market Size and Forecast, by Product
      • 17.2.9.3 United States Market Size and Forecast, by Services
      • 17.2.9.4 United States Market Size and Forecast, by Technology
      • 17.2.9.5 United States Market Size and Forecast, by Component
      • 17.2.9.6 United States Market Size and Forecast, by Application
      • 17.2.9.7 United States Market Size and Forecast, by Deployment
      • 17.2.9.8 United States Market Size and Forecast, by End User
      • 17.2.9.9 United States Market Size and Forecast, by Functionality
      • 17.2.9.10 United States Market Size and Forecast, by Solutions
      • 17.2.9.11 Local Competition Analysis
      • 17.2.9.12 Local Market Analysis
    • 17.2.1 Canada
      • 17.2.10.1 Canada Market Size and Forecast, by Type
      • 17.2.10.2 Canada Market Size and Forecast, by Product
      • 17.2.10.3 Canada Market Size and Forecast, by Services
      • 17.2.10.4 Canada Market Size and Forecast, by Technology
      • 17.2.10.5 Canada Market Size and Forecast, by Component
      • 17.2.10.6 Canada Market Size and Forecast, by Application
      • 17.2.10.7 Canada Market Size and Forecast, by Deployment
      • 17.2.10.8 Canada Market Size and Forecast, by End User
      • 17.2.10.9 Canada Market Size and Forecast, by Functionality
      • 17.2.10.10 Canada Market Size and Forecast, by Solutions
      • 17.2.10.11 Local Competition Analysis
      • 17.2.10.12 Local Market Analysis
  • 17.1 Europe
    • 17.3.1 Key Market Trends and Opportunities
    • 17.3.2 Europe Market Size and Forecast, by Type
    • 17.3.3 Europe Market Size and Forecast, by Product
    • 17.3.4 Europe Market Size and Forecast, by Services
    • 17.3.5 Europe Market Size and Forecast, by Technology
    • 17.3.6 Europe Market Size and Forecast, by Component
    • 17.3.7 Europe Market Size and Forecast, by Application
    • 17.3.8 Europe Market Size and Forecast, by Deployment
    • 17.3.9 Europe Market Size and Forecast, by End User
    • 17.3.10 Europe Market Size and Forecast, by Functionality
    • 17.3.11 Europe Market Size and Forecast, by Solutions
    • 17.3.12 Europe Market Size and Forecast, by Country
    • 17.3.13 United Kingdom
      • 17.3.9.1 United Kingdom Market Size and Forecast, by Type
      • 17.3.9.2 United Kingdom Market Size and Forecast, by Product
      • 17.3.9.3 United Kingdom Market Size and Forecast, by Services
      • 17.3.9.4 United Kingdom Market Size and Forecast, by Technology
      • 17.3.9.5 United Kingdom Market Size and Forecast, by Component
      • 17.3.9.6 United Kingdom Market Size and Forecast, by Application
      • 17.3.9.7 United Kingdom Market Size and Forecast, by Deployment
      • 17.3.9.8 United Kingdom Market Size and Forecast, by End User
      • 17.3.9.9 United Kingdom Market Size and Forecast, by Functionality
      • 17.3.9.10 United Kingdom Market Size and Forecast, by Solutions
      • 17.3.9.11 Local Competition Analysis
      • 17.3.9.12 Local Market Analysis
    • 17.3.1 Germany
      • 17.3.10.1 Germany Market Size and Forecast, by Type
      • 17.3.10.2 Germany Market Size and Forecast, by Product
      • 17.3.10.3 Germany Market Size and Forecast, by Services
      • 17.3.10.4 Germany Market Size and Forecast, by Technology
      • 17.3.10.5 Germany Market Size and Forecast, by Component
      • 17.3.10.6 Germany Market Size and Forecast, by Application
      • 17.3.10.7 Germany Market Size and Forecast, by Deployment
      • 17.3.10.8 Germany Market Size and Forecast, by End User
      • 17.3.10.9 Germany Market Size and Forecast, by Functionality
      • 17.3.10.10 Germany Market Size and Forecast, by Solutions
      • 17.3.10.11 Local Competition Analysis
      • 17.3.10.12 Local Market Analysis
    • 17.3.1 France
      • 17.3.11.1 France Market Size and Forecast, by Type
      • 17.3.11.2 France Market Size and Forecast, by Product
      • 17.3.11.3 France Market Size and Forecast, by Services
      • 17.3.11.4 France Market Size and Forecast, by Technology
      • 17.3.11.5 France Market Size and Forecast, by Component
      • 17.3.11.6 France Market Size and Forecast, by Application
      • 17.3.11.7 France Market Size and Forecast, by Deployment
      • 17.3.11.8 France Market Size and Forecast, by End User
      • 17.3.11.9 France Market Size and Forecast, by Functionality
      • 17.3.11.10 France Market Size and Forecast, by Solutions
      • 17.3.11.11 Local Competition Analysis
      • 17.3.11.12 Local Market Analysis
    • 17.3.1 Spain
      • 17.3.12.1 Spain Market Size and Forecast, by Type
      • 17.3.12.2 Spain Market Size and Forecast, by Product
      • 17.3.12.3 Spain Market Size and Forecast, by Services
      • 17.3.12.4 Spain Market Size and Forecast, by Technology
      • 17.3.12.5 Spain Market Size and Forecast, by Component
      • 17.3.12.6 Spain Market Size and Forecast, by Application
      • 17.3.12.7 Spain Market Size and Forecast, by Deployment
      • 17.3.12.8 Spain Market Size and Forecast, by End User
      • 17.3.12.9 Spain Market Size and Forecast, by Functionality
      • 17.3.12.10 Spain Market Size and Forecast, by Solutions
      • 17.3.12.11 Local Competition Analysis
      • 17.3.12.12 Local Market Analysis
    • 17.3.1 Italy
      • 17.3.13.1 Italy Market Size and Forecast, by Type
      • 17.3.13.2 Italy Market Size and Forecast, by Product
      • 17.3.13.3 Italy Market Size and Forecast, by Services
      • 17.3.13.4 Italy Market Size and Forecast, by Technology
      • 17.3.13.5 Italy Market Size and Forecast, by Component
      • 17.3.13.6 Italy Market Size and Forecast, by Application
      • 17.3.13.7 Italy Market Size and Forecast, by Deployment
      • 17.3.13.8 Italy Market Size and Forecast, by End User
      • 17.3.13.9 Italy Market Size and Forecast, by Functionality
      • 17.3.13.10 Italy Market Size and Forecast, by Solutions
      • 17.3.13.11 Local Competition Analysis
      • 17.3.13.12 Local Market Analysis
    • 17.3.1 Netherlands
      • 17.3.14.1 Netherlands Market Size and Forecast, by Type
      • 17.3.14.2 Netherlands Market Size and Forecast, by Product
      • 17.3.14.3 Netherlands Market Size and Forecast, by Services
      • 17.3.14.4 Netherlands Market Size and Forecast, by Technology
      • 17.3.14.5 Netherlands Market Size and Forecast, by Component
      • 17.3.14.6 Netherlands Market Size and Forecast, by Application
      • 17.3.14.7 Netherlands Market Size and Forecast, by Deployment
      • 17.3.14.8 Netherlands Market Size and Forecast, by End User
      • 17.3.14.9 Netherlands Market Size and Forecast, by Functionality
      • 17.3.14.10 Netherlands Market Size and Forecast, by Solutions
      • 17.3.14.11 Local Competition Analysis
      • 17.3.14.12 Local Market Analysis
    • 17.3.1 Sweden
      • 17.3.15.1 Sweden Market Size and Forecast, by Type
      • 17.3.15.2 Sweden Market Size and Forecast, by Product
      • 17.3.15.3 Sweden Market Size and Forecast, by Services
      • 17.3.15.4 Sweden Market Size and Forecast, by Technology
      • 17.3.15.5 Sweden Market Size and Forecast, by Component
      • 17.3.15.6 Sweden Market Size and Forecast, by Application
      • 17.3.15.7 Sweden Market Size and Forecast, by Deployment
      • 17.3.15.8 Sweden Market Size and Forecast, by End User
      • 17.3.15.9 Sweden Market Size and Forecast, by Functionality
      • 17.3.15.10 Sweden Market Size and Forecast, by Solutions
      • 17.3.15.11 Local Competition Analysis
      • 17.3.15.12 Local Market Analysis
    • 17.3.1 Switzerland
      • 17.3.16.1 Switzerland Market Size and Forecast, by Type
      • 17.3.16.2 Switzerland Market Size and Forecast, by Product
      • 17.3.16.3 Switzerland Market Size and Forecast, by Services
      • 17.3.16.4 Switzerland Market Size and Forecast, by Technology
      • 17.3.16.5 Switzerland Market Size and Forecast, by Component
      • 17.3.16.6 Switzerland Market Size and Forecast, by Application
      • 17.3.16.7 Switzerland Market Size and Forecast, by Deployment
      • 17.3.16.8 Switzerland Market Size and Forecast, by End User
      • 17.3.16.9 Switzerland Market Size and Forecast, by Functionality
      • 17.3.16.10 Switzerland Market Size and Forecast, by Solutions
      • 17.3.16.11 Local Competition Analysis
      • 17.3.16.12 Local Market Analysis
    • 17.3.1 Denmark
      • 17.3.17.1 Denmark Market Size and Forecast, by Type
      • 17.3.17.2 Denmark Market Size and Forecast, by Product
      • 17.3.17.3 Denmark Market Size and Forecast, by Services
      • 17.3.17.4 Denmark Market Size and Forecast, by Technology
      • 17.3.17.5 Denmark Market Size and Forecast, by Component
      • 17.3.17.6 Denmark Market Size and Forecast, by Application
      • 17.3.17.7 Denmark Market Size and Forecast, by Deployment
      • 17.3.17.8 Denmark Market Size and Forecast, by End User
      • 17.3.17.9 Denmark Market Size and Forecast, by Functionality
      • 17.3.17.10 Denmark Market Size and Forecast, by Solutions
      • 17.3.17.11 Local Competition Analysis
      • 17.3.17.12 Local Market Analysis
    • 17.3.1 Finland
      • 17.3.18.1 Finland Market Size and Forecast, by Type
      • 17.3.18.2 Finland Market Size and Forecast, by Product
      • 17.3.18.3 Finland Market Size and Forecast, by Services
      • 17.3.18.4 Finland Market Size and Forecast, by Technology
      • 17.3.18.5 Finland Market Size and Forecast, by Component
      • 17.3.18.6 Finland Market Size and Forecast, by Application
      • 17.3.18.7 Finland Market Size and Forecast, by Deployment
      • 17.3.18.8 Finland Market Size and Forecast, by End User
      • 17.3.18.9 Finland Market Size and Forecast, by Functionality
      • 17.3.18.10 Finland Market Size and Forecast, by Solutions
      • 17.3.18.11 Local Competition Analysis
      • 17.3.18.12 Local Market Analysis
    • 17.3.1 Russia
      • 17.3.19.1 Russia Market Size and Forecast, by Type
      • 17.3.19.2 Russia Market Size and Forecast, by Product
      • 17.3.19.3 Russia Market Size and Forecast, by Services
      • 17.3.19.4 Russia Market Size and Forecast, by Technology
      • 17.3.19.5 Russia Market Size and Forecast, by Component
      • 17.3.19.6 Russia Market Size and Forecast, by Application
      • 17.3.19.7 Russia Market Size and Forecast, by Deployment
      • 17.3.19.8 Russia Market Size and Forecast, by End User
      • 17.3.19.9 Russia Market Size and Forecast, by Functionality
      • 17.3.19.10 Russia Market Size and Forecast, by Solutions
      • 17.3.19.11 Local Competition Analysis
      • 17.3.19.12 Local Market Analysis
    • 17.3.1 Rest of Europe
      • 17.3.20.1 Rest of Europe Market Size and Forecast, by Type
      • 17.3.20.2 Rest of Europe Market Size and Forecast, by Product
      • 17.3.20.3 Rest of Europe Market Size and Forecast, by Services
      • 17.3.20.4 Rest of Europe Market Size and Forecast, by Technology
      • 17.3.20.5 Rest of Europe Market Size and Forecast, by Component
      • 17.3.20.6 Rest of Europe Market Size and Forecast, by Application
      • 17.3.20.7 Rest of Europe Market Size and Forecast, by Deployment
      • 17.3.20.8 Rest of Europe Market Size and Forecast, by End User
      • 17.3.20.9 Rest of Europe Market Size and Forecast, by Functionality
      • 17.3.20.10 Rest of Europe Market Size and Forecast, by Solutions
      • 17.3.20.11 Local Competition Analysis
      • 17.3.20.12 Local Market Analysis
  • 17.1 Asia-Pacific
    • 17.4.1 Key Market Trends and Opportunities
    • 17.4.2 Asia-Pacific Market Size and Forecast, by Type
    • 17.4.3 Asia-Pacific Market Size and Forecast, by Product
    • 17.4.4 Asia-Pacific Market Size and Forecast, by Services
    • 17.4.5 Asia-Pacific Market Size and Forecast, by Technology
    • 17.4.6 Asia-Pacific Market Size and Forecast, by Component
    • 17.4.7 Asia-Pacific Market Size and Forecast, by Application
    • 17.4.8 Asia-Pacific Market Size and Forecast, by Deployment
    • 17.4.9 Asia-Pacific Market Size and Forecast, by End User
    • 17.4.10 Asia-Pacific Market Size and Forecast, by Functionality
    • 17.4.11 Asia-Pacific Market Size and Forecast, by Solutions
    • 17.4.12 Asia-Pacific Market Size and Forecast, by Country
    • 17.4.13 China
      • 17.4.9.1 China Market Size and Forecast, by Type
      • 17.4.9.2 China Market Size and Forecast, by Product
      • 17.4.9.3 China Market Size and Forecast, by Services
      • 17.4.9.4 China Market Size and Forecast, by Technology
      • 17.4.9.5 China Market Size and Forecast, by Component
      • 17.4.9.6 China Market Size and Forecast, by Application
      • 17.4.9.7 China Market Size and Forecast, by Deployment
      • 17.4.9.8 China Market Size and Forecast, by End User
      • 17.4.9.9 China Market Size and Forecast, by Functionality
      • 17.4.9.10 China Market Size and Forecast, by Solutions
      • 17.4.9.11 Local Competition Analysis
      • 17.4.9.12 Local Market Analysis
    • 17.4.1 India
      • 17.4.10.1 India Market Size and Forecast, by Type
      • 17.4.10.2 India Market Size and Forecast, by Product
      • 17.4.10.3 India Market Size and Forecast, by Services
      • 17.4.10.4 India Market Size and Forecast, by Technology
      • 17.4.10.5 India Market Size and Forecast, by Component
      • 17.4.10.6 India Market Size and Forecast, by Application
      • 17.4.10.7 India Market Size and Forecast, by Deployment
      • 17.4.10.8 India Market Size and Forecast, by End User
      • 17.4.10.9 India Market Size and Forecast, by Functionality
      • 17.4.10.10 India Market Size and Forecast, by Solutions
      • 17.4.10.11 Local Competition Analysis
      • 17.4.10.12 Local Market Analysis
    • 17.4.1 Japan
      • 17.4.11.1 Japan Market Size and Forecast, by Type
      • 17.4.11.2 Japan Market Size and Forecast, by Product
      • 17.4.11.3 Japan Market Size and Forecast, by Services
      • 17.4.11.4 Japan Market Size and Forecast, by Technology
      • 17.4.11.5 Japan Market Size and Forecast, by Component
      • 17.4.11.6 Japan Market Size and Forecast, by Application
      • 17.4.11.7 Japan Market Size and Forecast, by Deployment
      • 17.4.11.8 Japan Market Size and Forecast, by End User
      • 17.4.11.9 Japan Market Size and Forecast, by Functionality
      • 17.4.11.10 Japan Market Size and Forecast, by Solutions
      • 17.4.11.11 Local Competition Analysis
      • 17.4.11.12 Local Market Analysis
    • 17.4.1 South Korea
      • 17.4.12.1 South Korea Market Size and Forecast, by Type
      • 17.4.12.2 South Korea Market Size and Forecast, by Product
      • 17.4.12.3 South Korea Market Size and Forecast, by Services
      • 17.4.12.4 South Korea Market Size and Forecast, by Technology
      • 17.4.12.5 South Korea Market Size and Forecast, by Component
      • 17.4.12.6 South Korea Market Size and Forecast, by Application
      • 17.4.12.7 South Korea Market Size and Forecast, by Deployment
      • 17.4.12.8 South Korea Market Size and Forecast, by End User
      • 17.4.12.9 South Korea Market Size and Forecast, by Functionality
      • 17.4.12.10 South Korea Market Size and Forecast, by Solutions
      • 17.4.12.11 Local Competition Analysis
      • 17.4.12.12 Local Market Analysis
    • 17.4.1 Australia
      • 17.4.13.1 Australia Market Size and Forecast, by Type
      • 17.4.13.2 Australia Market Size and Forecast, by Product
      • 17.4.13.3 Australia Market Size and Forecast, by Services
      • 17.4.13.4 Australia Market Size and Forecast, by Technology
      • 17.4.13.5 Australia Market Size and Forecast, by Component
      • 17.4.13.6 Australia Market Size and Forecast, by Application
      • 17.4.13.7 Australia Market Size and Forecast, by Deployment
      • 17.4.13.8 Australia Market Size and Forecast, by End User
      • 17.4.13.9 Australia Market Size and Forecast, by Functionality
      • 17.4.13.10 Australia Market Size and Forecast, by Solutions
      • 17.4.13.11 Local Competition Analysis
      • 17.4.13.12 Local Market Analysis
    • 17.4.1 Singapore
      • 17.4.14.1 Singapore Market Size and Forecast, by Type
      • 17.4.14.2 Singapore Market Size and Forecast, by Product
      • 17.4.14.3 Singapore Market Size and Forecast, by Services
      • 17.4.14.4 Singapore Market Size and Forecast, by Technology
      • 17.4.14.5 Singapore Market Size and Forecast, by Component
      • 17.4.14.6 Singapore Market Size and Forecast, by Application
      • 17.4.14.7 Singapore Market Size and Forecast, by Deployment
      • 17.4.14.8 Singapore Market Size and Forecast, by End User
      • 17.4.14.9 Singapore Market Size and Forecast, by Functionality
      • 17.4.14.10 Singapore Market Size and Forecast, by Solutions
      • 17.4.14.11 Local Competition Analysis
      • 17.4.14.12 Local Market Analysis
    • 17.4.1 Indonesia
      • 17.4.15.1 Indonesia Market Size and Forecast, by Type
      • 17.4.15.2 Indonesia Market Size and Forecast, by Product
      • 17.4.15.3 Indonesia Market Size and Forecast, by Services
      • 17.4.15.4 Indonesia Market Size and Forecast, by Technology
      • 17.4.15.5 Indonesia Market Size and Forecast, by Component
      • 17.4.15.6 Indonesia Market Size and Forecast, by Application
      • 17.4.15.7 Indonesia Market Size and Forecast, by Deployment
      • 17.4.15.8 Indonesia Market Size and Forecast, by End User
      • 17.4.15.9 Indonesia Market Size and Forecast, by Functionality
      • 17.4.15.10 Indonesia Market Size and Forecast, by Solutions
      • 17.4.15.11 Local Competition Analysis
      • 17.4.15.12 Local Market Analysis
    • 17.4.1 Taiwan
      • 17.4.16.1 Taiwan Market Size and Forecast, by Type
      • 17.4.16.2 Taiwan Market Size and Forecast, by Product
      • 17.4.16.3 Taiwan Market Size and Forecast, by Services
      • 17.4.16.4 Taiwan Market Size and Forecast, by Technology
      • 17.4.16.5 Taiwan Market Size and Forecast, by Component
      • 17.4.16.6 Taiwan Market Size and Forecast, by Application
      • 17.4.16.7 Taiwan Market Size and Forecast, by Deployment
      • 17.4.16.8 Taiwan Market Size and Forecast, by End User
      • 17.4.16.9 Taiwan Market Size and Forecast, by Functionality
      • 17.4.16.10 Taiwan Market Size and Forecast, by Solutions
      • 17.4.16.11 Local Competition Analysis
      • 17.4.16.12 Local Market Analysis
    • 17.4.1 Malaysia
      • 17.4.17.1 Malaysia Market Size and Forecast, by Type
      • 17.4.17.2 Malaysia Market Size and Forecast, by Product
      • 17.4.17.3 Malaysia Market Size and Forecast, by Services
      • 17.4.17.4 Malaysia Market Size and Forecast, by Technology
      • 17.4.17.5 Malaysia Market Size and Forecast, by Component
      • 17.4.17.6 Malaysia Market Size and Forecast, by Application
      • 17.4.17.7 Malaysia Market Size and Forecast, by Deployment
      • 17.4.17.8 Malaysia Market Size and Forecast, by End User
      • 17.4.17.9 Malaysia Market Size and Forecast, by Functionality
      • 17.4.17.10 Malaysia Market Size and Forecast, by Solutions
      • 17.4.17.11 Local Competition Analysis
      • 17.4.17.12 Local Market Analysis
    • 17.4.1 Rest of Asia-Pacific
      • 17.4.18.1 Rest of Asia-Pacific Market Size and Forecast, by Type
      • 17.4.18.2 Rest of Asia-Pacific Market Size and Forecast, by Product
      • 17.4.18.3 Rest of Asia-Pacific Market Size and Forecast, by Services
      • 17.4.18.4 Rest of Asia-Pacific Market Size and Forecast, by Technology
      • 17.4.18.5 Rest of Asia-Pacific Market Size and Forecast, by Component
      • 17.4.18.6 Rest of Asia-Pacific Market Size and Forecast, by Application
      • 17.4.18.7 Rest of Asia-Pacific Market Size and Forecast, by Deployment
      • 17.4.18.8 Rest of Asia-Pacific Market Size and Forecast, by End User
      • 17.4.18.9 Rest of Asia-Pacific Market Size and Forecast, by Functionality
      • 17.4.18.10 Rest of Asia-Pacific Market Size and Forecast, by Solutions
      • 17.4.18.11 Local Competition Analysis
      • 17.4.18.12 Local Market Analysis
  • 17.1 Latin America
    • 17.5.1 Key Market Trends and Opportunities
    • 17.5.2 Latin America Market Size and Forecast, by Type
    • 17.5.3 Latin America Market Size and Forecast, by Product
    • 17.5.4 Latin America Market Size and Forecast, by Services
    • 17.5.5 Latin America Market Size and Forecast, by Technology
    • 17.5.6 Latin America Market Size and Forecast, by Component
    • 17.5.7 Latin America Market Size and Forecast, by Application
    • 17.5.8 Latin America Market Size and Forecast, by Deployment
    • 17.5.9 Latin America Market Size and Forecast, by End User
    • 17.5.10 Latin America Market Size and Forecast, by Functionality
    • 17.5.11 Latin America Market Size and Forecast, by Solutions
    • 17.5.12 Latin America Market Size and Forecast, by Country
    • 17.5.13 Brazil
      • 17.5.9.1 Brazil Market Size and Forecast, by Type
      • 17.5.9.2 Brazil Market Size and Forecast, by Product
      • 17.5.9.3 Brazil Market Size and Forecast, by Services
      • 17.5.9.4 Brazil Market Size and Forecast, by Technology
      • 17.5.9.5 Brazil Market Size and Forecast, by Component
      • 17.5.9.6 Brazil Market Size and Forecast, by Application
      • 17.5.9.7 Brazil Market Size and Forecast, by Deployment
      • 17.5.9.8 Brazil Market Size and Forecast, by End User
      • 17.5.9.9 Brazil Market Size and Forecast, by Functionality
      • 17.5.9.10 Brazil Market Size and Forecast, by Solutions
      • 17.5.9.11 Local Competition Analysis
      • 17.5.9.12 Local Market Analysis
    • 17.5.1 Mexico
      • 17.5.10.1 Mexico Market Size and Forecast, by Type
      • 17.5.10.2 Mexico Market Size and Forecast, by Product
      • 17.5.10.3 Mexico Market Size and Forecast, by Services
      • 17.5.10.4 Mexico Market Size and Forecast, by Technology
      • 17.5.10.5 Mexico Market Size and Forecast, by Component
      • 17.5.10.6 Mexico Market Size and Forecast, by Application
      • 17.5.10.7 Mexico Market Size and Forecast, by Deployment
      • 17.5.10.8 Mexico Market Size and Forecast, by End User
      • 17.5.10.9 Mexico Market Size and Forecast, by Functionality
      • 17.5.10.10 Mexico Market Size and Forecast, by Solutions
      • 17.5.10.11 Local Competition Analysis
      • 17.5.10.12 Local Market Analysis
    • 17.5.1 Argentina
      • 17.5.11.1 Argentina Market Size and Forecast, by Type
      • 17.5.11.2 Argentina Market Size and Forecast, by Product
      • 17.5.11.3 Argentina Market Size and Forecast, by Services
      • 17.5.11.4 Argentina Market Size and Forecast, by Technology
      • 17.5.11.5 Argentina Market Size and Forecast, by Component
      • 17.5.11.6 Argentina Market Size and Forecast, by Application
      • 17.5.11.7 Argentina Market Size and Forecast, by Deployment
      • 17.5.11.8 Argentina Market Size and Forecast, by End User
      • 17.5.11.9 Argentina Market Size and Forecast, by Functionality
      • 17.5.11.10 Argentina Market Size and Forecast, by Solutions
      • 17.5.11.11 Local Competition Analysis
      • 17.5.11.12 Local Market Analysis
    • 17.5.1 Rest of Latin America
      • 17.5.12.1 Rest of Latin America Market Size and Forecast, by Type
      • 17.5.12.2 Rest of Latin America Market Size and Forecast, by Product
      • 17.5.12.3 Rest of Latin America Market Size and Forecast, by Services
      • 17.5.12.4 Rest of Latin America Market Size and Forecast, by Technology
      • 17.5.12.5 Rest of Latin America Market Size and Forecast, by Component
      • 17.5.12.6 Rest of Latin America Market Size and Forecast, by Application
      • 17.5.12.7 Rest of Latin America Market Size and Forecast, by Deployment
      • 17.5.12.8 Rest of Latin America Market Size and Forecast, by End User
      • 17.5.12.9 Rest of Latin America Market Size and Forecast, by Functionality
      • 17.5.12.10 Rest of Latin America Market Size and Forecast, by Solutions
      • 17.5.12.11 Local Competition Analysis
      • 17.5.12.12 Local Market Analysis
  • 17.1 Middle East and Africa
    • 17.6.1 Key Market Trends and Opportunities
    • 17.6.2 Middle East and Africa Market Size and Forecast, by Type
    • 17.6.3 Middle East and Africa Market Size and Forecast, by Product
    • 17.6.4 Middle East and Africa Market Size and Forecast, by Services
    • 17.6.5 Middle East and Africa Market Size and Forecast, by Technology
    • 17.6.6 Middle East and Africa Market Size and Forecast, by Component
    • 17.6.7 Middle East and Africa Market Size and Forecast, by Application
    • 17.6.8 Middle East and Africa Market Size and Forecast, by Deployment
    • 17.6.9 Middle East and Africa Market Size and Forecast, by End User
    • 17.6.10 Middle East and Africa Market Size and Forecast, by Functionality
    • 17.6.11 Middle East and Africa Market Size and Forecast, by Solutions
    • 17.6.12 Middle East and Africa Market Size and Forecast, by Country
    • 17.6.13 Saudi Arabia
      • 17.6.9.1 Saudi Arabia Market Size and Forecast, by Type
      • 17.6.9.2 Saudi Arabia Market Size and Forecast, by Product
      • 17.6.9.3 Saudi Arabia Market Size and Forecast, by Services
      • 17.6.9.4 Saudi Arabia Market Size and Forecast, by Technology
      • 17.6.9.5 Saudi Arabia Market Size and Forecast, by Component
      • 17.6.9.6 Saudi Arabia Market Size and Forecast, by Application
      • 17.6.9.7 Saudi Arabia Market Size and Forecast, by Deployment
      • 17.6.9.8 Saudi Arabia Market Size and Forecast, by End User
      • 17.6.9.9 Saudi Arabia Market Size and Forecast, by Functionality
      • 17.6.9.10 Saudi Arabia Market Size and Forecast, by Solutions
      • 17.6.9.11 Local Competition Analysis
      • 17.6.9.12 Local Market Analysis
    • 17.6.1 UAE
      • 17.6.10.1 UAE Market Size and Forecast, by Type
      • 17.6.10.2 UAE Market Size and Forecast, by Product
      • 17.6.10.3 UAE Market Size and Forecast, by Services
      • 17.6.10.4 UAE Market Size and Forecast, by Technology
      • 17.6.10.5 UAE Market Size and Forecast, by Component
      • 17.6.10.6 UAE Market Size and Forecast, by Application
      • 17.6.10.7 UAE Market Size and Forecast, by Deployment
      • 17.6.10.8 UAE Market Size and Forecast, by End User
      • 17.6.10.9 UAE Market Size and Forecast, by Functionality
      • 17.6.10.10 UAE Market Size and Forecast, by Solutions
      • 17.6.10.11 Local Competition Analysis
      • 17.6.10.12 Local Market Analysis
    • 17.6.1 South Africa
      • 17.6.11.1 South Africa Market Size and Forecast, by Type
      • 17.6.11.2 South Africa Market Size and Forecast, by Product
      • 17.6.11.3 South Africa Market Size and Forecast, by Services
      • 17.6.11.4 South Africa Market Size and Forecast, by Technology
      • 17.6.11.5 South Africa Market Size and Forecast, by Component
      • 17.6.11.6 South Africa Market Size and Forecast, by Application
      • 17.6.11.7 South Africa Market Size and Forecast, by Deployment
      • 17.6.11.8 South Africa Market Size and Forecast, by End User
      • 17.6.11.9 South Africa Market Size and Forecast, by Functionality
      • 17.6.11.10 South Africa Market Size and Forecast, by Solutions
      • 17.6.11.11 Local Competition Analysis
      • 17.6.11.12 Local Market Analysis
    • 17.6.1 Rest of MEA
      • 17.6.12.1 Rest of MEA Market Size and Forecast, by Type
      • 17.6.12.2 Rest of MEA Market Size and Forecast, by Product
      • 17.6.12.3 Rest of MEA Market Size and Forecast, by Services
      • 17.6.12.4 Rest of MEA Market Size and Forecast, by Technology
      • 17.6.12.5 Rest of MEA Market Size and Forecast, by Component
      • 17.6.12.6 Rest of MEA Market Size and Forecast, by Application
      • 17.6.12.7 Rest of MEA Market Size and Forecast, by Deployment
      • 17.6.12.8 Rest of MEA Market Size and Forecast, by End User
      • 17.6.12.9 Rest of MEA Market Size and Forecast, by Functionality
      • 17.6.12.10 Rest of MEA Market Size and Forecast, by Solutions
      • 17.6.12.11 Local Competition Analysis
      • 17.6.12.12 Local Market Analysis

18: Competitive Landscape

  • 18.1 Overview
  • 18.2 Market Share Analysis
  • 18.3 Key Player Positioning
  • 18.4 Competitive Leadership Mapping
    • 18.4.1 Star Players
    • 18.4.2 Innovators
    • 18.4.3 Emerging Players
  • 18.5 Vendor Benchmarking
  • 18.6 Developmental Strategy Benchmarking
    • 18.6.1 New Product Developments
    • 18.6.2 Product Launches
    • 18.6.3 Business Expansions
    • 18.6.4 Partnerships, Joint Ventures, and Collaborations
    • 18.6.5 Mergers and Acquisitions

19: Company Profiles

  • 19.1 Ada Support
    • 19.1.1 Company Overview
    • 19.1.2 Company Snapshot
    • 19.1.3 Business Segments
    • 19.1.4 Business Performance
    • 19.1.5 Product Offerings
    • 19.1.6 Key Developmental Strategies
    • 19.1.7 SWOT Analysis
  • 19.2 Kustomer
    • 19.2.1 Company Overview
    • 19.2.2 Company Snapshot
    • 19.2.3 Business Segments
    • 19.2.4 Business Performance
    • 19.2.5 Product Offerings
    • 19.2.6 Key Developmental Strategies
    • 19.2.7 SWOT Analysis
  • 19.3 Yellow.ai
    • 19.3.1 Company Overview
    • 19.3.2 Company Snapshot
    • 19.3.3 Business Segments
    • 19.3.4 Business Performance
    • 19.3.5 Product Offerings
    • 19.3.6 Key Developmental Strategies
    • 19.3.7 SWOT Analysis
  • 19.4 Aivo
    • 19.4.1 Company Overview
    • 19.4.2 Company Snapshot
    • 19.4.3 Business Segments
    • 19.4.4 Business Performance
    • 19.4.5 Product Offerings
    • 19.4.6 Key Developmental Strategies
    • 19.4.7 SWOT Analysis
  • 19.5 Netomi
    • 19.5.1 Company Overview
    • 19.5.2 Company Snapshot
    • 19.5.3 Business Segments
    • 19.5.4 Business Performance
    • 19.5.5 Product Offerings
    • 19.5.6 Key Developmental Strategies
    • 19.5.7 SWOT Analysis
  • 19.6 Ultimate.ai
    • 19.6.1 Company Overview
    • 19.6.2 Company Snapshot
    • 19.6.3 Business Segments
    • 19.6.4 Business Performance
    • 19.6.5 Product Offerings
    • 19.6.6 Key Developmental Strategies
    • 19.6.7 SWOT Analysis
  • 19.7 Conversica
    • 19.7.1 Company Overview
    • 19.7.2 Company Snapshot
    • 19.7.3 Business Segments
    • 19.7.4 Business Performance
    • 19.7.5 Product Offerings
    • 19.7.6 Key Developmental Strategies
    • 19.7.7 SWOT Analysis
  • 19.8 Thankful
    • 19.8.1 Company Overview
    • 19.8.2 Company Snapshot
    • 19.8.3 Business Segments
    • 19.8.4 Business Performance
    • 19.8.5 Product Offerings
    • 19.8.6 Key Developmental Strategies
    • 19.8.7 SWOT Analysis
  • 19.9 Solvvy
    • 19.9.1 Company Overview
    • 19.9.2 Company Snapshot
    • 19.9.3 Business Segments
    • 19.9.4 Business Performance
    • 19.9.5 Product Offerings
    • 19.9.6 Key Developmental Strategies
    • 19.9.7 SWOT Analysis
  • 19.10 Forethought
    • 19.10.1 Company Overview
    • 19.10.2 Company Snapshot
    • 19.10.3 Business Segments
    • 19.10.4 Business Performance
    • 19.10.5 Product Offerings
    • 19.10.6 Key Developmental Strategies
    • 19.10.7 SWOT Analysis
  • 19.11 Re:amaze
    • 19.11.1 Company Overview
    • 19.11.2 Company Snapshot
    • 19.11.3 Business Segments
    • 19.11.4 Business Performance
    • 19.11.5 Product Offerings
    • 19.11.6 Key Developmental Strategies
    • 19.11.7 SWOT Analysis
  • 19.12 Helpshift
    • 19.12.1 Company Overview
    • 19.12.2 Company Snapshot
    • 19.12.3 Business Segments
    • 19.12.4 Business Performance
    • 19.12.5 Product Offerings
    • 19.12.6 Key Developmental Strategies
    • 19.12.7 SWOT Analysis
  • 19.13 Boost.ai
    • 19.13.1 Company Overview
    • 19.13.2 Company Snapshot
    • 19.13.3 Business Segments
    • 19.13.4 Business Performance
    • 19.13.5 Product Offerings
    • 19.13.6 Key Developmental Strategies
    • 19.13.7 SWOT Analysis
  • 19.14 LivePerson
    • 19.14.1 Company Overview
    • 19.14.2 Company Snapshot
    • 19.14.3 Business Segments
    • 19.14.4 Business Performance
    • 19.14.5 Product Offerings
    • 19.14.6 Key Developmental Strategies
    • 19.14.7 SWOT Analysis
  • 19.15 Inbenta
    • 19.15.1 Company Overview
    • 19.15.2 Company Snapshot
    • 19.15.3 Business Segments
    • 19.15.4 Business Performance
    • 19.15.5 Product Offerings
    • 19.15.6 Key Developmental Strategies
    • 19.15.7 SWOT Analysis
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