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대화형 AI 시장 : 2030년까지의 세계 예측

조사회사 : MarketsandMarkets (마켓츠앤마켓츠)   출판년월 : 2024년04월

Conversational AI Market – Global Forecast To 2029

대화형 AI 시장 : 제공 내용 [(기술, 모달리티, 배포 모드별 소프트웨어) 및 서비스], 비즈니스 기능, 통합 모드, 대화형 에이전트 유형(AI 채팅봇, 생성형 AI 에이전트), 업종 및 지역별 – 2030년까지의 세계 예측
Conversational AI Market by Offering ((Software by Technology, Modality, Deployment Mode), and Services), Business Function, Integration Mode, Conversational Agents Type (AI Chatbots, Generative AI Agents), Vertical and Region – Global Forecast to 2030

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Report Overview

The conversational AI market is projected to grow from USD 13.2 billion in 2024 to USD 49.9 billion by 2029, at a compound annual growth rate (CAGR) of 24.9% during the forecast period.

대화형 AI 시장은 2024년 132억 달러에서 2029년까지 499억 달러로 성장했으며, 예측 기간 동안 연평균 성장률(CAGR)은 24.9%가 될 것으로 예측됩니다.

The market is anticipated to grow due to the increasing integration of computer vision and voice recognition technology to facilitate more in-depth and personalized interactions. The the increasing integration of AI chatbots in messaging services forms a foundational driver in the conversational AI market.

대화형 AI 시장 : 2030년까지의 세계 예측

“By software by technology, NLP segment to register for largest growing market during the forecast period.”

The market for NLP-based software offerings in the conversational AI sector is experiencing unprecedented growth driven by several key factors. The advancements in machine learning algorithms and computing power have significantly enhanced the capabilities of NLP systems to understand and generate human-like responses, making them indispensable for various applications. The rising demand for personalized and efficient customer interactions has propelled businesses to adopt conversational AI solutions powered by NLP, enabling them to automate tasks, provide real-time support, and gather valuable insights from customer interactions.

“By conversational agent type, AI Chatbots to witness the fastest growing market during the forecast period.”

The market for AI chatbots within the conversational AI sector is experiencing exponential growth, fueled by several key factors. Businesses across various industries are increasingly recognizing the potential of AI chatbots to enhance customer service and streamline operations. These chatbots offer immediate and personalized assistance, leading to higher customer satisfaction and retention rates. Additionally, advancements in NLP and machine learning algorithms have significantly improved the capabilities of AI chatbots, enabling them to understand and respond to human inquiries with greater accuracy and context awareness.

대화형 AI 시장 : 2030년까지의 세계 예측 ecosystem

“By region, Asia Pacific to register the highest CAGR market during the forecast period.” The conversational AI market across the Asia

Pacific region is experiencing rapid growth, driven by various factors. As businesses seek to streamline processes and enhance customer experiences, conversational AI technologies offer valuable solutions. The rising internet penetration and smartphone usage in Asia Pacific countries further fuel the demand for conversational AI solutions, as consumers increasingly prefer convenient and accessible communication channels. Additionally, the diverse linguistic landscape of the region presents both challenges and opportunities for conversational AI developers, who are innovating to support multiple languages and dialects.

Breakdown of primaries
In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the conversational AI market.

  •  By Company: Tier I: 38%, Tier II: 50%, and Tier III: 12%
  •  By Designation: C-Level Executives: 35%, D-Level Executives: 40%, and Others: 25%
  •  By Region: North America: 40%, Europe: 30%, Asia Pacific: 20%, Latin America-5%, and Middle East and Africa- 5%.

대화형 AI 시장 : 2030년까지의 세계 예측 region

The report includes the study of key players offering conversational AI solutions. It profiles major vendors in the conversational AI market. The major players in the conversational AI market include Microsoft (US), IBM (US), Google (US), OpenAI (US), Baidu (China), AWS (US), Artificial Solutions (Sweden), SAP (Germany), Oracle (US), Kore.ai (US), LivePerson (US), [24]7.ai (US), eGain (US), Amelia (US), Avaamo (US), Conversica (US), Haptik (India), Solvvy (US), Inbenta (US), Creative Virtual (UK), SoundHound (US), Kasisto (US), MindMeld (US), Gupshup (US), Twilio (US), Sprinklr (US), Boost.ai (Norway), Cognigy (Germany), Rasa (Germany), Saarthi.ai (India), Senseforth.ai (India), Yellow.ai (US), Exceed.ai (US), Clinc (US), Laiye (China), Rulai (US), Quiq (US), and Pypestream (US).

Research Coverage

The conversational AI market research study involved extensive secondary sources, directories, journals, and paid databases. Primary sources were mainly industry experts from the core and related industries, preferred conversational AI providers, third-party service providers, consulting service providers, end users, and other commercial enterprises. In-depth interviews were conducted with various primary respondents, including key industry participants and subject matter experts, to obtain and verify critical qualitative and quantitative information, and assess the market’s prospects.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall conversational AI market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

• Analysis of key drivers (Increasing integration of AI chatbots in messaging services, growing use of AI-based customer services), restraints (Lack of awareness regarding benefits of conversational AI, vulnerability to privacy and security breaches), opportunities (Integration of computer vision and voice recognition technology to facilitate more in-depth and personalized interactions, emergence of generative AI), and challenges (Lack of accuracy in chatbots and virtual assistants.).
• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the conversational AI market.
• Market Development: Comprehensive information about lucrative markets – the report analyses the conversational AI market across varied regions.
• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the conversational AI market.
• Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players including Microsoft (US), IBM (US), Google (US), OpenAI (US), Baidu (China), AWS (US), Artificial Solutions (Sweden), SAP (Germany), among others in the conversational AI market strategies. The report also helps stakeholders understand the pulse of the conversational AI market and provides them with information on key market drivers, restraints, challenges, and opportunities.

Table of Contents

1            INTRODUCTION            50

1.1         STUDY OBJECTIVES      50

1.2         MARKET DEFINITION   50

1.2.1      INCLUSIONS AND EXCLUSIONS 51

1.3         STUDY SCOPE  51

1.3.1      MARKET SEGMENTATION         52

TABLE 1             CONVERSATIONAL AI MARKET SEGMENTATION           52

1.3.2      REGIONS COVERED      53

1.4         YEARS CONSIDERED     53

1.5         CURRENCY CONSIDERED          54

TABLE 2             USD EXCHANGE RATES, 2019–2023         54

1.6         STAKEHOLDERS            54

1.7         SUMMARY OF CHANGES            55

1.7.1      RECESSION IMPACT      55

2            RESEARCH METHODOLOGY     56

2.1         RESEARCH DATA           56

FIGURE 1           CONVERSATIONAL AI MARKET: RESEARCH DESIGN      56

2.1.1      SECONDARY DATA       57

2.1.2      PRIMARY DATA 57

TABLE 3             PRIMARY INTERVIEWS 57

2.1.2.1   Breakup of primary profiles             59

2.1.2.2   Key insights from industry experts   59

2.2         DATA TRIANGULATION             60

FIGURE 2           DATA TRIANGULATION             60

2.3         MARKET SIZE ESTIMATION       61

FIGURE 3           CONVERSATIONAL AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES           61

2.3.1      TOP-DOWN APPROACH             61

2.3.2      BOTTOM-UP APPROACH           62

FIGURE 4           APPROACH 1, BOTTOM-UP (SUPPLY SIDE): REVENUE FROM SOFTWARE/SERVICES OF CONVERSATIONAL AI MARKET          62

FIGURE 5           APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/SERVICES OF CONVERSATIONAL AI MARKET              63

FIGURE 6           APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/SERVICES OF CONVERSATIONAL AI MARKET              64

FIGURE 7           APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF CONVERSATIONAL AI THROUGH OVERALL DIGITAL SOLUTIONS SPENDING              64

2.4         MARKET FORECAST      65

TABLE 4             FACTOR ANALYSIS        65

2.5         RESEARCH ASSUMPTIONS         66

2.6         RISK ASSESSMENT         67

2.7         LIMITATIONS   69

2.8         IMPACT OF RECESSION ON CONVERSATIONAL AI MARKET       69

TABLE 5             IMPACT OF RECESSION ON GLOBAL CONVERSATIONAL AI MARKET            70

3            EXECUTIVE SUMMARY 71

TABLE 6             GLOBAL CONVERSATIONAL AI MARKET SIZE AND GROWTH RATE,  2019–2023 (USD MILLION, Y-O-Y)            73

TABLE 7             GLOBAL CONVERSATIONAL AI MARKET SIZE AND GROWTH RATE,  2024–2030 (USD MILLION, Y-O-Y)            73

FIGURE 8           SOFTWARE SEGMENT TO ACCOUNT FOR LARGER MARKET DURING FORECAST PERIOD     73

FIGURE 9           NLP TECHNOLOGY TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD     74

FIGURE 10         CLOUD SEGMENT TO ACCOUNT FOR LARGER MARKET DURING FORECAST PERIOD     74

FIGURE 11         TEXT SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD       75

FIGURE 12         PROFESSIONAL SERVICES SEGMENT TO ACCOUNT FOR LARGER MARKET DURING FORECAST PERIOD 75

FIGURE 13         INTEGRATION & DEPLOYMENT SERVICES SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD 76

FIGURE 14         AI CHATBOTS SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD   76

FIGURE 15         INTERNAL INTEGRATION MODE SEGMENT TO HOLD LARGER MARKET SHARE DURING FORECAST PERIOD    77

FIGURE 16         SALES & MARKETING SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD      77

FIGURE 17         CONTACT CENTER AUTOMATION SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD 78

FIGURE 18         VIRTUAL FINANCIAL ADVISORS SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD 78

FIGURE 19         WORKFLOW OPTIMIZATION SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD    79

FIGURE 20         EMPLOYEE ENGAGEMENT & ONBOARDING SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD  79

FIGURE 21         INCIDENT MANAGEMENT SEGMENT TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD    80

FIGURE 22         EDUCATION SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD       80

FIGURE 23         ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD       81

4            PREMIUM INSIGHTS      82

4.1         ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN CONVERSATIONAL AI MARKET            82

FIGURE 24         INCREASING INTEGRATION OF AI CHATBOTS ACROSS MESSAGING SERVICES FOR BETTER CUSTOMER SUPPORT TO DRIVE MARKET              82

4.2         CONVERSATIONAL AI MARKET: TOP THREE BUSINESS FUNCTIONS              82

FIGURE 25         OPERATIONS & SUPPLY CHAIN SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD    82

4.3         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY OFFERING AND INTEGRATION MODE   83

FIGURE 26         SOFTWARE AND INTERNAL SEGMENTS TO HOLD LARGEST MARKET SHARES IN NORTH AMERICA IN 2024   83

4.4         CONVERSATIONAL AI MARKET: BY REGION      83

FIGURE 27         NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2024              83

5            MARKET OVERVIEW AND INDUSTRY TRENDS   84

5.1         INTRODUCTION            84

5.2         MARKET DYNAMICS     84

FIGURE 28         CONVERSATIONAL AI MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES    85

5.2.1      DRIVERS            85

5.2.1.1   Increasing integration of AI chatbots in messaging services        85

5.2.1.2   Growing use of AI-based customer services    86

5.2.1.3   Omnichannel deployment and reduced chatbot development cost            86

5.2.1.4   Growing focus on customer engagement and retention 86

5.2.1.5   Rising demand to implement AI-powered digital experience across government sector     88

5.2.2      RESTRAINTS     88

5.2.2.1   Lack of awareness regarding benefits of conversational AI         88

5.2.2.2   Vulnerability to privacy and security breaches 88

5.2.2.3   Limitations of voice authentication  90

5.2.3      OPPORTUNITIES           90

5.2.3.1   Integration of computer vision with voice recognition technology to facilitate in-depth and personalized interactions 90

5.2.3.2   Emergence of generative AI             90

5.2.4      CHALLENGES   91

5.2.4.1   Lack of accuracy in chatbots and virtual assistants        91

5.2.4.2   Apprehensiveness about disclosing personal or sensitive information       91

5.2.4.3   Lack of precision in resolving queries             91

5.2.4.4   Inability to recognize customer intent and behavior     91

5.3         EVOLUTION OF CONVERSATIONAL AI MARKET             92

FIGURE 29         CONVERSATIONAL AI MARKET: EVOLUTION    92

5.4         CONVERSATIONAL AI MARKET ARCHITECTURE            95

FIGURE 30         CONVERSATIONAL AI MARKET: ARCHITECTURE           95

5.5         SUPPLY CHAIN ANALYSIS          96

FIGURE 31         CONVERSATIONAL AI MARKET: SUPPLY CHAIN ANALYSIS              96

5.6         ECOSYSTEM/MARKET MAP       97

TABLE 8             CONVERSATIONAL AI MARKET: ECOSYSTEM    97

FIGURE 32         KEY PLAYERS IN CONVERSATIONAL AI MARKET ECOSYSTEM              99

5.6.1      PLATFORM PROVIDERS             99

5.6.2      SOFTWARE PROVIDERS             99

5.6.3      SERVICE PROVIDERS    100

5.6.4      CLOUD SERVICE PROVIDERS    100

5.6.5      END USERS       100

5.6.6      REGULATORY BODIES  101

5.7         CASE STUDY ANALYSIS 101

5.7.1      HUMANA REDUCED COSTLY PRE-SERVICE CALLS AND IMPROVED CUSTOMER EXPERIENCE WITH IBM WATSONX 101

5.7.2      CITY OF JOHNS CREEK AUTOMATED 24/7 CONTACT CENTER AND REDUCED AFTER-HOURS VOICEMAILS WITH AMAZON LEX      102

5.7.3      JIO PARTNERED WITH HAPTIK TO DEVELOP WHATSAPP CHATBOT TO DELIVER SWIFT RESPONSES TO CUSTOMER QUERIES AND ENHANCE CUSTOMER EXPERIENCE           102

5.7.4      CHIME FINANCIAL USED TWILIO PROGRAMMABLE MESSAGING AND TWILIO STUDIO TO DELIVER PERSONALIZED SUPPORT EXPERIENCE  103

5.7.5      LEADING US SATELLITE TV PROVIDER RESOLVED 60% OF CUSTOMER QUERIES BY DEPLOYING [24]7 ENGAGEMENT CLOUD PLATFORM        103

5.8         TECHNOLOGY ANALYSIS           104

5.8.1      KEY TECHNOLOGIES    104

5.8.1.1   AI/ML   104

5.8.1.2   NLP & deep learning         104

5.8.1.3   Speech recognition            105

5.8.2      COMPLEMENTARY TECHNOLOGIES     105

5.8.2.1   Data analytics      105

5.8.2.2   Cloud computing 105

5.8.3      ADJACENT TECHNOLOGIES      105

5.8.3.1   AR/VR  105

5.8.3.2   IoT        106

5.8.3.3   Blockchain           106

5.8.3.4   Edge computing   106

5.8.3.5   Voice biometrics  106

5.9         REGULATORY LANDSCAPE       108

5.9.1      REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS          108

TABLE 9             NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         108

TABLE 10           EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         109

TABLE 11           ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         109

TABLE 12           MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         110

TABLE 13           LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS         110

5.9.1.1   North America     111

5.9.1.1.1 General Data Protection Regulation (GDPR) 111

5.9.1.1.2 California Consumer Privacy Act (CCPA)     111

5.9.1.1.3 Health Insurance Portability and Accountability Act (HIPAA)  111

5.9.1.2   Europe  111

5.9.1.2.1 General Data Protection Regulation (GDPR) 111

5.9.1.2.2 Audiovisual Media Services Directive (AVMSD)         112

5.9.1.2.3 ePrivacy directive 112

5.9.1.3   Asia Pacific          112

5.9.1.3.1 Act on Protection of Personal Information (APPI)      112

5.9.1.3.2 Telecommunications business law    112

5.9.1.4   Middle East & Africa          112

5.9.1.4.1 Consumer protection regulations     112

5.9.1.5   Latin America      113

5.9.1.5.1 Telecommunications laws  113

5.10       PATENT ANALYSIS        113

5.10.1    METHODOLOGY           113

5.10.2    PATENTS FILED, BY DOCUMENT TYPE 113

TABLE 14           PATENTS FILED, 2013–2023        113

5.10.3    INNOVATION AND PATENT APPLICATIONS      114

FIGURE 33         TOTAL NUMBER OF PATENTS GRANTED, 2013–2023      114

5.10.3.1 Top 10 patent applicants in conversational AI market  114

FIGURE 34         TOP 10 APPLICANTS IN CONVERSATIONAL AI MARKET, 2013–2023      114

TABLE 15           TOP 20 PATENT OWNERS IN CONVERSATIONAL AI MARKET, 2013–2023          115

TABLE 16          LIST OF PATENTS GRANTED IN CONVERSATIONAL AI MARKET, 2022–2023          116

FIGURE 35         REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023              119

5.11       PRICING ANALYSIS        119

5.11.1    AVERAGE SELLING PRICE TREND OF KEY PLAYERS: TOP THREE APPLICATIONS 120

FIGURE 36         AVERAGE SELLING PRICE TREND OF KEY PLAYERS, TOP THREE APPLICATIONS (USD/YEAR)      120

TABLE 17           AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY APPLICATION  120

5.11.2    INDICATIVE PRICING ANALYSIS, BY OFFERING 121

TABLE 18           INDICATIVE PRICING LEVELS OF CONVERSATIONAL AI SOFTWARE, BY OFFERING         121

5.12       KEY CONFERENCES & EVENTS  122

TABLE 19           CONVERSATIONAL AI MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024–2025     122

5.13       PORTER’S FIVE FORCES ANALYSIS         123

TABLE 20           PORTER’S FIVE FORCES’ IMPACT ON CONVERSATIONAL AI MARKET            123

FIGURE 37         PORTER’S FIVE FORCES ANALYSIS: CONVERSATIONAL AI MARKET            123

5.13.1    THREAT OF NEW ENTRANTS    124

5.13.2    THREAT OF SUBSTITUTES         124

5.13.3    BARGAINING POWER OF SUPPLIERS     124

5.13.4    BARGAINING POWER OF BUYERS           124

5.13.5    INTENSITY OF COMPETITIVE RIVALRY 124

5.14       INVESTMENT LANDSCAPE AND FUNDING SCENARIO   125

FIGURE 38         CONVERSATIONAL AI MARKET: INVESTMENT LANDSCAPE AND FUNDING SCENARIO (USD MILLION AND NUMBER OF FUNDING ROUNDS)          125

5.15       CONVERSATIONAL AI BUSINESS MODELS          125

5.15.1    SUBSCRIPTION-BASED MODEL 125

5.15.2    PAY-PER-USE MODEL   126

5.15.3    LICENSING AND PERPETUAL SOFTWARE MODEL          126

5.15.4    CUSTOM DEVELOPMENT AND CONSULTATION MODEL           126

5.15.5    TRANSACTIONAL MODEL         126

5.15.6    PARTNERSHIP AND REVENUE SHARING MODEL            126

5.16       CONVERSATIONAL AI MARKET: BEST PRACTICES          126

5.16.1    DESIGN AND USER EXPERIENCE            126

5.16.2    TRAINING AND OPTIMIZATION             127

5.16.3    SECURITY AND COMPLIANCE   127

5.16.4    INTEGRATION AND SCALABILITY         127

5.17       TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 128

FIGURE 39         TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES              128

5.18       KEY STAKEHOLDERS & BUYING CRITERIA          129

5.18.1    KEY STAKEHOLDERS IN BUYING PROCESS         129

FIGURE 40         INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS             129

TABLE 21           INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS             129

5.18.2    BUYING CRITERIA         130

FIGURE 41         KEY BUYING CRITERIA FOR TOP THREE VERTICALS     130

TABLE 22           KEY BUYING CRITERIA FOR TOP THREE VERTICALS     130

6            CONVERSATIONAL AI MARKET, BY OFFERING  131

6.1         INTRODUCTION            132

6.1.1      OFFERINGS: CONVERSATIONAL AI MARKET DRIVERS   132

FIGURE 42         SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD       132

TABLE 23           CONVERSATIONAL AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)          132

TABLE 24           CONVERSATIONAL AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)          133

6.2         SOFTWARE       133

6.2.1      SOFTWARE BY TECHNOLOGY  133

FIGURE 43         MACHINE LEARNING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD     133

TABLE 25           CONVERSATIONAL AI SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION)          134

TABLE 26           CONVERSATIONAL AI SOFTWARE MARKET, BY TECHNOLOGY, 2024–2030 (USD MILLION)          134

6.2.1.1   ML        134

6.2.1.1.1 Integration of advanced ML algorithms to help engage in human-like conversations, understand natural language inputs, and deliver personalized responses              134

TABLE 27           MACHINE LEARNING: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION,  2019–2023 (USD MILLION)          135

TABLE 28           MACHINE LEARNING: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION,  2024–2030 (USD MILLION)          135

6.2.1.1.2 Supervised learning           135

6.2.1.1.3 Unsupervised learning       135

6.2.1.1.4 RL         136

6.2.1.2   NLP      136

6.2.1.2.1 NLP-based conversational AI software to leverage sophisticated algorithms to comprehend and generate human language   136

TABLE 29           NATURAL LANGUAGE PROCESSING: CONVERSATIONAL AI SOFTWARE MARKET,  BY REGION, 2019–2023 (USD MILLION)   136

TABLE 30           NATURAL LANGUAGE PROCESSING: CONVERSATIONAL AI SOFTWARE MARKET,  BY REGION, 2024–2030 (USD MILLION)   137

6.2.1.2.2 Lexical analysis    137

6.2.1.2.3 Syntax & semantic analysis 137

6.2.1.2.4 Sentiment analysis             137

6.2.1.2.5 Output transformation      137

6.2.1.3   ASR       138

6.2.1.3.1 Transformer-based architectures to help enhance boundaries of ASR performance and enable better recognition of accents, dialects, and contextual nuances             138

TABLE 31           AUTOMATIC SPEECH RECOGNITION: CONVERSATIONAL AI SOFTWARE MARKET,  BY REGION, 2019–2023 (USD MILLION)   138

TABLE 32           AUTOMATIC SPEECH RECOGNITION: CONVERSATIONAL AI SOFTWARE MARKET,  BY REGION, 2024–2030 (USD MILLION)   138

6.2.1.3.2 STT conversions  139

6.2.1.3.3 VAD      139

6.2.1.3.4 Speaker diarization            139

6.2.1.3.5 Acoustic & language modeling         139

6.2.1.4   Data mining         139

6.2.1.4.1 Need for data-driven insights and advanced analytical tools to enhance customer experience to foster market growth  139

TABLE 33           DATA MINING: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION,  2019–2023 (USD MILLION)     141

TABLE 34           DATA MINING: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION,  2024–2030 (USD MILLION)     141

6.2.2      SOFTWARE BY MODALITY         142

FIGURE 44         SPEECH SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD       142

TABLE 35           CONVERSATIONAL AI SOFTWARE MARKET, BY MODALITY, 2019–2023 (USD MILLION)          142

TABLE 36           CONVERSATIONAL AI SOFTWARE MARKET, BY MODALITY, 2024–2030 (USD MILLION)          143

6.2.2.1   Text       143

6.2.2.1.1 Text-based software to comprehend and respond to user queries or commands and facilitate seamless communication by interpreting messages      143

TABLE 37           TEXT: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION, 2019–2023 (USD MILLION)          143

TABLE 38           TEXT: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION, 2024–2030 (USD MILLION)          144

6.2.2.2   Speech   144

6.2.2.2.1 Speech-based software leverages voice input and output mechanisms to enable conversational interactions 144

TABLE 39           SPEECH: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION,  2019–2023 (USD MILLION)     144

TABLE 40           SPEECH: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION,  2024–2030 (USD MILLION)     145

6.2.2.3   Multimodal          145

6.2.2.3.1 Sophisticated systems to integrate NLP and speech recognition capabilities to comprehend and respond to multimodal inputs            145

TABLE 41           MULTIMODAL: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION,  2019–2023 (USD MILLION)     145

TABLE 42           MULTIMODAL: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION,  2024–2030 (USD MILLION)     146

6.2.3      DEPLOYMENT MODE   146

FIGURE 45         CLOUD SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD       146

TABLE 43           CONVERSATIONAL AI SOFTWARE MARKET, BY DEPLOYMENT MODE,  2019–2023 (USD MILLION)        147

TABLE 44           CONVERSATIONAL AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)          147

6.2.3.1   On-premises        147

6.2.3.1.1 On-premises deployment to help enterprises seek maximum control, security, and compliance over conversational AI deployments          147

TABLE 45           ON-PREMISES: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION,  2019–2023 (USD MILLION)     148

TABLE 46           ON-PREMISES: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION,  2024–2030 (USD MILLION)     148

6.2.3.2   Cloud    148

6.2.3.2.1 Need for scalability, flexibility, and cost-effectiveness to fuel demand for cloud deployment of conversational AI      148

TABLE 47           CLOUD: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION,  2019–2023 (USD MILLION)     149

TABLE 48           CLOUD: CONVERSATIONAL AI SOFTWARE MARKET, BY REGION,  2024–2030 (USD MILLION)     149

6.3         SERVICES          149

FIGURE 46         MANAGED SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD     150

TABLE 49           CONVERSATIONAL AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)          150

TABLE 50           CONVERSATIONAL AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)          150

TABLE 51           SERVICES: CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)     151

TABLE 52           SERVICES: CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION)     151

6.3.1      PROFESSIONAL SERVICES          151

FIGURE 47         SUPPORT & MAINTENANCE SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD    152

TABLE 53           CONVERSATIONAL AI MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)          152

TABLE 54           CONVERSATIONAL AI MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)          152

TABLE 55           PROFESSIONAL SERVICES: CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)       153

TABLE 56           PROFESSIONAL SERVICES: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)     153

6.3.1.1   Consulting & advisory services         153

6.3.1.1.1 Increasing demand for personalized customer experience and efficient business operations to spur market growth     153

TABLE 57           CONSULTING & ADVISORY SERVICES: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)          154

TABLE 58           CONSULTING & ADVISORY SERVICES: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)          154

6.3.1.2   Integration & deployment services   154

6.3.1.2.1 Integration and deployment services to facilitate seamless incorporation and efficient utilization of AI-powered chatbots and virtual assistants             154

TABLE 59           INTEGRATION & DEPLOYMENT SERVICES: CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)        155

TABLE 60           INTEGRATION & DEPLOYMENT SERVICES: CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION)        155

6.3.1.3   Support & maintenance services      155

6.3.1.3.1 Support & maintenance services to ensure smooth functioning and optimization of AI-powered chatbots and virtual assistants 155

TABLE 61           SUPPORT & MAINTENANCE SERVICES: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)          157

TABLE 62           SUPPORT & MAINTENANCE SERVICES: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)          157

6.3.1.4   Training & education services          157

6.3.1.4.1 Training and education services to impart expertise in developing, implementing, and managing conversational interfaces         157

TABLE 63           TRAINING & EDUCATION SERVICES: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)          158

TABLE 64           TRAINING & EDUCATION SERVICES: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)          158

6.3.2      MANAGED SERVICES    158

TABLE 65           MANAGED SERVICES: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)     159

TABLE 66           MANAGED SERVICES: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)     159

7            CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION           160

7.1         INTRODUCTION            161

7.1.1      BUSINESS FUNCTIONS: CONVERSATIONAL AI MARKET DRIVERS              161

FIGURE 48         OPERATIONS & SUPPLY CHAIN SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD    161

TABLE 67           CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)          162

TABLE 68           CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)          162

7.2         SALES & MARKETING    162

7.2.1      NEED FOR ENHANCING CUSTOMER ENGAGEMENT AND STREAMLINING OPERATIONS TO BOOST DEMAND FOR CONVERSATIONAL AI SOLUTIONS      162

FIGURE 49         CAMPAIGN MANAGEMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD        163

TABLE 69           SALES & MARKETING: CONVERSATIONAL AI MARKET, BY APPLICATION,  2019–2023 (USD MILLION)        163

TABLE 70           SALES & MARKETING: CONVERSATIONAL AI MARKET, BY APPLICATION,  2024–2030 (USD MILLION)        163

TABLE 71           SALES & MARKETING: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)     164

TABLE 72           SALES & MARKETING: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)     164

7.2.2      CONTACT CENTER AUTOMATION        164

7.2.3      BRANDING & ADVERTISEMENT 165

7.2.4      CAMPAIGN MANAGEMENT       165

7.2.5      CUSTOMER ENGAGEMENT & RETENTION         165

7.3         FINANCE & ACCOUNTING         166

7.3.1      CONVERSATIONAL AI SOLUTIONS TO PROVIDE HUMAN-LIKE INTERACTIONS, STREAMLINE OPERATIONS, AND ENHANCE CUSTOMER SERVICE            166

FIGURE 50         DATA PRIVACY & COMPLIANCE MANAGEMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 166

TABLE 73           FINANCE & ACCOUNTING: CONVERSATIONAL AI MARKET, BY APPLICATION,  2019–2023 (USD MILLION)        166

TABLE 74           FINANCE & ACCOUNTING: CONVERSATIONAL AI MARKET, BY APPLICATION,  2024–2030 (USD MILLION)        167

TABLE 75           FINANCE & ACCOUNTING: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)     167

TABLE 76           FINANCE & ACCOUNTING: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)     167

7.3.2      VIRTUAL FINANCIAL ADVISORS             168

7.3.3      EXPENSE TRACKING & REPORTING       168

7.3.4      DATA PRIVACY & COMPLIANCE MANAGEMENT             168

7.3.5      AUTOMATED INVOICE PROCESSING    168

7.4         OPERATIONS & SUPPLY CHAIN 169

7.4.1      CONVERSATIONAL AI TO STREAMLINE PROCESSES, ENHANCE COMMUNICATION, AND PROVIDE VALUABLE INSIGHTS           169

FIGURE 51         INVENTORY MANAGEMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD        169

TABLE 77           OPERATIONS & SUPPLY CHAIN: CONVERSATIONAL AI MARKET, BY APPLICATION,  2019–2023 (USD MILLION)             169

TABLE 78           OPERATIONS & SUPPLY CHAIN: CONVERSATIONAL AI MARKET, BY APPLICATION,  2024–2030 (USD MILLION)             170

TABLE 79           OPERATIONS & SUPPLY CHAIN: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)          170

TABLE 80           OPERATIONS & SUPPLY CHAIN: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)          170

7.4.2      WORKFLOW OPTIMIZATION    172

7.4.3      SCHEDULING & ROUTING         172

7.4.4      INVENTORY MANAGEMENT     172

7.4.5      VENDOR MANAGEMENT           172

7.5         HUMAN RESOURCES (HR)          173

7.5.1      CONVERSATIONAL AI TO STREAMLINE HUMAN RESOURCE OPERATIONS AND IMPROVE EMPLOYEE EXPERIENCE  173

FIGURE 52         RECRUITMENT ASSISTANTS & SCREENING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 173

TABLE 81           HUMAN RESOURCE: CONVERSATIONAL AI MARKET, BY APPLICATION,  2019–2023 (USD MILLION)        174

TABLE 82           HUMAN RESOURCE: CONVERSATIONAL AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)           174

TABLE 83           HUMAN RESOURCES: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)     174

TABLE 84           HUMAN RESOURCES: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)     175

7.5.2      EMPLOYEE ENGAGEMENT & ONBOARDING      175

7.5.3      PERFORMANCE MANAGEMENT             175

7.5.4      DOCUMENT MANAGEMENT     175

7.5.5      RECRUITMENT ASSISTANTS & SCREENING        176

7.6         IT SERVICE MANAGEMENT (ITSM)        176

7.6.1      CONVERSATIONAL AI TO AUTOMATE REPETITIVE TASKS, PROVIDE SELF-SERVICE OPTIONS, IMPROVE EFFICIENCY, AND REDUCE COSTS  176

FIGURE 53         QUERY HANDLING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD     176

TABLE 85           IT SERVICE MANAGEMENT: CONVERSATIONAL AI MARKET, BY APPLICATION,  2019–2023 (USD MILLION)        178

TABLE 86           IT SERVICE MANAGEMENT: CONVERSATIONAL AI MARKET, BY APPLICATION,  2024–2030 (USD MILLION)        178

TABLE 87           IT SERVICE MANAGEMENT: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)     178

TABLE 88           IT SERVICE MANAGEMENT: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)     179

7.6.2      INCIDENT MANAGEMENT         179

7.6.3      COST OPTIMIZATION   179

7.6.4      QUERY HANDLING        179

7.6.5      KNOWLEDGE MANAGEMENT   180

8            CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE              181

8.1         INTRODUCTION            182

8.1.1      CONVERSATIONAL AGENT TYPES: CONVERSATIONAL AI MARKET DRIVERS            182

FIGURE 54         GENERATIVE AI AGENTS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD        182

TABLE 89           CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE,  2019–2023 (USD MILLION)          183

TABLE 90           CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE,  2024–2030 (USD MILLION)          183

8.2         AI CHATBOTS   183

8.2.1      CONVERSATIONAL AI PLATFORMS AND CHATBOTS TO ENHANCE CUSTOMER ENGAGEMENT AND DRIVE SALES  183

TABLE 91           AI CHATBOTS: CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)          184

TABLE 92           AI CHATBOTS: CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION)          184

8.3         VOICE BOTS      184

8.3.1      VOICE BOTS TO IMPROVE SELF-SERVE RATES, HANDLE COMPLEX SCENARIOS FASTER, AND REDUCE NEED FOR HUMAN AGENTS             184

TABLE 93           VOICE BOTS: CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)          185

TABLE 94           VOICE BOTS: CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION)          185

8.4         INTERACTIVE VOICE ASSISTANTS (IVA)             185

8.4.1      INTELLIGENT VIRTUAL AGENTS TO HANDLE QUERIES, TROUBLESHOOT PROBLEMS, AND FACILITATE TRANSACTIONS           185

TABLE 95           INTERACTIVE VOICE ASSISTANTS: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)          186

TABLE 96           INTERACTIVE VOICE ASSISTANTS: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)          186

8.5         GENERATIVE AI AGENTS           186

8.5.1      GENERATIVE AI AGENTS TO OPERATE 24/7 AND REDUCE NEED FOR EXTENSIVE STAFFING DURING NON-PEAK HOURS AND BANK HOLIDAYS              186

TABLE 97           GENERATIVE AI AGENTS: CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)       187

TABLE 98           GENERATIVE AI AGENTS: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)     187

9            CONVERSATIONAL AI MARKET, BY INTEGRATION MODE          188

9.1         INTRODUCTION            189

9.1.1      INTEGRATION MODES: CONVERSATIONAL AI MARKET DRIVERS              189

FIGURE 55         INTERNAL ENTERPRISE SYSTEMS SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD       189

TABLE 99           CONVERSATIONAL AI MARKET, BY INTEGRATION MODE, 2019–2023 (USD MILLION)          190

TABLE 100         CONVERSATIONAL AI MARKET, BY INTEGRATION MODE, 2024–2030 (USD MILLION)          190

9.2         INTERNAL ENTERPRISE SYSTEMS          190

9.2.1      CONVERSATIONAL AI TO STREAMLINE OPERATIONS, ENHANCE PRODUCTIVITY, AND IMPROVE CUSTOMER INTERACTIONS     190

TABLE 101         INTERNAL ENTERPRISE SYSTEMS: CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)            190

TABLE 102         INTERNAL ENTERPRISE SYSTEMS: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)          191

9.2.2      CRM      191

9.2.3      KBS       191

9.3         EXTERNAL COMMUNICATION CHANNELS         192

9.3.1      VOICE-ENABLED EXTERNAL COMMUNICATION CHANNELS TO OFFER CONVENIENCE, EFFICIENCY, AND HANDS-FREE EXPERIENCE   192

TABLE 103         EXTERNAL COMMUNICATION CHANNELS: CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)        192

TABLE 104         EXTERNAL COMMUNICATION CHANNELS: CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION)        192

9.3.2      MOBILE APPS   193

9.3.3      IVR SYSTEMS    193

9.3.4      MESSAGING SERVICES/PLATFORMS      193

9.3.5      WEBSITES         193

10          CONVERSATIONAL AI MARKET, BY VERTICAL  195

10.1       INTRODUCTION            196

10.1.1    VERTICALS: CONVERSATIONAL AI MARKET DRIVERS   196

FIGURE 56         BFSI SEGMENT TO ACCOUNT FOR LARGEST MARKET DURING FORECAST PERIOD       197

TABLE 105         CONVERSATIONAL AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)          198

TABLE 106         CONVERSATIONAL AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)          198

10.2       BFSI      199

10.2.1    DEMAND FOR SEAMLESS AND CONVENIENT INTERACTIONS, ENHANCED CUSTOMER ENGAGEMENT, REDUCED COSTS, AND IMPROVED OPERATIONAL EFFICIENCY TO DRIVE MARKET             199

TABLE 107         BFSI: CONVERSATIONAL AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)     199

TABLE 108         BFSI: CONVERSATIONAL AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)     199

TABLE 109         BFSI: CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION) 200

TABLE 110         BFSI: CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION) 200

10.2.2    AUTOMATED CUSTOMER SUPPORT     200

10.2.3    VIRTUAL FINANCIAL ASSISTANTS         200

10.2.4    PORTFOLIO MANAGEMENT      201

10.2.5    VOICE-BASED DIGITAL BANKING          201

10.2.6    OTHERS             201

10.3       RETAIL & ECOMMERCE 201

10.3.1    CONVERSATIONAL AI TO ENHANCE CUSTOMER INTERACTIONS, BOOST SALES, AND STREAMLINE OPERATIONS             201

TABLE 111         RETAIL & ECOMMERCE: CONVERSATIONAL AI MARKET, BY APPLICATION,  2019–2023 (USD MILLION)        203

TABLE 112         RETAIL & ECOMMERCE: CONVERSATIONAL AI MARKET, BY APPLICATION,  2024–2030 (USD MILLION)        203

TABLE 113         RETAIL & ECOMMERCE: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)     203

TABLE 114         RETAIL & ECOMMERCE: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)     203

10.3.2    VOICE COMMERCE       204

10.3.3    PERSONALIZED RECOMMENDATIONS 204

10.3.4    IN-STORE ASSISTANCE 204

10.3.5    AUTOMATED SURVEYS 205

10.3.6    AUTOMATED ORDER TRACKING & UPDATES   205

10.3.7    OTHERS             205

10.4       EDUCATION     206

10.4.1    CONVERSATIONAL AI TO OFFER PERSONALIZED LEARNING EXPERIENCES AND SUPPORT TO STUDENTS AND ASSIST TEACHERS IN MANAGING THEIR TASKS          206

TABLE 115         EDUCATION: CONVERSATIONAL AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)           206

TABLE 116         EDUCATION: CONVERSATIONAL AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)           207

TABLE 117         EDUCATION: CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)          207

TABLE 118         EDUCATION: CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION)          207

10.4.2    ADMISSION QUERY RESOLUTION          208

10.4.3    ADMINISTRATIVE TASK AUTOMATION 208

10.4.4    VIRTUAL LEARNING/COURSE ASSISTANTS        208

10.4.5    PERSONALIZED LEARNING SUPPORT   208

10.4.6    CONVERSATIONAL CAMPUS     208

10.4.7    OTHERS             208

10.5       MEDIA & ENTERTAINMENT      209

10.5.1    CONVERSATIONAL AI TO ENHANCE CUSTOMER SERVICE, PERSONALIZED CONTENT RECOMMENDATIONS, ADVERTISING, AND PRODUCT DISCOVERY 209

TABLE 119         MEDIA & ENTERTAINMENT: CONVERSATIONAL AI MARKET, BY APPLICATION,  2019–2023 (USD MILLION)   209

TABLE 120         MEDIA & ENTERTAINMENT: CONVERSATIONAL AI MARKET, BY APPLICATION,  2024–2030 (USD MILLION)   210

TABLE 121         MEDIA & ENTERTAINMENT: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)             210

TABLE 122         MEDIA & ENTERTAINMENT: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)             210

10.5.2    CONTENT PERSONALIZATION 211

10.5.3    PERSONALIZED CONTENT DELIVERY   211

10.5.4    IMMERSIVE CONVERSATIONAL GAMING           211

10.5.5    ADVERTISING & PROMOTIONS 211

10.5.6    CONTENT LOCALIZATION AND TRANSLATION             212

10.5.7    OTHERS             212

10.6       HEALTHCARE & LIFE SCIENCES 212

10.6.1    CONVERSATIONAL AI TO RESHAPE PATIENT JOURNEYS AND DRIVE EMPATHETIC AUTOMATION IN HEALTHCARE AND LIFE SCIENCES       212

TABLE 123         HEALTHCARE & LIFE SCIENCES: CONVERSATIONAL AI MARKET, BY APPLICATION,  2019–2023 (USD MILLION)             213

TABLE 124         HEALTHCARE & LIFE SCIENCES: CONVERSATIONAL AI MARKET, BY APPLICATION,  2024–2030 (USD MILLION)             213

TABLE 125         HEALTHCARE & LIFE SCIENCES: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)          213

TABLE 126         HEALTHCARE & LIFE SCIENCES: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)          214

10.6.2    AUTOMATED APPOINTMENT BOOKING            214

10.6.3    PATIENT ENGAGEMENT & FOLLOW-UPS           214

10.6.4    SELF-HEALTH MANAGEMENT  214

10.6.5    HEALTH TRACKING & MEDICATION MANAGEMENT     215

10.6.6    SYMPTOM ASSESSMENT & TRIAGE MANAGEMENT        215

10.6.7    OTHERS             215

10.7       TRAVEL & HOSPITALITY            215

10.7.1    CONVERSATIONAL AI TO IMPROVE CUSTOMER, STREAMLINE OPERATIONS, AND BRIDGE LANGUAGE BARRIERS        215

TABLE 127         TRAVEL & HOSPITALITY: CONVERSATIONAL AI MARKET, BY APPLICATION,  2019–2023 (USD MILLION)        216

TABLE 128         TRAVEL & HOSPITALITY: CONVERSATIONAL AI MARKET, BY APPLICATION,  2024–2030 (USD MILLION)        216

TABLE 129         TRAVEL & HOSPITALITY: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)     216

TABLE 130         TRAVEL & HOSPITALITY: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)     218

10.7.2    VIRTUAL TRAVEL ASSISTANCE 218

10.7.3    PERSONALIZED TRAVEL PLANNING     218

10.7.4    CONVERSATIONAL CHECK-INS 218

10.7.5    VOICE-BASED BOOKINGS/ORDERINGS 218

10.7.6    OTHERS             219

10.8       AUTOMOTIVE  219

10.8.1    NEED FOR INTERACTION BETWEEN VEHICLES AND DEALERS AND PERSONALIZED SOLUTIONS AND SERVICES TO PROPEL MARKET         219

TABLE 131         AUTOMOTIVE: CONVERSATIONAL AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)           219

TABLE 132         AUTOMOTIVE: CONVERSATIONAL AI MARKET, BY APPLICATION,  2024–2030 (USD MILLION)        220

TABLE 133         AUTOMOTIVE: CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)          220

TABLE 134         AUTOMOTIVE: CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION)          220

10.8.2    VIRTUAL CAR SHOWROOM ASSISTANTS            221

10.8.3    AI-POWERED NAVIGATION AND ROUTE OPTIMIZATION           221

10.8.4    PURCHASE ASSISTANCE             221

10.8.5    AI-DRIVEN PREDICTIVE MAINTENANCE            221

10.8.6    VEHICLE CONFIGURATION & CUSTOMIZATION             223

10.8.7    OTHERS             223

10.9       IT & ITES            223

10.9.1    CONVERSATIONAL AI-POWERED ANALYTICS TOOLS TO EMPOWER DECISION-MAKERS WITH REAL-TIME INSIGHTS             223

TABLE 135         IT/ITES: CONVERSATIONAL AI MARKET, BY APPLICATION, 2019–2023 (USD MILLION)          224

TABLE 136         IT/ITES: CONVERSATIONAL AI MARKET, BY APPLICATION, 2024–2030 (USD MILLION)          224

TABLE 137         IT & ITES: CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)     224

TABLE 138         IT & ITES: CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION)     225

10.9.2    IT HELPDESK SUPPORT & TROUBLESHOOTING             225

10.9.3    SOFTWARE & APPLICATION SUPPORT 225

10.9.4    PROJECT MANAGEMENT & TASK TRACKING     225

10.9.5    VIRTUAL IT PROCUREMENT ASSISTANTS          225

10.9.6    IT SECURITY INCIDENT RESPONSE & THREAT INTELLIGENCE ANALYSIS          226

10.9.7    OTHERS             226

10.10     GOVERNMENT & DEFENSE        226

10.10.1  CONVERSATIONAL AI ADOPTED BY GOVERNMENT ORGANIZATIONS TO IMPROVE CITIZEN SERVICES AND REDUCE COSTS  226

TABLE 139         GOVERNMENT & DEFENSE: CONVERSATIONAL AI MARKET, BY APPLICATION,  2019–2023 (USD MILLION)        226

TABLE 140         GOVERNMENT & DEFENSE: CONVERSATIONAL AI MARKET, BY APPLICATION,  2024–2030 (USD MILLION)        227

TABLE 141         GOVERNMENT & DEFENSE: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)     227

TABLE 142         GOVERNMENT & DEFENSE: CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION)       227

10.10.2  E-GOVERNANCE SERVICES        228

10.10.3  PUBLIC SAFETY INFORMATION DISSEMINATION           228

10.10.4  VIRTUAL TRAINING ASSISTANTS FOR DEFENSE PERSONNEL    228

10.10.5  CITIZEN ENGAGEMENT SURVEYS & FEEDBACK COLLECTIONS 229

10.10.6  OTHERS             229

10.11     OTHER VERTICALS       229

TABLE 143         OTHER VERTICALS: CONVERSATIONAL AI MARKET, BY REGION,  2019–2023 (USD MILLION)     230

TABLE 144         OTHER VERTICALS: CONVERSATIONAL AI MARKET, BY REGION,  2024–2030 (USD MILLION)     230

11          CONVERSATIONAL AI MARKET, BY REGION      231

11.1       INTRODUCTION            232

FIGURE 57         INDIA TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD              232

FIGURE 58         ASIA PACIFIC TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD              233

TABLE 145         CONVERSATIONAL AI MARKET, BY REGION, 2019–2023 (USD MILLION)          233

TABLE 146         CONVERSATIONAL AI MARKET, BY REGION, 2024–2030 (USD MILLION)          233

11.2       NORTH AMERICA          234

11.2.1    NORTH AMERICA: CONVERSATIONAL AI MARKET DRIVERS      234

11.2.2    NORTH AMERICA: IMPACT OF RECESSION         234

FIGURE 59         NORTH AMERICA: MARKET SNAPSHOT 236

TABLE 147         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)   236

TABLE 148         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY OFFERING,  2024–2030 (USD MILLION) 237

TABLE 149         NORTH AMERICA: CONVERSATIONAL AI SOFTWARE MARKET, BY TECHNOLOGY,  2019–2023 (USD MILLION) 237

TABLE 150         NORTH AMERICA: CONVERSATIONAL AI SOFTWARE MARKET, BY TECHNOLOGY,  2024–2030 (USD MILLION) 237

TABLE 151         NORTH AMERICA: CONVERSATIONAL AI SOFTWARE MARKET, BY MODALITY,  2019–2023 (USD MILLION)        237

TABLE 152         NORTH AMERICA: CONVERSATIONAL AI SOFTWARE MARKET, BY MODALITY,  2024–2030 (USD MILLION)        238

TABLE 153         NORTH AMERICA: CONVERSATIONAL AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)      238

TABLE 154         NORTH AMERICA: CONVERSATIONAL AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)      238

TABLE 155        NORTH AMERICA: CONVERSATIONAL AI MARKET, BY SERVICE,  2019–2023 (USD MILLION)          238

TABLE 156        NORTH AMERICA: CONVERSATIONAL AI MARKET, BY SERVICE,  2024–2030 (USD MILLION)          239

TABLE 157         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY PROFESSIONAL SERVICE,  2019–2023 (USD MILLION)    239

TABLE 158         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY PROFESSIONAL SERVICE,  2024–2030 (USD MILLION)    239

TABLE 159         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,  2019–2023 (USD MILLION)         240

TABLE 160         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,  2024–2030 (USD MILLION)         240

TABLE 161         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,  2019–2023 (USD MILLION)         240

TABLE 162         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,  2024–2030 (USD MILLION)         241

TABLE 163         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE, 2019–2023 (USD MILLION)      241

TABLE 164         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE, 2024–2030 (USD MILLION)      241

TABLE 165         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY VERTICAL,  2019–2023 (USD MILLION) 242

TABLE 166         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY VERTICAL,  2024–2030 (USD MILLION) 242

TABLE 167         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY COUNTRY,  2019–2023 (USD MILLION) 243

TABLE 168         NORTH AMERICA: CONVERSATIONAL AI MARKET, BY COUNTRY,  2024–2030 (USD MILLION) 243

11.2.3    US         243

11.2.3.1 Rising need for call centers that provide better customer support services to drive demand for conversational AI solutions          243

11.2.4    CANADA            244

11.2.4.1 Need to elevate client satisfaction, optimize productivity, and stimulate innovation to fuel demand for conversational AI solutions             244

11.3       EUROPE             244

11.3.1    EUROPE: CONVERSATIONAL AI MARKET DRIVERS         244

11.3.2    EUROPE: IMPACT OF RECESSION           245

TABLE 169         EUROPE: CONVERSATIONAL AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)     245

TABLE 170         EUROPE: CONVERSATIONAL AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)     245

TABLE 171         EUROPE: CONVERSATIONAL AI SOFTWARE MARKET, BY TECHNOLOGY,  2019–2023 (USD MILLION)       246

TABLE 172         EUROPE: CONVERSATIONAL AI SOFTWARE MARKET, BY TECHNOLOGY,  2024–2030 (USD MILLION)       246

TABLE 173         EUROPE: CONVERSATIONAL AI SOFTWARE MARKET, BY MODALITY,  2019–2023 (USD MILLION)             246

TABLE 174         EUROPE: CONVERSATIONAL AI SOFTWARE MARKET, BY MODALITY,  2024–2030 (USD MILLION)             247

TABLE 175         EUROPE: CONVERSATIONAL AI SOFTWARE MARKET, BY DEPLOYMENT MODE,  2019–2023 (USD MILLION)         247

TABLE 176         EUROPE: CONVERSATIONAL AI SOFTWARE MARKET, BY DEPLOYMENT MODE,  2024–2030 (USD MILLION)         247

TABLE 177         EUROPE: CONVERSATIONAL AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)     247

TABLE 178         EUROPE: CONVERSATIONAL AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)     248

TABLE 179         EUROPE: CONVERSATIONAL AI MARKET, BY PROFESSIONAL SERVICE,  2019–2023 (USD MILLION)    248

TABLE 180         EUROPE: CONVERSATIONAL AI MARKET, BY PROFESSIONAL SERVICE,  2024–2030 (USD MILLION)    248

TABLE 181         EUROPE: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,  2019–2023 (USD MILLION) 249

TABLE 182         EUROPE: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,  2024–2030 (USD MILLION) 249

TABLE 183         EUROPE: CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,  2019–2023 (USD MILLION)        249

TABLE 184         EUROPE: CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,  2024–2030 (USD MILLION)        250

TABLE 185         EUROPE: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE,  2019–2023 (USD MILLION)   250

TABLE 186         EUROPE: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE,  2024–2030 (USD MILLION)   250

TABLE 187         EUROPE: CONVERSATIONAL AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)     251

TABLE 188         EUROPE: CONVERSATIONAL AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)     251

TABLE 189         EUROPE: CONVERSATIONAL AI MARKET, BY COUNTRY, 2019–2023 (USD MILLION)     252

TABLE 190         EUROPE: CONVERSATIONAL AI MARKET, BY COUNTRY, 2024–2030 (USD MILLION)     252

11.3.3    UK         252

11.3.3.1 Increasing adoption of AI-powered customer support services and rise in deployment of omnichannel methods to drive market  252

11.3.4    GERMANY         253

11.3.4.1 Conversational AI to enhance customer service, automate processes, and elevate user experience    253

11.3.5    FRANCE             253

11.3.5.1 Focus on developing advanced conversational AI solutions to spur market growth              253

11.3.6    ITALY   253

11.3.6.1 Emphasis on technological advancements, cost-efficiency, and evolving customer expectations        253

11.3.7    SPAIN   254

11.3.7.1 Strong technological ecosystem and focus on research and development in AI to fuel demand for conversational AI solutions   254

11.3.8    REST OF EUROPE           254

11.4       ASIA PACIFIC    255

11.4.1    ASIA PACIFIC: CONVERSATIONAL AI MARKET DRIVERS 255

11.4.2    ASIA PACIFIC: IMPACT OF RECESSION  255

FIGURE 60         ASIA PACIFIC: MARKET SNAPSHOT       256

TABLE 191         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY OFFERING, 2019–2023 (USD MILLION)          257

TABLE 192         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY OFFERING, 2024–2030 (USD MILLION)          257

TABLE 193         ASIA PACIFIC: CONVERSATIONAL AI SOFTWARE MARKET, BY TECHNOLOGY,  2019–2023 (USD MILLION)       258

TABLE 194         ASIA PACIFIC: CONVERSATIONAL AI SOFTWARE MARKET, BY TECHNOLOGY,  2024–2030 (USD MILLION)       258

TABLE 195         ASIA PACIFIC: CONVERSATIONAL AI SOFTWARE MARKET, BY MODALITY,  2019–2023 (USD MILLION)             259

TABLE 196         ASIA PACIFIC: CONVERSATIONAL AI SOFTWARE MARKET, BY MODALITY,  2024–2030 (USD MILLION)             259

TABLE 197         ASIA PACIFIC: CONVERSATIONAL AI SOFTWARE MARKET, BY DEPLOYMENT MODE,  2019–2023 (USD MILLION)         259

TABLE 198         ASIA PACIFIC: CONVERSATIONAL AI SOFTWARE MARKET, BY DEPLOYMENT MODE,  2024–2030 (USD MILLION)         259

TABLE 199         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)          260

TABLE 200         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)          260

TABLE 201         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY PROFESSIONAL SERVICE,  2019–2023 (USD MILLION)    260

TABLE 202         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY PROFESSIONAL SERVICE,  2024–2030 (USD MILLION)    260

TABLE 203         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,  2019–2023 (USD MILLION) 261

TABLE 204         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,  2024–2030 (USD MILLION) 261

TABLE 205         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,  2019–2023 (USD MILLION)         261

TABLE 206         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,  2024–2030 (USD MILLION)         262

TABLE 207         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE,  2019–2023 (USD MILLION)   262

TABLE 208         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE,  2024–2030 (USD MILLION)   262

TABLE 209         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)          263

TABLE 210         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)          263

TABLE 211         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY COUNTRY/REGION,  2019–2023 (USD MILLION)             264

TABLE 212         ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY COUNTRY/REGION,  2024–2030 (USD MILLION)             264

11.4.3    INDIA   264

11.4.3.1 Increasing internet penetration, expanding smartphone usage, and government’s ‘Digital India’ initiative to propel market       264

11.4.4    JAPAN  265

11.4.4.1 Aging population, labor shortage, and government’s initiatives to promote AI adoption to accelerate market growth            265

11.4.5    CHINA  265

11.4.5.1 Integration of AI-powered chatbots in eCommerce and adoption of virtual assistants in smart homes and IoT devices to drive market         265

11.4.6    ASEAN COUNTRIES       266

11.4.6.1 Government initiatives to promote digital transformation to foster market growth              266

11.4.7    SOUTH KOREA 266

11.4.7.1 Technological innovation, high internet penetration rates, and government initiatives to propel market 266

11.4.8    AUSTRALIA & NEW ZEALAND (ANZ)      267

11.4.8.1 Increasing digitalization, adoption of AI technologies across industries, and demand for personalized customer experience to spur market growth      267

11.4.9    REST OF ASIA PACIFIC  267

11.5       MIDDLE EAST & AFRICA             268

11.5.1    MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET DRIVERS              268

11.5.2    MIDDLE EAST & AFRICA: IMPACT OF RECESSION           268

TABLE 213         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY OFFERING,  2019–2023 (USD MILLION) 269

TABLE 214         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY OFFERING,  2024–2030 (USD MILLION) 269

TABLE 215         MIDDLE EAST & AFRICA: CONVERSATIONAL AI SOFTWARE MARKET, BY TECHNOLOGY, 2019–2023 (USD MILLION) 269

TABLE 216         MIDDLE EAST & AFRICA: CONVERSATIONAL AI SOFTWARE MARKET, BY TECHNOLOGY, 2024–2030 (USD MILLION) 270

TABLE 217         MIDDLE EAST & AFRICA: CONVERSATIONAL AI SOFTWARE MARKET, BY MODALITY,  2019–2023 (USD MILLION)    270

TABLE 218         MIDDLE EAST & AFRICA: CONVERSATIONAL AI SOFTWARE MARKET, BY MODALITY,  2024–2030 (USD MILLION)    270

TABLE 219         MIDDLE EAST & AFRICA: CONVERSATIONAL AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)   270

TABLE 220         MIDDLE EAST & AFRICA: CONVERSATIONAL AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)   270

TABLE 221         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY SERVICE,  2019–2023 (USD MILLION)    271

TABLE 222         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)       271

TABLE 223         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY PROFESSIONAL SERVICE, 2019–2023 (USD MILLION)      271

TABLE 224         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY PROFESSIONAL SERVICE, 2024–2030 (USD MILLION)      272

TABLE 225         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,  2019–2023 (USD MILLION)         272

TABLE 226         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,  2024–2030 (USD MILLION)         272

TABLE 227         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,  2019–2023 (USD MILLION)         273

TABLE 228         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,  2024–2030 (USD MILLION)         273

TABLE 229         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE, 2019–2023 (USD MILLION)      273

TABLE 230         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE, 2024–2030 (USD MILLION)      273

TABLE 231         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY VERTICAL,  2019–2023 (USD MILLION) 273

TABLE 232         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY VERTICAL,  2024–2030 (USD MILLION) 274

TABLE 233         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY COUNTRY,  2019–2023 (USD MILLION) 275

TABLE 234         MIDDLE EAST & AFRICA: CONVERSATIONAL AI MARKET, BY COUNTRY,  2024–2030 (USD MILLION) 275

11.5.3    SAUDI ARABIA  275

11.5.3.1 Implementation of government’s ‘Vision 2030’ initiative and need for personalized and efficient customer experience to drive market        275

11.5.4    UAE      276

11.5.4.1 ‘UAE Vision 2021.’ Dubai’s Smart City initiatives, and favorable investment climate to spur market growth          276

11.5.5    SOUTH AFRICA 276

11.5.5.1 Increasing adoption of advanced technologies, robust telecommunications infrastructure, and rising internet penetration rates to drive market         276

11.5.6    QATAR 277

11.5.6.1 ‘Qatar Vision 2030’ and other government initiatives and thriving tourism and hospitality sector to accelerate market growth 277

11.5.7    EGYPT 277

11.5.7.1 Growing demand for personalized customer experience and streamlined business processes to propel market 277

11.5.8    REST OF MIDDLE EAST & AFRICA           277

11.6       LATIN AMERICA             278

11.6.1    LATIN AMERICA: CONVERSATIONAL AI MARKET DRIVERS         278

11.6.2    LATIN AMERICA: IMPACT OF RECESSION           279

TABLE 235         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY OFFERING,  2019–2023 (USD MILLION) 279

TABLE 236         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY OFFERING,  2024–2030 (USD MILLION) 279

TABLE 237         LATIN AMERICA: CONVERSATIONAL AI SOFTWARE MARKET, BY TECHNOLOGY,  2019–2023 (USD MILLION) 279

TABLE 238         LATIN AMERICA: CONVERSATIONAL AI SOFTWARE MARKET, BY TECHNOLOGY,  2024–2030 (USD MILLION) 281

TABLE 239         LATIN AMERICA: CONVERSATIONAL AI SOFTWARE MARKET, BY MODALITY,  2019–2023 (USD MILLION)        281

TABLE 240         LATIN AMERICA: CONVERSATIONAL AI SOFTWARE MARKET, BY MODALITY,  2024–2030 (USD MILLION)        281

TABLE 241         LATIN AMERICA: CONVERSATIONAL AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2019–2023 (USD MILLION)      281

TABLE 242         LATIN AMERICA: CONVERSATIONAL AI SOFTWARE MARKET, BY DEPLOYMENT MODE, 2024–2030 (USD MILLION)      281

TABLE 243         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY SERVICE, 2019–2023 (USD MILLION)          282

TABLE 244         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY SERVICE, 2024–2030 (USD MILLION)          282

TABLE 245         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY PROFESSIONAL SERVICE,  2019–2023 (USD MILLION)    282

TABLE 246         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY PROFESSIONAL SERVICE,  2024–2030 (USD MILLION)    283

TABLE 247         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,  2019–2023 (USD MILLION) 283

TABLE 248         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2024–2030 (USD MILLION)  283

TABLE 249         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,  2019–2023 (USD MILLION)         284

TABLE 250         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY INTEGRATION MODE,  2024–2030 (USD MILLION)         284

TABLE 251         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE, 2019–2023 (USD MILLION)      284

TABLE 252         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE, 2024–2030 (USD MILLION)      284

TABLE 253         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY VERTICAL, 2019–2023 (USD MILLION)    284

TABLE 254         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY VERTICAL, 2024–2030 (USD MILLION)    285

TABLE 255         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY COUNTRY,  2019–2023 (USD MILLION) 286

TABLE 256         LATIN AMERICA: CONVERSATIONAL AI MARKET, BY COUNTRY,  2024–2030 (USD MILLION) 286

11.6.3    BRAZIL 286

11.6.3.1 Increasing digitalization, rising internet and smartphone penetration, and emergence of multilingual chatbots to boost market growth       286

11.6.4    MEXICO             287

11.6.4.1 Rapidly evolving digital landscape and increasing adoption of AI-driven technologies to boost demand for conversational AI solutions    287

11.6.5    ARGENTINA      287

11.6.5.1 Rising demand for personalized customer experience to drive conversational AI market   287

11.6.6    REST OF LATIN AMERICA          287

12          COMPETITIVE LANDSCAPE       289

12.1       OVERVIEW        289

12.2       KEY PLAYER STRATEGIES/RIGHT TO WIN          289

TABLE 257         OVERVIEW OF STRATEGIES ADOPTED BY KEY CONVERSATIONAL AI VENDORS            289

12.3       REVENUE ANALYSIS      292

FIGURE 61         TOP FIVE PLAYERS DOMINATING MARKET FROM 2019 TO 2023 (USD MILLION) 292

12.4       MARKET SHARE ANALYSIS         292

FIGURE 62         SHARE OF LEADING COMPANIES IN CONVERSATIONAL AI MARKET, 2023  293

12.4.1    MARKET RANKING ANALYSIS   293

TABLE 258         CONVERSATIONAL AI MARKET: DEGREE OF COMPETITION              293

12.5       BRAND/PRODUCT COMPARISON ANALYSIS      294

FIGURE 63         BRAND/PRODUCT COMPARISON ANALYSIS      294

12.6       COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS              295

FIGURE 64         COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS          295

FIGURE 65         YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS 295

12.7       COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023   295

12.7.1    STARS  296

12.7.2    EMERGING LEADERS    296

12.7.3    PERVASIVE PLAYERS     296

12.7.4    PARTICIPANTS 296

FIGURE 66         CONVERSATIONAL AI MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023    297

12.7.5    COMPANY FOOTPRINT: KEY PLAYERS, 2023      298

FIGURE 67         OVERALL COMPANY FOOTPRINT (26 COMPANIES)       298

TABLE 259         REGIONAL FOOTPRINT (26 COMPANIES)           299

TABLE 260         CONVERSATIONAL AGENT TYPE FOOTPRINT (26 COMPANIES)    300

TABLE 261         VERTICAL FOOTPRINT (26 COMPANIES)            301

TABLE 262         OFFERING FOOTPRINT (26 COMPANIES)           302

12.8       COMPANY EVALUATION MATRIX: START-UPS/SMES, 2023         303

12.8.1    PROGRESSIVE COMPANIES       303

12.8.2    RESPONSIVE COMPANIES          303

12.8.3    DYNAMIC COMPANIES 303

12.8.4    STARTING BLOCKS       303

FIGURE 68         CONVERSATIONAL AI MARKET: COMPANY EVALUATION MATRIX (START-UPS/SMES), 2023          304

12.8.5    COMPETITIVE BENCHMARKING: START-UPS/SMES, 2023           304

TABLE 263         CONVERSATIONAL AI MARKET: DETAILED LIST OF KEY START-UPS/SMES          304

TABLE 264         CONVERSATIONAL AI MARKET: COMPETITIVE BENCHMARKING OF START-UPS/SMES 306

12.9       COMPETITIVE SCENARIO AND TRENDS             306

12.9.1    PRODUCT LAUNCHES AND ENHANCEMENTS   307

TABLE 265         CONVERSATIONAL AI MARKET: PRODUCT LAUNCHES AND ENHANCEMENTS, JANUARY 2021–APRIL 2024     307

12.9.2    DEALS  312

TABLE 266         CONVERSATIONAL AI MARKET: DEALS, JANUARY 2021–MARCH 2024      312

13          COMPANY PROFILES    317

13.1       INTRODUCTION            317

(Business overview, Products/Solutions/Services offered, Recent Developments, MnM view, Key strengths, Strategic choices made, Weaknesses and competitive threats) *

13.2       KEY PLAYERS   317

13.2.1    MICROSOFT      317

TABLE 267         MICROSOFT: COMPANY OVERVIEW      318

FIGURE 69         MICROSOFT: COMPANY SNAPSHOT      318

TABLE 268         MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED              319

TABLE 269         MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS              319

TABLE 270         MICROSOFT: DEALS      320

13.2.2    IBM       322

TABLE 271         IBM: COMPANY OVERVIEW       322

FIGURE 70         IBM: COMPANY SNAPSHOT       323

TABLE 272         IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED        323

TABLE 273         IBM: PRODUCT LAUNCHES AND ENHANCEMENTS        324

TABLE 274         IBM: DEALS       325

13.2.3    GOOGLE           327

TABLE 275         GOOGLE: COMPANY OVERVIEW            327

FIGURE 71         GOOGLE: COMPANY SNAPSHOT            328

TABLE 276         GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED              328

TABLE 277         GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS              329

TABLE 278         GOOGLE: DEALS            330

13.2.4    OPENAI              332

TABLE 279         OPENAI: COMPANY OVERVIEW 332

TABLE 280         OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 332

TABLE 281         OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS 333

TABLE 282         OPENAI: DEALS 334

13.2.5    BAIDU  336

TABLE 283         BAIDU: COMPANY OVERVIEW  336

FIGURE 72         BAIDU: COMPANY SNAPSHOT  337

TABLE 284         BAIDU: PRODUCTS/SOLUTIONS/SERVICES OFFERED   337

TABLE 285         BAIDU: PRODUCT LAUNCHES AND ENHANCEMENTS   338

TABLE 286         BAIDU: DEALS  338

13.2.6    AWS      340

TABLE 287         AWS: COMPANY OVERVIEW      340

FIGURE 73         AWS: COMPANY SNAPSHOT      341

TABLE 288         AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED       341

TABLE 289         AWS: PRODUCT LAUNCHES AND ENHANCEMENTS       342

TABLE 290         AWS: DEALS      342

13.2.7    ARTIFICIAL SOLUTIONS             344

TABLE 291         ARTIFICIAL SOLUTIONS: COMPANY OVERVIEW             344

FIGURE 74         ARTIFICIAL SOLUTIONS: COMPANY SNAPSHOT             345

TABLE 292         ARTIFICIAL SOLUTIONS: PRODUCTS/SOLUTIONS/SERVICES OFFERED          345

TABLE 293         ARTIFICIAL SOLUTIONS: PRODUCT LAUNCHES AND ENHANCEMENTS          346

TABLE 294         ARTIFICIAL SOLUTIONS: DEALS             347

13.2.8    ORACLE             347

TABLE 295         ORACLE: COMPANY OVERVIEW             348

FIGURE 75         ORACLE: COMPANY SNAPSHOT             349

TABLE 296         ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 349

TABLE 297         ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS 350

TABLE 298         ORACLE: DEALS             351

13.2.9    SAP       352

TABLE 299         SAP: COMPANY OVERVIEW       352

FIGURE 76         SAP: COMPANY SNAPSHOT       353

TABLE 300         SAP: PRODUCTS/SOLUTIONS/SERVICES OFFERED        353

TABLE 301         SAP: DEALS       354

13.2.10  KORE.AI             355

TABLE 302         KORE.AI: COMPANY OVERVIEW             355

TABLE 303         KORE.AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED 355

TABLE 304         KORE.AI: PRODUCT LAUNCHES AND ENHANCEMENTS 356

TABLE 305         KORE.AI: DEALS             357

13.2.11  LIVEPERSON    359

TABLE 306         LIVEPERSON: COMPANY OVERVIEW     359

FIGURE 77         LIVEPERSON: COMPANY SNAPSHOT     360

TABLE 307         LIVEPERSON: PRODUCTS/SOLUTIONS/SERVICES OFFERED              360

TABLE 308         LIVEPERSON: PRODUCT LAUNCHES AND ENHANCEMENTS              362

TABLE 309         LIVEPERSON: DEALS     363

13.2.12  [24]7.AI 363

TABLE 310         [24]7.AI: COMPANY OVERVIEW 364

TABLE 311         [24]7.AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED  364

TABLE 312         [24]7.AI: PRODUCT LAUNCHES AND ENHANCEMENTS  365

13.2.13  EGAIN  366

TABLE 313         EGAIN: COMPANY OVERVIEW   366

FIGURE 78         EGAIN: COMPANY SNAPSHOT  367

TABLE 314         EGAIN: PRODUCTS/SOLUTIONS/SERVICES OFFERED    367

TABLE 315         EGAIN: PRODUCT LAUNCHES AND ENHANCEMENTS   369

TABLE 316         EGAIN: DEALS  370

13.2.14  AMELIA             371

TABLE 317         AMELIA: COMPANY OVERVIEW 371

TABLE 318         AMELIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED 371

TABLE 319         AMELIA: DEALS 372

*Details on Business overview, Products/Solutions/Services offered, Recent Developments, MnM view, Key strengths, Strategic choices made, Weaknesses and competitive threats might not be captured in case of unlisted companies.

13.3       OTHER PLAYERS           373

13.3.1    AVAAMO           373

13.3.2    CONVERSICA    374

13.3.3    HAPTIK 375

13.3.4    SOLVVY             375

13.3.5    INBENTA           376

13.3.6    CREATIVE VIRTUAL      377

13.3.7    SOUNDHOUND 378

13.3.8    KASISTO            379

13.3.9    MINDMELD      380

13.3.10  GUPSHUP          380

13.3.11  TWILIO 381

13.3.12  SPRINKLR          382

13.4       START-UPS/SMES          383

13.4.1    BOOST.AI          383

13.4.2    COGNIGY          384

13.4.3    RASA    385

13.4.4    SAARTHI.AI       386

13.4.5    SENSEFORTH.AI             387

13.4.6    YELLOW.AI       387

13.4.7    EXCEED.AI        388

13.4.8    CLINC  388

13.4.9    LAIYE   389

13.4.10  RULAI   389

13.4.11  QUIQ    390

13.4.12  PYPESTREAM   390

14          ADJACENT AND RELATED MARKETS     391

14.1       INTRODUCTION            391

14.2       SPEECH ANALYTICS MARKET   391

14.2.1    MARKET DEFINITION   391

14.2.2    MARKET OVERVIEW     391

14.2.2.1 Speech analytics market, by offering 393

TABLE 320         SPEECH ANALYTICS MARKET, BY OFFERING, 2019–2023 (USD MILLION)          393

TABLE 321         SPEECH ANALYTICS MARKET, BY OFFERING, 2024–2029 (USD MILLION)          393

14.2.2.2 Speech analytics market, by deployment type 393

TABLE 322         SPEECH ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE,  2019–2023 (USD MILLION)        393

TABLE 323         SPEECH ANALYTICS SOFTWARE MARKET, BY DEPLOYMENT MODE,  2024–2029 (USD MILLION)        395

14.2.2.3 Speech analytics market, by business function              395

TABLE 324         SPEECH ANALYTICS MARKET, BY BUSINESS FUNCTION, 2019–2023 (USD MILLION)     395

TABLE 325         SPEECH ANALYTICS MARKET, BY BUSINESS FUNCTION, 2024–2029 (USD MILLION)     395

14.2.2.4 Speech analytics market, by channel 396

TABLE 326         SPEECH ANALYTICS MARKET, BY CHANNEL, 2019–2023 (USD MILLION)          396

TABLE 327         SPEECH ANALYTICS MARKET, BY CHANNEL, 2024–2029 (USD MILLION)          396

14.2.2.5 Speech analytics market, by vertical 397

TABLE 328         SPEECH ANALYTICS MARKET, BY VERTICAL, 2019–2023 (USD MILLION)          397

TABLE 329         SPEECH ANALYTICS MARKET, BY VERTICAL, 2024–2029 (USD MILLION)          397

14.2.2.6 Speech analytics market, by region   398

TABLE 330         SPEECH ANALYTICS MARKET, BY REGION, 2019–2023 (USD MILLION)          398

TABLE 331         SPEECH ANALYTICS MARKET, BY REGION, 2024–2029 (USD MILLION)          398

14.3       CHATBOT MARKET       398

14.3.1    MARKET DEFINITION   398

14.3.2    MARKET OVERVIEW     399

14.3.2.1 Chatbot market, by offering             399

TABLE 332         CHATBOT MARKET, BY OFFERING, 2017–2022 (USD MILLION)              399

TABLE 333         CHATBOT MARKET, BY OFFERING, 2023–2028 (USD MILLION)              401

14.3.2.2 Chatbot market, by type     401

TABLE 334         CHATBOT MARKET, BY TYPE, 2017–2022 (USD MILLION)              401

TABLE 335         CHATBOT MARKET, BY TYPE, 2023–2028 (USD MILLION)              402

14.3.2.3 Chatbot market, by channel integration         402

TABLE 336         CHATBOT MARKET, BY CHANNEL INTEGRATION, 2017–2022 (USD MILLION) 402

TABLE 337         CHATBOT MARKET, BY CHANNEL INTEGRATION, 2023–2028 (USD MILLION) 402

14.3.2.4 Chatbot market, by bot communication         402

TABLE 338         CHATBOT MARKET, BY BOT COMMUNICATION, 2017–2022 (USD MILLION) 403

TABLE 339         CHATBOT MARKET, BY BOT COMMUNICATION, 2023–2028 (USD MILLION) 403

14.3.2.5 Chatbot market, by business function             403

TABLE 340         CHATBOT MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)          404

TABLE 341         CHATBOT MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)          404

14.3.2.6 Chatbot market, by vertical 404

TABLE 342         CHATBOT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)              405

TABLE 343         CHATBOT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)              405

14.3.2.7 Chatbot market, by region 406

TABLE 344         CHATBOT MARKET, BY REGION, 2017–2022 (USD MILLION)              406

TABLE 345         CHATBOT MARKET, BY REGION, 2023–2028 (USD MILLION)              406

15          APPENDIX         407

15.1       DISCUSSION GUIDE      407

15.2       KNOWLEDGESTORE: MARKETSANDMARKETS’  SUBSCRIPTION PORTAL             414

15.3       CUSTOMIZATION OPTIONS      416

15.4       RELATED REPORTS       416

15.5       AUTHOR DETAILS         417


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