マーケットレポート詳細
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コールセンター向け人工知能(AI)の世界市場規模は2022年で16億ドル、2027年に41億ドル、市場の平均年成長率は21.3%に到達する見込みです。
レポートはコールセンター向け人工知能(AI)の世界市場について2027年までの市場予測データ(金額US$)を掲載しています。同市場をさまざまな区分で細分化し、そのセグメント市場ごとの市場予測(コンポーネント別市場、用途別市場、等)を中心に構成されています。また競合状況、主要企業情報(12社)、エコシステム、市場シェア分析などの分析も加味し、コールセンター向け人工知能(AI)市場の動向および今後成長性を詳細にレポートしています。 
【レポート構成概要】
・市場規模(US$)
ソリューション 
        ・プラットフォーム 
      ・ソフトウェアツール 
サービス 
        ・プロフェッショナルサービス 
        -トレーニング/コンサルティングサービス 
        -サポート/メンテナンス 
        -システムインテグレーション(SI)/実装サービス 
        ・マネージドサービス 
        ※(市場規模US$)
・大手企業 
        ・中小企業 
        ※(市場規模US$)
・電話 
        ・ソーシャルメディア 
        ・チャット 
        ・メール/テキスト 
        ・ウェブサイト 
        ※(市場規模US$)
・クラウド 
        ・オンプレミス 
        ※(市場規模US$)
・ワークフォース最適化 
        ・予測コールルーティング 
        ・ジャーニーオーケストレーション 
        ・エージェントパフォーマンス管理 
        ・感情分析 
        ・アポイントメントスケジューリング 
        ・その他用途 
        ※(市場規模US$)
・金融(BFSI)
        ・メディア/エンターテイメント 
        ・小売/E-コマース 
        ・ヘルスケア/ライフサイエンス 
        ・旅行/ホスピタリティ 
        ・IT/通信 
        ・輸送/ロジスティクス 
        ・その他業界 
        ※(市場規模US$)
北米 
        ・米国、カナダ 
        欧州 
        ・英国、ドイツ、フランス 
        ・その他欧州 
        アジア太平洋 
        ・日本、インド、中国、タイ 
        ・その他アジア太平洋 
        中東アフリカ 
        ・サウジアラビア、UAE、南アフリカ 
        ・その他中東アフリカ 
        中南米 
        ・ブラジル、メキシコ 
        ・その他中南米 
        ※地域別に全セグメント別の細分化データ掲載、詳細は目次参照 
        ※国別にコンポーネント別の細分化データ掲載、詳細は目次参照 
・市場ダイナミクス(ドライバー、障壁、機会、課題)
        ・エコシステム 
        ・サプライチェーン分析 
        ・ケーススタディ分析 
        ・技術分析 
        ・特許分析 
        ・ファイブフォース分析 
        ・市場シェア分析 
        ・競合状況 
・IBM
        ・MICROSOFT
        ・ORACLE
        ・AWS
        ・GOOGLE
        ・SAP
        ・AVAYA
        ・NICE
        ・NUANCE COMMUNICATIONS
        ・GENESYS
        ・8X8
      ・ARTIFICIAL SOLUTIONS
(その他企業) 
        ・RINGCENTRAL
        ・TALKDESK
        ・DIALPAD
        ・TWILIO
        ・ZENDESK
        ・FIVE9
        ・KORE.AI
        ・INBENTA
        ・CREATIVE VIRTUAL
(全295頁)
        【レポート詳細目次、データ項目一覧は当ページ下を参照ください】
1.1             OBJECTIVES OF STUDY 
        1.2             MARKET DEFINITION 
        1.2.1              INCLUSIONS AND EXCLUSIONS 
        1.3             MARKET SCOPE 
        1.3.1              MARKET SEGMENTATION 
        1.3.2              REGIONS COVERED.. 45 
        1.3.3              YEARS CONSIDERED.. 45 
        1.4             CURRENCY CONSIDERED 
        ・       TABLE 1....... UNITED STATES DOLLAR EXCHANGE RATE,  2018–2020 
        1.5             STAKEHOLDERS 
        1.6             SUMMARY OF CHANGES
2.1             RESEARCH DATA 
        ・       FIGURE 1................. CALL CENTER AI MARKET: RESEARCH DESIGN 
        2.1.1              SECONDARY DATA 
        2.1.2              PRIMARY DATA 
        ・       TABLE 2................................................. PRIMARY INTERVIEWS 
        2.1.2.1            BREAKUP OF  PRIMARY PROFILES 
        2.1.2.2            KEY INDUSTRY  INSIGHTS 
        2.2             MARKET BREAKUP AND DATA  TRIANGULATION 
        ・       FIGURE 2............................................... DATA TRIANGULATION 
        2.3             MARKET SIZE ESTIMATION 
        ・       FIGURE 3..... CALL CENTER AI MARKET: TOP-DOWN AND  BOTTOM-UP APPROACHES 
        2.3.1              TOP-DOWN APPROACH.. 52 
        2.3.2              BOTTOM-UP APPROACH 
        ・       FIGURE 4.. MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1  (SUPPLY-SIDE): REVENUE FROM SOLUTIONS/SERVICES OF CALL CENTER AI MARKET 
        ・       FIGURE 5.. MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2,  BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF CALL  CENTER AI MARKET 
        ・       FIGURE 6.. MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3,  BOTTOM-UP   (SUPPLY-SIDE): COLLECTIVE  REVENUE FROM ALL SOLUTIONS/SERVICES OF CALL CENTER AI MARKET 
        ・       FIGURE 7.. MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4,  BOTTOM-UP (DEMAND-SIDE): SHARE OF CALL CENTER AI THROUGH OVERALL CALL CENTER AI  SPENDING 
        2.4             MARKET FORECAST 
        ・       TABLE 3...................................................... FACTOR ANALYSIS.. 56 
        2.5             COMPANY EVALUATION  MATRIX METHODOLOGY 
        ・       FIGURE 8..... COMPANY EVALUATION MATRIX: CRITERIA  WEIGHTAGE 
        2.6             STARTUP/SME EVALUATION  MATRIX METHODOLOGY 
        ・       FIGURE 9 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 
        2.7             ASSUMPTIONS FOR STUDY 
        2.8             LIMITATIONS OF STUDY 
        2.9             IMPLICATIONS OF  COVID-19 ON CALL CENTER AI MARKET 
        ・       FIGURE 10.. QUARTERLY IMPACT OF COVID-19 DURING 2020–2021
・       TABLE 4. GLOBAL CALL CENTER AI MARKET SIZE AND GROWTH  RATE,  
        2016–2021 (USD MILLION, Y-O-Y %) 
        ・       TABLE 5. GLOBAL CALL CENTER AI MARKET SIZE AND GROWTH  RATE,  
        2022–2027 (USD MILLION, Y-O-Y %) 
        ・       FIGURE 11.... CALL CENTER AI MARKET SNAPSHOT, BY  COMPONENT 
        ・       FIGURE 12........ CALL CENTER AI MARKET SNAPSHOT, BY  SOLUTION 
        ・       FIGURE 13.......... CALL CENTER AI MARKET SNAPSHOT, BY  SERVICE 
        ・       FIGURE 14. CALL CENTER AI MARKET SNAPSHOT, BY PROFESSIONAL  SERVICE 
        ・       FIGURE 15......... CALL CENTER AI MARKET SNAPSHOT, BY MODE  OF CHANNEL 
        ・       FIGURE 16.... CALL CENTER AI MARKET SNAPSHOT, BY  DEPLOYMENT MODE 
        ・       FIGURE 17. CALL CENTER AI MARKET SNAPSHOT, BY ORGANIZATION  SIZE 
        ・       FIGURE 18.... CALL CENTER AI MARKET SNAPSHOT, BY  APPLICATION 
        ・       FIGURE 19......... CALL CENTER AI MARKET SNAPSHOT, BY  VERTICAL 
        ・       FIGURE 20........... CALL CENTER AI MARKET SNAPSHOT, BY  REGION
4.1             ATTRACTIVE MARKET  OPPORTUNITIES IN CALL CENTER AI MARKET 
        ・       FIGURE 21..... ADVENT OF AI IN CALL CENTER OFFERING  ENHANCED CUSTOMER SUPPORT SERVICES AND EXPERIENCE TO DRIVE GROWTH OF MARKET 
        4.2             CALL CENTER AI MARKET:  TOP THREE APPLICATIONS 
        ・       FIGURE 22......... PREDICTIVE CALL ROUTING SEGMENT TO GROW  AT HIGHEST CAGR DURING FORECAST PERIOD 
        4.3             CALL CENTER AI MARKET:  BY REGION 
        ・       FIGURE 23... NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2022 
        4.4             CALL CENTER AI MARKET  IN NORTH AMERICA, BY TOP THREE APPLICATIONS AND MODE OF CHANNELS 
        ・       FIGURE 24............. PHONE MODE OF CHANNELS AND WORKFORCE  OPTIMIZATION APPLICATION TO ACCOUNT FOR LARGEST SHARES IN CALL CENTER AI MARKET  IN 2022
5.1             INTRODUCTION 
        5.2             MARKET DYNAMICS 
        ・       FIGURE 25............... DRIVERS, RESTRAINTS, OPPORTUNITIES, AND  CHALLENGES: CALL CENTER AI MARKET 
        5.2.1              DRIVERS 
        5.2.1.1            ADVENT OF AI  IN CALL CENTER TO OFFER ENHANCED CUSTOMER SUPPORT SERVICES AND BETTER  EXPERIENCE 
        5.2.1.2            RISING  DEVELOPMENT IN CUSTOMER ENGAGEMENT THROUGH SOCIAL MEDIA PLATFORMS 
        5.2.1.3            INCREASED  DATA GENERATION 
        5.2.2              RESTRAINTS 
        5.2.2.1            UNSUPERVISED  LEARNING 
        5.2.3              OPPORTUNITIES 
        5.2.3.1            ADVANCEMENTS  IN AI AND ML TO FACILITATE REAL-TIME ACTIONABLE INSIGHTS.. 75 
        5.2.3.2            INTEGRATION  OF GESTURE RECOGNITION WITH AI-BASED CHATBOTS AND IVAS.. 75 
        5.2.4              CHALLENGES 
        5.2.4.1            DATA PRIVACY  AND SECURITY CONCERNS DURING PANDEMIC 
        5.2.4.2            LACK OF  SKILLED WORKFORCE TO ARTICULATE BUSINESS OPERATIONS 
        5.2.4.3            PREFERENCE  FOR ONLINE CHAT OVER CHATBOTS 
        5.2.4.4            SLOW  DIGITIZATION ACROSS EMERGING ECONOMIES 
        5.2.5              CUMULATIVE GROWTH ANALYSIS 
        5.3             INDUSTRY TRENDS 
        5.3.1              CALL CENTER AI MARKET: EVOLUTION 
        ・       FIGURE 26...................... EVOLUTION OF CALL CENTER AI MARKET 
        5.3.2              ECOSYSTEM 
        ・       FIGURE 27........................ CALL CENTER AI MARKET: ECOSYSTEM 
        5.3.3              SUPPLY CHAIN ANALYSIS 
        ・       FIGURE 28.......................................... SUPPLY CHAIN ANALYSIS 
        ・       TABLE 6......................... CALL CENTER AI MARKET: SUPPLY CHAIN 
        5.3.4              CALL CENTER AI MARKET: COVID-19 IMPACT 
        ・       FIGURE 29............. CALL CENTER AI MARKET TO WITNESS MINIMAL  SLOWDOWN IN GROWTH IN 2020 
        5.3.5              TRENDS/DISRUPTIONS IMPACTING  BUYERS/CLIENTS OF CALL CENTER AI MARKET 
        ・       FIGURE 30.......... CALL CENTER AI MARKET:  TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 
        5.3.6              CASE STUDY ANALYSIS 
        5.3.6.1            CITIBOT USED  AMAZON LEX TO BUILD CONVERSATIONAL INTERFACES FOR TEXT AND VOICE APPLICATIONS 
        5.3.6.2            OSU  UNIVERSITY USED AMAZON CONNECT AND QNABOT TO PROVIDE SEAMLESS EXPERIENCE ACROSS  VOICE AND CHAT FOR CUSTOMERS AND AGENTS 
        5.3.6.3            OSCAR HEALTH  CHOSE CXONE WORKFORCE MANAGEMENT ENTERPRISE TO MINIMIZE ADMINISTRATIVE BURDEN  AND FOCUS ON SCHEDULING AND FORECASTING 
        5.3.6.4            PLDT TURNED  TO ORACLE DIGITAL ASSISTANT RUNNING ON ORACLE CLOUD INFRASTRUCTURE TO POWER ITS  SELF-SERVICE CHATBOT 
        5.3.6.5            ECHO CHOSE  ORACLE DIGITAL ASSISTANT TO HELP IMPROVE CUSTOMER EXPERIENCE 
        5.3.6.6            FIREFLY  HEALTH SWITCHED TO DIALPAD TO GET NEW INFORMATION QUICKLY 
        5.3.6.7            SOLARZERO  USED DIALPAD TO HAVE A MODERN PHONE SYSTEM THAT IS HIGHLY RELIABLE AND DOES NOT  DROP CALLS 
        5.3.6.8            STANDARD  CHARTERED USED AVAYA ONECLOUD TO ACHIEVE PERSONALIZED AND CONSISTENT CLIENT  SERVICE 
        5.3.6.9            PREFERRED  HOME CARE USED AVAYA CLOUD OFFICE TO BE ABLE TO REACH PATIENTS DURING AN OUTAGE  OR OTHER CRISIS 
        5.3.6.10          VODAFONE  SELECTED AMAZON CONNECT TO SIMPLIFY CONTACT CENTER OPERATIONS BY DRAWING ON AI  AND ML 
        5.3.7              TECHNOLOGY ANALYSIS 
        5.3.7.1            ML AND DEEP  LEARNING 
        5.3.7.2            NATURAL  LANGUAGE PROCESSING 
        5.3.7.3            AUTOMATIC  SPEECH RECOGNITION 
        5.3.7.4            CLOUD  COMPUTING 
        5.3.8              PATENT ANALYSIS.. 91 
        5.3.8.1            METHODOLOGY 
        5.3.8.2            DOCUMENT  TYPE 
        ・       TABLE 7......................................... PATENTS FILED, 2018-2022 
        5.3.8.3            INNOVATION  AND PATENT APPLICATIONS 
        ・       FIGURE 31....... TOTAL NUMBER OF PATENTS GRANTED IN ONE  YEAR, 2018–2022 
        5.3.8.4            TOP  APPLICANTS 
        ・       FIGURE 32.. TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT  APPLICATIONS,  2018–2022 
        5.3.9              PRICING MODEL ANALYSIS, 2021 
        ・       TABLE 8. CALL CENTER AI MARKET: PRICING MODEL ANALYSIS, 2021 
        5.3.10            PORTER’S FIVE FORCES ANALYSIS 
        ・       TABLE 9......... IMPACT OF EACH FORCE ON CALL CENTER AI  MARKET 
        ・       FIGURE 33.............................. PORTER’S FIVE FORCES ANALYSIS 
        5.3.10.1          THREAT OF NEW  ENTRANTS 
        5.3.10.2          THREAT OF  SUBSTITUTES 
        5.3.10.3          BARGAINING  POWER OF SUPPLIERS 
        5.3.10.4          BARGAINING  POWER OF BUYERS 
        5.3.10.5          RIVALRY AMONG  EXISTING COMPETITORS 
        5.3.11            SCENARIO 
        ・       TABLE 10 CRITICAL FACTORS TO IMPACT GROWTH OF CALL CENTER AI  MARKET 
        5.4             REGULATORY IMPLICATIONS 
        5.4.1              GENERAL DATA PROTECTION REGULATION 
        5.4.2              HEALTH INSURANCE PORTABILITY AND  ACCOUNTABILITY ACT 
        5.4.3              PAYMENT CARD INDUSTRY DATA SECURITY  STANDARD 
        5.4.4              SARBANES-OXLEY ACT OF 2002 
        5.4.5              SOC 2 TYPE II COMPLIANCE 
        5.4.6              ISO/IEC 27001 
        5.4.7              THE GRAMM–LEACH–BLILEY ACT 
        5.5             KEY STAKEHOLDERS AND  BUYING CRITERIA 
        5.5.1              KEY STAKEHOLDERS IN BUYING PROCESS 
        ・       FIGURE 34. INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS (%) 
        ・       TABLE 11... INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS (%) 
        5.5.2              BUYING CRITERIA.. 100 
        ・       FIGURE 35............................................. KEY BUYING CRITERIA 
        ・       TABLE 12.................... KEY BUYING CRITERIA FOR CALL CENTER AI 
        5.6             KEY CONFERENCES &  EVENTS IN 2022-2023 
        ・       TABLE 13.............. CONTACT CENTER AI MARKET: DETAILED LIST  OF CONFERENCES & EVENTS 
        5.7             REGULATORY LANDSCAPE 
        5.7.1              REGULATORY BODIES, GOVERNMENT AGENCIES,  AND OTHER ORGANIZATIONS 
        ・       TABLE 14.............. NORTH AMERICA: LIST OF REGULATORY  BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 
        ・       TABLE 15...... EUROPE: LIST OF REGULATORY BODIES,  GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 
        ・       TABLE 16 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT  AGENCIES, AND OTHER ORGANIZATIONS 
        ・       TABLE 17..... MIDDLE EAST & AFRICA: LIST OF  REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 
        ・       TABLE 18............... LATIN AMERICA: LIST OF REGULATORY  BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
6.1             INTRODUCTION 
        6.1.1              CALL CENTER AI: COVID-19 IMPACT 
        ・       FIGURE 36 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING  FORECAST PERIOD 
        ・       TABLE 19.... CALL CENTER AI MARKET, BY COMPONENT,  2016–2021 (USD MILLION) 
        ・       TABLE 20.... CALL CENTER AI MARKET, BY COMPONENT,  2022–2027 (USD MILLION) 
        6.2             SOLUTIONS 
        ・       FIGURE 37 PLATFORM SEGMENT TO REGISTER HIGHER CAGR DURING  FORECAST PERIOD 
        ・       TABLE 21 CALL CENTER AI MARKET, BY SOLUTION, 2016–2021 (USD  MILLION) 
        ・       TABLE 22 CALL CENTER AI MARKET, BY SOLUTION, 2022–2027 (USD  MILLION) 
        6.2.1              PLATFORM 
        6.2.1.1            RISING  DEMAND FOR AI IN CALL CENTERS TO ENHANCE AGENT PERFORMANCE AND ENABLE CUSTOMERS 
        ・       TABLE 23............ PLATFORM: CALL CENTER AI MARKET, BY  REGION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 24............ PLATFORM: CALL CENTER AI MARKET, BY  REGION, 
        2022–2027 (USD MILLION) 
        6.2.2              SOFTWARE TOOLS 
        6.2.2.1            CALL CENTER  AI SOFTWARE HELPS IN DEEPER UNDERSTANDING OF CUSTOMERS ACROSS DIFFERENT  CONTEXTS AND CHANNEL MODES 
        ・       TABLE 25... SOFTWARE TOOLS: CALL CENTER AI MARKET, BY REGION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 26... SOFTWARE TOOLS: CALL CENTER AI MARKET, BY REGION,
        2022–2027 (USD MILLION) 
        6.3             SERVICES 
        ・       FIGURE 38...... MANAGED SERVICES SEGMENT TO GROW AT  HIGHER CAGR DURING FORECAST PERIOD 
        ・       TABLE 27.. CALL CENTER AI MARKET, BY SERVICE, 2016–2021 (USD  MILLION) 
        ・       TABLE 28.. CALL CENTER AI MARKET, BY SERVICE, 2022–2027 (USD  MILLION) 
        ・       TABLE 29............. SERVICES: CALL CENTER AI MARKET, BY  REGION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 30............. SERVICES: CALL CENTER AI MARKET, BY  REGION, 
        2022–2027 (USD MILLION) 
        6.3.1              PROFESSIONAL SERVICES 
        ・       FIGURE 39. SYSTEM INTEGRATION & IMPLEMENTATION SEGMENT TO  GROW AT HIGHEST CAGR DURING FORECAST PERIOD 
        ・       TABLE 31.... PROFESSIONAL SERVICES: CALL CENTER AI MARKET,  BY TYPE,  
        2016–2021 (USD MILLION) 
        ・       TABLE 32.... PROFESSIONAL SERVICES: CALL CENTER AI  MARKET, BY TYPE,  
        2022–2027 (USD MILLION) 
        ・       TABLE 33.... PROFESSIONAL SERVICES: CALL CENTER AI  MARKET, BY REGION,  
        2016–2021 (USD MILLION) 
        ・       TABLE 34.... PROFESSIONAL SERVICES: CALL CENTER AI  MARKET, BY REGION,  
        2022–2027 (USD MILLION) 
        6.3.1.1            TRAINING  & CONSULTING SERVICES 
        6.3.1.1.1            TRAINING AND  CONSULTING SERVICES HELP IN INITIAL PHASE OF IMPLEMENTING CALL CENTER AI 
        ・       TABLE 35....... TRAINING & CONSULTING SERVICES: CALL  CENTER AI MARKET, BY REGION,  2016–2021  (USD MILLION) 
        ・       TABLE 36....... TRAINING & CONSULTING SERVICES: CALL  CENTER AI MARKET, BY REGION,  2022–2027  (USD MILLION) 
        6.3.1.2            SUPPORT  & MAINTENANCE 
        6.3.1.2.1            SUPPORT  & MAINTENANCE SERVICES HELP ORGANIZATIONS UNDERSTAND CHANGING BUSINESS  CONDITIONS AND MARKET TRENDS 
        ・       TABLE 37..... SUPPORT & MAINTENANCE SERVICES: CALL  CENTER AI MARKET, BY REGION,  2016–2021  (USD MILLION) 
        ・       TABLE 38..... SUPPORT & MAINTENANCE SERVICES: CALL  CENTER AI MARKET, BY REGION,  2022–2027  (USD MILLION) 
        6.3.1.3            SYSTEM  INTEGRATION & IMPLEMENTATION SERVICES 
6.3.1.3.1            SYSTEM  INTEGRATION & DEPLOYMENT SERVICES FACILITATE INTEGRATION OF DEVICES AND  SOFTWARE AND THEIR DEPLOYMENT 
        ・       TABLE 39...... SYSTEM INTEGRATION & IMPLEMENTATION  SERVICES: CALL CENTER AI MARKET,  BY  REGION, 2016–2021 (USD MILLION) 
        ・       TABLE 40...... SYSTEM INTEGRATION & IMPLEMENTATION  SERVICES: CALL CENTER AI MARKET,  BY  REGION, 2022–2027 (USD MILLION) 
        6.3.2              MANAGED SERVICES.. 117 
        6.3.2.1            ENTERPRISES  MUST ENSURE PROVISION OF CERTAIN SERVICES FOR THEIR CLIENTS TO MAINTAIN THEIR  MARKET POSITION 
        ・       TABLE 41.......... MANAGED SERVICES: CALL CENTER AI MARKET,  BY REGION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 42.......... MANAGED SERVICES: CALL CENTER AI MARKET,  BY REGION, 
        2022–2027 (USD MILLION)
7.1             INTRODUCTION 
        ・       FIGURE 40.. SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO  REGISTER HIGHER CAGR DURING FORECAST PERIOD 
        ・       TABLE 43........... CALL CENTER AI MARKET, BY ORGANIZATION  SIZE, 
        2016–2021 (USD MILLION) 
        ・       TABLE 44........... CALL CENTER AI MARKET, BY ORGANIZATION  SIZE, 
        2022–2027 (USD MILLION) 
        7.2             LARGE ENTERPRISES 
        7.2.1              FOCUS ON SOLUTIONS TO EFFECTIVELY MANAGE  COMPLEX BUSINESS PROCESSES TO ENHANCE CUSTOMER ENGAGEMENT 
        ・       TABLE 45.......... LARGE ENTERPRISES: CALL CENTER AI  MARKET, BY REGION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 46.......... LARGE ENTERPRISES: CALL CENTER AI  MARKET, BY REGION, 
        2022–2027 (USD MILLION) 
        7.3             SMALL AND MEDIUM-SIZED  ENTERPRISES 
        7.3.1              REDUCED OPERATIONAL COSTS, GOVERNMENT  SUPPORT, AND ENHANCED IT INFRASTRUCTURE TO INFLUENCE ADOPTION OF CALL CENTER AI  SOLUTIONS 
        ・       TABLE 47 SMALL AND MEDIUM-SIZED ENTERPRISES: CALL CENTER AI  MARKET, BY REGION,  2016–2021 (USD  MILLION) 
        ・       TABLE 48 SMALL AND MEDIUM-SIZED ENTERPRISES: CALL CENTER AI  MARKET, BY REGION,  2022–2027 (USD  MILLION) 
8.1             INTRODUCTION 
        ・       FIGURE 41..... SOCIAL MEDIA SEGMENT TO GROW AT HIGHEST  CAGR DURING FORECAST PERIOD 
        ・       TABLE 49............ CALL CENTER AI MARKET, BY MODE OF  CHANNEL, 
        2016–2021 (USD MILLION) 
        ・       TABLE 50............ CALL CENTER AI MARKET, BY MODE OF  CHANNEL, 
        2022–2027 (USD MILLION) 
        8.2             PHONE 
        8.2.1              PHONE TO BE MOST-USED CUSTOMER SERVICE  CHANNEL TO HELP CUSTOMERS GET QUICK RESOLUTION FOR THEIR QUERIES 
        ・       TABLE 51 PHONE: CALL CENTER AI MARKET, BY REGION, 2016–2021  (USD MILLION) 
        ・       TABLE 52 PHONE: CALL CENTER AI MARKET, BY REGION, 2022–2027  (USD MILLION) 
        8.3             SOCIAL MEDIA 
        8.3.1              CUSTOMERS USE SOCIAL MEDIA PLATFORMS TO  HIGHLIGHT POSITIVE OR NEGATIVE EXPERIENCES THEY HAVE HAD WITH BRANDS 
        ・       TABLE 53....... SOCIAL MEDIA: CALL CENTER AI MARKET, BY  REGION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 54....... SOCIAL MEDIA: CALL CENTER AI MARKET, BY  REGION, 
        2022–2027 (USD MILLION) 
        8.4             CHAT 
        8.4.1              CHAT-BASED CALL CENTER AI SOFTWARE TOOLS  TO IMPROVE RESPONSE TIME AND LOWER OPERATIONAL COSTS IN LONG RUN 
        ・       TABLE 55.. CHAT: CALL CENTER AI MARKET, BY REGION, 2016–2021  (USD MILLION) 
        ・       TABLE 56.. CHAT: CALL CENTER AI MARKET, BY REGION, 2022–2027  (USD MILLION) 
        8.5             EMAIL OR TEXT 
        8.5.1              VERSATILE WEBSITE ENGAGEMENT TOOL TO  COMMUNICATE PERSONAL CORRESPONDENCE AND ONE-ON-ONE CONVERSATIONS 
        ・       TABLE 57....... EMAIL OR TEXT: CALL CENTER AI MARKET, BY  REGION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 58....... EMAIL OR TEXT: CALL CENTER AI MARKET, BY  REGION, 
        2022–2027 (USD MILLION) 
        8.6             WEBSITE 
        8.6.1              WEBSITE CHAT TO BE MOST COST-EFFECTIVE  CHANNEL TO SUPPORT MULTIPLE CUSTOMERS AT ONE TIME 
        ・       TABLE 59..... WEBSITE: CALL CENTER AI MARKET, BY  REGION, 2016–2021 (USD MILLION) 
        ・       TABLE 60..... WEBSITE: CALL CENTER AI MARKET, BY  REGION, 2022–2027 (USD MILLION) 
9.1             INTRODUCTION 
        ・       FIGURE 42 CLOUD SEGMENT TO ACCOUNT FOR LARGER MARKET SIZE  DURING FORECAST PERIOD 
        ・       TABLE 61........... CALL CENTER AI MARKET, BY DEPLOYMENT  MODE, 
        2016–2021 (USD MILLION) 
        ・       TABLE 62........... CALL CENTER AI MARKET, BY DEPLOYMENT  MODE, 
        2022–2027 (USD MILLION) 
        9.2             CLOUD 
        9.2.1              CLOUD-BASED CALL CENTER AI SOLUTIONS TO  GAIN TRACTION DUE TO THEIR COST-EFFECTIVENESS AND GLOBAL AVAILABILITY 
        ・       TABLE 63 CLOUD: CALL CENTER AI MARKET, BY REGION, 2016–2021  (USD MILLION) 
        ・       TABLE 64 CLOUD: CALL CENTER AI MARKET, BY REGION, 2022–2027  (USD MILLION) 
        9.3             ON-PREMISES 
        9.3.1              DATA PRIVACY CONCERNS AND INCREASING IT  INFRASTRUCTURE COSTS TO DRIVE GROWTH OF ON-PREMISES DEPLOYMENT MODE 
        ・       TABLE 65....... ON-PREMISES: CALL CENTER AI MARKET, BY  REGION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 66....... ON-PREMISES: CALL CENTER AI MARKET, BY  REGION, 
        2022–2027 (USD MILLION)
10.1          INTRODUCTION 
        ・       FIGURE 43........ PREDICTIVE CALL ROUTING SEGMENT TO  REGISTER HIGHEST CAGR DURING THE FORECAST PERIOD 
        ・       TABLE 67.... CALL CENTER AI MARKET, BY APPLICATION,  2016–2021 (USD MILLION) 
        ・       TABLE 68.... CALL CENTER AI MARKET, BY APPLICATION,  2022–2027 (USD MILLION) 
        10.2          WORKFORCE OPTIMIZATION 
        10.2.1            WORKFORCE OPTIMIZATION TO MODERNIZE CALL  CENTER TECHNOLOGIES AND PLATFORMS 
        ・       TABLE 69. WORKFORCE OPTIMIZATION: CALL CENTER AI MARKET, BY  REGION,  
        2016–2021 (USD MILLION) 
        ・       TABLE 70. WORKFORCE OPTIMIZATION: CALL CENTER AI MARKET, BY  REGION,  
        2022–2027 (USD MILLION) 
        10.3          PREDICTIVE CALL ROUTING 
        10.3.1            PREDICTIVE CALL ROUTING TO USE  ARTIFICIAL INTELLIGENCE-BASED CALL CENTER TECHNIQUES AND ANALYTICS 
        ・       TABLE 71... PREDICTIVE CALL ROUTING: CALL CENTER AI MARKET, BY  REGION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 72... PREDICTIVE CALL ROUTING: CALL CENTER AI MARKET, BY  REGION,  
        2022–2027 (USD MILLION) 
        10.4          JOURNEY ORCHESTRATION 
        10.4.1            JOURNEY ORCHESTRATION TO PROVIDE  HOLISTIC VIEW OF CUSTOMER INTERACTIONS WITH ORGANIZATION.. 141 
        ・       TABLE 73... JOURNEY ORCHESTRATION: CALL CENTER AI MARKET, BY  REGION,  
        2016–2021 (USD MILLION) 
        ・       TABLE 74... JOURNEY ORCHESTRATION: CALL CENTER AI MARKET, BY  REGION,  
        2022–2027 (USD MILLION) 
        10.5          AGENT PERFORMANCE  MANAGEMENT 
        10.5.1            GROWING NEED TO MANAGE AND HANDLE AGENT  PERFORMANCE TO DRIVE CALL CENTER AI MARKET GROWTH 
        ・       TABLE 75..... AGENT PERFORMANCE MANAGEMENT: CALL  CENTER AI MARKET, BY REGION,  2016–2021  (USD MILLION) 
        ・       TABLE 76..... AGENT PERFORMANCE MANAGEMENT: CALL  CENTER AI MARKET, BY REGION,  2022–2027  (USD MILLION) 
        10.6          SENTIMENT ANALYSIS 
        10.6.1            RISING NEED TO AUTOMATE CONTACT CENTER  PROCESSES AND GAIN CUSTOMER INSIGHTS TO BOOST CALL CENTER AI GROWTH 
        ・       TABLE 77......... SENTIMENT ANALYSIS: CALL CENTER AI  MARKET, BY REGION,  
        2016–2021 (USD MILLION) 
        ・       TABLE 78......... SENTIMENT ANALYSIS: CALL CENTER AI  MARKET, BY REGION, 
        2022–2027 (USD MILLION) 
        10.7          APPOINTMENT SCHEDULING 
        10.7.1            NEED TO  AUTOMATE MULTIPLE TASKS AND  ENHANCE PERSONALIZED CUSTOMER EXPERIENCE TO DRIVE MARKET GROWTH 
        ・       TABLE 79. APPOINTMENT SCHEDULING: CALL CENTER AI MARKET, BY  REGION,  
        2016–2021 (USD MILLION) 
        ・       TABLE 80. APPOINTMENT SCHEDULING: CALL CENTER AI MARKET, BY  REGION, 
        2022–2027 (USD MILLION) 
        10.8          OTHER APPLICATIONS 
        ・       TABLE 81......... OTHER APPLICATIONS: CALL CENTER AI  MARKET, BY REGION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 82......... OTHER APPLICATIONS: CALL CENTER AI  MARKET, BY REGION, 
        2022–2027 (USD MILLION)
11.1          INTRODUCTION 
        ・       FIGURE 44... HEALTHCARE & LIFE SCIENCES SEGMENT TO REGISTER  HIGHEST CAGR DURING FORECAST PERIOD 
        ・       TABLE 83. CALL CENTER AI MARKET, BY VERTICAL, 2016–2021 (USD  MILLION) 
        ・       TABLE 84. CALL CENTER AI MARKET, BY VERTICAL, 2022–2027 (USD  MILLION) 
        11.2          BANKING, FINANCIAL  SERVICES, & INSURANCE 
        11.2.1            CALL CENTER AI SOLUTIONS TO HELP  FINANCIAL INSTITUTIONS CONNECT WITH CUSTOMERS AND IMPROVE EXPERIENCE 
        ・       TABLE 85... BANKING, FINANCIAL SERVICES, AND INSURANCE: CALL  CENTER AI MARKET, BY REGION, 2016–2021 (USD MILLION) 
        ・       TABLE 86... BANKING, FINANCIAL SERVICES, AND INSURANCE: CALL  CENTER AI MARKET, BY REGION, 2022–2027 (USD MILLION) 
        11.3          MEDIA &  ENTERTAINMENT 
        11.3.1            MEDIA & ENTERTAINMENT FIRMS TO  DELIVER SEAMLESS, PERSONAL, AND PROFI・       TABLE EXPERIENCE TO CUSTOMERS 
        ・       TABLE 87.... MEDIA & ENTERTAINMENT: CALL CENTER  AI MARKET, BY REGION,  
        2016–2021 (USD MILLION) 
        ・       TABLE 88.... MEDIA & ENTERTAINMENT: CALL CENTER  AI MARKET, BY REGION,  
        2022–2027 (USD MILLION) 
        11.4          RETAIL & ECOMMERCE 
        11.4.1            CALL CENTER AI SOLUTIONS TO PROVIDE  BETTER CUSTOMER SERVICE FOR CUSTOMER LOYALTY AND RETENTION 
        ・       TABLE 89........ RETAIL & ECOMMERCE: CALL CENTER AI  MARKET, BY REGION,  
        2016–2021 (USD MILLION) 
        ・       TABLE 90........ RETAIL & ECOMMERCE: CALL CENTER AI  MARKET, BY REGION,  
        2022–2027 (USD MILLION) 
        11.5          HEALTHCARE & LIFE  SCIENCES 
        11.5.1          HEALTHCARE CENTERS TO UTILIZE CALL CENTERS AI  SOLUTIONS TO IMPROVE THEIR QUALITY OF SERVICE 
        ・       TABLE 91.. HEALTHCARE & LIFE SCIENCES: CALL CENTER AI  MARKET, BY REGION,  2016–2021 (USD  MILLION) 
        ・       TABLE 92.. HEALTHCARE & LIFESCIENCES: CALL CENTER AI  MARKET, BY REGION,  2022–2027 (USD  MILLION) 
        11.6          TRAVEL &  HOSPITALITY 
        11.6.1            CALL CENTER AI SOLUTIONS TO HELP  CONSUMERS BY PROVIDING RELIABLE ACCESS TO MOST UP-TO-DATE INFORMATION 
        ・       TABLE 93........ TRAVEL & HOSPITALITY: CALL CENTER AI  MARKET, BY REGION,  
        2016–2021 (USD MILLION) 
        ・       TABLE 94........ TRAVEL & HOSPITALITY: CALL CENTER AI  MARKET, BY REGION, 
        2022–2027 (USD MILLION) 
        11.7          IT & TELECOM 
        11.7.1            ENHANCED CUSTOMER SERVICE DELIVERY USING  CHATBOTS TO OFFER COMPETITIVE ADVANTAGE TO TELECOM VENDORS 
        ・       TABLE 95........ IT & TELECOM: CALL CENTER AI MARKET,  BY REGION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 96........ IT & TELECOM: CALL CENTER AI MARKET,  BY REGION, 
        2022–2027 (USD MILLION) 
        11.8          TRANSPORTATION &  LOGISTICS 
        11.8.1            CALL CENTER AI SOLUTIONS TO SUPPORT  TRANSPORTATION AND LOGISTICS FIRMS TO EFFECTIVELY HANDLE COMPLEX INVENTORY AND  SUPPLY CHAIN OPERATIONS 
        ・       TABLE 97. TRANSPORTATION & LOGISTICS: CALL CENTER AI  MARKET, BY REGION,  2016–2021 (USD  MILLION) 
        ・       TABLE 98. TRANSPORTATION & LOGISTICS: CALL CENTER AI  MARKET, BY REGION,  2022–2027 (USD  MILLION) 
        11.9          OTHER VERTICALS 
        ・       TABLE 99... OTHER VERTICALS: CALL CENTER AI MARKET, BY REGION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 100. OTHER VERTICALS: CALL CENTER AI MARKET, BY REGION, 
        2022–2027 (USD MILLION) 
12.1          INTRODUCTION 
        12.1.1            COVID-19 IMPACT. 159 
        ・       FIGURE 45............ INDIA TO ACCOUNT FOR HIGHEST CAGR DURING  FORECAST PERIOD 
        ・       FIGURE 46......... ASIA PACIFIC TO WITNESS HIGHEST CAGR  DURING FORECAST PERIOD 
        ・       TABLE 101.. CALL CENTER AI MARKET, BY REGION, 2016–2021 (USD  MILLION) 
        ・       TABLE 102.. CALL CENTER AI MARKET, BY REGION, 2022–2027 (USD  MILLION) 
        12.2          NORTH AMERICA 
        12.2.1            NORTH AMERICA: REGULATIONS 
        12.2.1.1          PERSONAL  INFORMATION PROTECTION AND ELECTRONIC DOCUMENTS ACT (PIPEDA) 
        12.2.1.2          GRAMM–LEACH–BLILEY  (GLB) ACT 
        12.2.1.3          HEALTH  INSURANCE PORTABILITY AND ACCOUNTABILITY ACT (HIPAA) OF 1996 
        12.2.1.4          HEALTH LEVEL  SEVEN (HL7) 
        12.2.1.5          OCCUPATIONAL  SAFETY AND HEALTH ADMINISTRATION (OSHA) 
        12.2.1.6          FEDERAL  INFORMATION SECURITY MANAGEMENT ACT (FISMA) 
        12.2.1.7          FEDERAL  INFORMATION PROCESSING STANDARDS (NIST) 
        12.2.1.8          CALIFORNIA  CONSUMER PRIVACY ACT (CSPA) 
        ・       FIGURE 47......................... NORTH AMERICA: MARKET SNAPSHOT 
        ・       TABLE 103.............. NORTH AMERICA: CALL CENTER AI MARKET, BY  COMPONENT,  
        2016–2021 (USD MILLION) 
        ・       TABLE 104.............. NORTH AMERICA: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        ・       TABLE 105 NORTH AMERICA: CALL CENTER AI MARKET, BY SOLUTION,
        2016–2021 (USD MILLION) 
        ・       TABLE 106 NORTH AMERICA: CALL CENTER AI MARKET, BY SOLUTION, 
        2022–2027 (USD MILLION) 
        ・       TABLE 107. NORTH AMERICA: CALL CENTER AI MARKET, BY SERVICE, 
        2016–2021 (USD MILLION) 
        ・       TABLE 108. NORTH AMERICA: CALL CENTER AI MARKET, BY SERVICE, 
        2022–2027 (USD MILLION) 
        ・       TABLE 109.............. NORTH AMERICA: CALL CENTER AI MARKET, BY  PROFESSIONAL SERVICE,  2016–2021 (USD  MILLION) 
        ・       TABLE 110.............. NORTH AMERICA: CALL CENTER AI MARKET, BY  PROFESSIONAL SERVICE,  2022–2027 (USD  MILLION) 
        ・       TABLE 111.............. NORTH AMERICA: CALL CENTER AI MARKET, BY  DEPLOYMENT MODE,  2016–2021 (USD MILLION) 
        ・       TABLE 112.............. NORTH AMERICA: CALL CENTER AI MARKET, BY  DEPLOYMENT MODE,  
        2022–2027 (USD MILLION) 
        ・       TABLE 113.............. NORTH AMERICA: CALL CENTER AI MARKET, BY  ORGANIZATION SIZE,  
        2016–2021 (USD MILLION) 
        ・       TABLE 114.............. NORTH AMERICA: CALL CENTER AI MARKET, BY  ORGANIZATION SIZE, 
        2022–2027 (USD MILLION) 
        ・       TABLE 115. NORTH AMERICA: CALL CENTER AI MARKET, BY MODE OF  CHANNEL, 
        2016–2021 (USD MILLION) 
        ・       TABLE 116. NORTH AMERICA: CALL CENTER AI MARKET, BY MODE OF  CHANNEL, 
        2022–2027 (USD MILLION) 
        ・       TABLE 117.............. NORTH AMERICA: CALL CENTER AI MARKET, BY  APPLICATION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 118.............. NORTH AMERICA: CALL CENTER AI MARKET, BY  APPLICATION, 
        2022–2027 (USD MILLION) 
・       TABLE 119 NORTH AMERICA: CALL CENTER AI MARKET, BY VERTICAL, 
        2016–2021 (USD MILLION) 
        ・       TABLE 120 NORTH AMERICA: CALL CENTER AI MARKET, BY VERTICAL, 
        2022–2027 (USD MILLION) 
        ・       TABLE 121 NORTH AMERICA: CALL CENTER AI MARKET, BY COUNTRY, 
        2016–2021 (USD MILLION) 
        ・       TABLE 122 NORTH AMERICA: CALL CENTER AI MARKET, BY COUNTRY, 
        2022–2027 (USD MILLION) 
        12.2.2            UNITED STATES 
        12.2.2.1          REVERSING  TREND OF LOCAL CALL CENTER ESTABLISHMENTS TO DRIVE ADOPTION OF CALL CENTER AI  IN US 
        ・       TABLE 123................ UNITED STATES: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 124................ UNITED STATES: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        12.2.3            CANADA 
        12.2.3.1          INCREASING  ACQUISITIONS OF COMPANIES IN CANADA BY MAJOR CALL CENTER AI PLAYERS TO DRIVE AI  MARKET GROWTH 
        ・       TABLE 125...... CANADA: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 126...... CANADA: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        12.3          EUROPE 
        12.3.1            EUROPE: REGULATIONS 
        12.3.1.1          GENERAL DATA  PROTECTION REGULATION (GDPR) 
        12.3.1.2          PAYMENT CARD  INDUSTRY DATA SECURITY STANDARD (PCI DSS) 
        12.3.1.3          EUROPEAN  COMMITTEE FOR STANDARDIZATION (CEN) 
        ・       TABLE 127...... EUROPE: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 128...... EUROPE: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        ・       TABLE 129.......... EUROPE: CALL CENTER AI MARKET, BY  SOLUTION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 130.......... EUROPE: CALL CENTER AI MARKET, BY  SOLUTION, 
        2022–2027 (USD MILLION) 
        ・       TABLE 131... EUROPE: CALL CENTER AI MARKET, BY SERVICE,  2016–2021 (USD MILLION) 
        ・       TABLE 132... EUROPE: CALL CENTER AI MARKET, BY SERVICE,  2022–2027 (USD MILLION) 
        ・       TABLE 133.... EUROPE: CALL CENTER AI MARKET, BY  PROFESSIONAL SERVICE,  
        2016–2021 (USD MILLION) 
        ・       TABLE 134.... EUROPE: CALL CENTER AI MARKET, BY  PROFESSIONAL SERVICE,  
        2022–2027 (USD MILLION) 
        ・       TABLE 135....... EUROPE: CALL CENTER AI MARKET, BY  DEPLOYMENT MODE, 
        2016–2021 (USD MILLION) 
        ・       TABLE 136....... EUROPE: CALL CENTER AI MARKET, BY  DEPLOYMENT MODE,
        2022–2027 (USD MILLION) 
        ・       TABLE 137.... EUROPE: CALL CENTER AI MARKET, BY  ORGANIZATION SIZE, 
        2016–2021 (USD MILLION) 
        ・       TABLE 138.... EUROPE: CALL CENTER AI MARKET, BY  ORGANIZATION SIZE, 
        2022–2027 (USD MILLION) 
        ・       TABLE 139............ EUROPE: CALL CENTER AI MARKET, BY MODE  OF CHANNEL,
        2016–2021 (USD MILLION) 
        ・       TABLE 140............ EUROPE: CALL CENTER AI MARKET, BY MODE  OF CHANNEL, 
        2022–2027 (USD MILLION) 
        ・       TABLE 141...... EUROPE: CALL CENTER AI MARKET, BY  APPLICATION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 142...... EUROPE: CALL CENTER AI MARKET, BY  APPLICATION, 
        2022–2027 (USD MILLION) 
        ・       TABLE 143........... EUROPE: CALL CENTER AI MARKET, BY  VERTICAL,
        2016–2021 (USD MILLION) 
        ・       TABLE 144........... EUROPE: CALL CENTER AI MARKET, BY  VERTICAL, 
        2022–2027 (USD MILLION) 
        ・       TABLE 145........... EUROPE: CALL CENTER AI MARKET, BY COUNTRY, 
        2016–2021 (USD MILLION) 
        ・       TABLE 146........... EUROPE: CALL CENTER AI MARKET, BY  COUNTRY, 
        2022–2027 (USD MILLION) 
        12.3.2            UNITED KINGDOM 
        12.3.2.1          USE OF  AUTOMATED DIGITAL CHANNELS AND CUSTOMER SELF-SERVICE SOLUTIONS TO  BOOST CALL CENTER AI SOLUTIONS ADOPTION IN UK 
        ・       TABLE 147............ UNITED KINGDOM: CALL CENTER AI MARKET,  BY COMPONENT,  
        2016–2021 (USD MILLION) 
        ・       TABLE 148............ UNITED KINGDOM: CALL CENTER AI MARKET,  BY COMPONENT, 
        2022–2027 (USD MILLION) 
        12.3.3            GERMANY 
        12.3.3.1          HIGH  DENSITY OF IN-HOUSE CALL CENTERS TO DRIVE ADOPTION OF  CONVERSATIONAL AI IN GERMANY 
        ・       TABLE 149.... GERMANY: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 150.... GERMANY: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        12.3.4            FRANCE 
        12.3.4.1          INCREASING  TECHNOLOGICAL DEVELOPMENT IN AI TO DRIVE FACTOR ADOPTION OF CALL CENTER AI  SOLUTIONS IN FRANCE 
        ・       TABLE 151....... FRANCE: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 152....... FRANCE: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        12.3.5            REST OF EUROPE 
        ・       TABLE 153.............. REST OF EUROPE: CALL CENTER AI MARKET,  BY COMPONENT,  
        2016–2021 (USD MILLION) 
        ・       TABLE 154.............. REST OF EUROPE: CALL CENTER AI MARKET,  BY COMPONENT, 
        2022–2027 (USD MILLION) 
        12.4          ASIA PACIFIC 
        12.4.1            ASIA PACIFIC: REGULATIONS 
        12.4.1.1          PERSONAL DATA  PROTECTION ACT (PDPA) 
        12.4.1.2          ACT ON THE  PROTECTION OF PERSONAL INFORMATION (APPI) 
        12.4.1.3          INTERNATIONAL  ORGANIZATION FOR STANDARDIZATION (ISO) 27001 
        ・       FIGURE 48............................. ASIA PACIFIC: MARKET SNAPSHOT 
        ・       TABLE 155 ASIA PACIFIC: CALL CENTER AI MARKET, BY COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 156 ASIA PACIFIC: CALL CENTER AI MARKET, BY COMPONENT, 
        2022–2027 (USD MILLION) 
        ・       TABLE 157.... ASIA PACIFIC: CALL CENTER AI MARKET, BY  SOLUTION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 158.... ASIA PACIFIC: CALL CENTER AI MARKET, BY  SOLUTION,
        2022–2027 (USD MILLION) 
        ・       TABLE 159...... ASIA PACIFIC: CALL CENTER AI MARKET, BY  SERVICE,
        2016–2021 (USD MILLION) 
        ・       TABLE 160...... ASIA PACIFIC: CALL CENTER AI MARKET, BY  SERVICE, 
        2022–2027 (USD MILLION) 
        ・       TABLE 161................... ASIA PACIFIC: CALL CENTER AI MARKET, BY  PROFESSIONAL SERVICE,  2016–2021 (USD  MILLION) 
        ・       TABLE 162................... ASIA PACIFIC: CALL CENTER AI MARKET, BY  PROFESSIONAL SERVICE,  2022–2027 (USD  MILLION) 
        ・       TABLE 163 ASIA PACIFIC: CALL CENTER AI MARKET, BY DEPLOYMENT  MODE,  
        2016–2021 (USD MILLION) 
        ・       TABLE 164 ASIA PACIFIC: CALL CENTER AI MARKET, BY DEPLOYMENT  MODE,  
        2022–2027 (USD MILLION) 
        ・       TABLE 165................... ASIA PACIFIC: CALL CENTER AI MARKET, BY  ORGANIZATION SIZE,  
        2016–2021 (USD MILLION) 
        ・       TABLE 166................... ASIA PACIFIC: CALL CENTER AI MARKET, BY  ORGANIZATION SIZE,  
        2022–2027 (USD MILLION) 
        ・       TABLE 167...... ASIA PACIFIC: CALL CENTER AI MARKET, BY  MODE OF CHANNEL,  
        2016–2021 (USD MILLION) 
        ・       TABLE 168...... ASIA PACIFIC: CALL CENTER AI MARKET, BY  MODE OF CHANNEL,  
        2022–2027 (USD MILLION) 
        ・       TABLE 169 ASIA PACIFIC: CALL CENTER AI MARKET, BY  APPLICATION,
        2016–2021 (USD MILLION) 
        ・        TABLE 170 ASIA PACIFIC: CALL CENTER AI MARKET, BY  APPLICATION, 
        2022–2027 (USD MILLION) 
        ・       TABLE 171..... ASIA PACIFIC: CALL CENTER AI MARKET, BY  VERTICAL, 
        2016–2021 (USD MILLION) 
        ・       TABLE 172..... ASIA PACIFIC: CALL CENTER AI MARKET, BY  VERTICAL, 
        2022–2027 (USD MILLION) 
        ・       TABLE 173..... ASIA PACIFIC: CALL CENTER AI MARKET, BY  COUNTRY, 
        2016–2021 (USD MILLION) 
        ・       TABLE 174..... ASIA PACIFIC: CALL CENTER AI MARKET, BY  COUNTRY, 
        2022–2027 (USD MILLION) 
        12.4.2            INDIA 
        12.4.2.1          RISING  SMARTPHONE USAGE COUPLED WITH GROWING INNOVATIONS IN CHATBOTS OR IVAS TO BOOST  CONTACT CENTER OUTSOURCING BUSINESSES IN INDIA 
        ・       TABLE 175.......... INDIA: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 176.......... INDIA: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        12.4.3            JAPAN 
        12.4.3.1          ADVANCEMENTS  IN INNOVATIVE TECHNOLOGIES COUPLED WITH STRONG IT INFRASTRUCTURE TO DRIVE CALL  CENTER AI MARKET GROWTH IN JAPAN 
        ・       TABLE 177......... JAPAN: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 178......... JAPAN: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        12.4.4            CHINA 
        12.4.4.1          TECHNOLOGICAL  DEVELOPMENT AND RISING GOVERNMENT SUPPORT TO DRIVE GROWTH OF CALL CENTER AI  MARKET IN CHINA 
        ・       TABLE 179......... CHINA: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 180......... CHINA: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        12.4.5            THAILAND 
        12.4.5.1          RISING  AUTOMATION AND NEED TO IMPROVE CUSTOMER SERVICE TO DRIVE ADOPTION OF CALL  CENTER AI SOLUTIONS 
        ・       TABLE 181.... THAILAND: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 182.... THAILAND: CALL CENTER AI MARKET, BY  COMPONENT,
        2022–2027 (USD MILLION) 
        12.4.6            REST OF ASIA PACIFIC 
        ・       TABLE 183....... REST OF ASIA PACIFIC: CALL CENTER AI  MARKET, BY COMPONENT,  
        2016–2021 (USD MILLION) 
        ・       TABLE 184....... REST OF ASIA PACIFIC: CALL CENTER AI  MARKET, BY COMPONENT,  
        2022–2027 (USD MILLION) 
        12.5          MIDDLE EAST &  AFRICA 
        12.5.1            MIDDLE EAST & AFRICA: REGULATIONS 
        12.5.1.1          ISRAELI  PRIVACY PROTECTION REGULATIONS (DATA SECURITY), 5777-2017 
        12.5.1.2          GDPR  APPLICABILITY IN KSA 
        12.5.1.3          PROTECTION OF  PERSONAL INFORMATION ACT (POPIA) 
        ・       TABLE 185..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY COMPONENT,  
        2016–2021 (USD MILLION) 
        ・       TABLE 186..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY COMPONENT, 
        2022–2027 (USD MILLION) 
        ・       TABLE 187..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY SOLUTON,  
        2016–2021 (USD MILLION) 
        ・       TABLE 188..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY SOLUTION,
        2022–2027 (USD MILLION) 
        ・       TABLE 189..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY SERVICE,  
        2016–2021 (USD MILLION) 
        ・       TABLE 190..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY SERVICE,  
        2022–2027 (USD MILLION) 
        ・       TABLE 191..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY PROFESSIONAL SERVICE,   2016–2021 (USD MILLION) 
        ・       TABLE 192..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY PROFESSIONAL SERVICE,   2022–2027 (USD MILLION) 
        ・       TABLE 193..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY DEPLOYMENT MODE,  2016–2021  (USD MILLION) 
        ・       TABLE 194..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY DEPLOYMENT MODE,  2022–2027  (USD MILLION) 
        ・       TABLE 195..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY ORGANIZATION SIZE,  2016–2021  (USD MILLION) 
        ・       TABLE 196..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY ORGANIZATION SIZE,  2022–2027  (USD MILLION) 
        ・       TABLE 197..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY MODE OF CHANNEL,  2016–2021  (USD MILLION) 
        ・       TABLE 198..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY MODE OF CHANNEL,  2022–2027  (USD MILLION) 
        ・       TABLE 199..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY APPLICATION,  
        2016–2021 (USD MILLION) 
        ・       TABLE 200..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY APPLICATION,  
        2022–2027 (USD MILLION) 
        ・       TABLE 201..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY VERTICAL,  
        2016–2021 (USD MILLION) 
        ・       TABLE 202..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY VERTICAL,  
        2022–2027 (USD MILLION) 
        ・       TABLE 203..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY COUNTRY,  
        2016–2021 (USD MILLION) 
        ・       TABLE 204..... MIDDLE EAST & AFRICA: CALL CENTER AI  MARKET, BY COUNTRY,  
        2022–2027 (USD MILLION) 
        12.5.2            KINGDOM OF SAUDI ARABIA 
        12.5.2.1          ADOPTION OF  TECHNOLOGY AND TRANSFORMATION TO DATA-DRIVEN ECONOMY TO DRIVE CALL CENTER AI  SOLUTIONS’ GROWTH 
        ・       TABLE 205 KINGDOM OF SAUDI ARABIA: CALL CENTER AI MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・       TABLE 206 KINGDOM OF SAUDI ARABIA: CALL CENTER AI MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        12.5.3            UNITED ARAB EMIRATES 
        12.5.3.1          INCREASING  TREND TOWARD ADOPTING AI AND ANALYTICS TECHNOLOGIES TO BOOST MARKET GROWTH 
        ・       TABLE 207.... UNITED ARAB EMIRATES: CALL CENTER AI  MARKET, BY COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 208.... UNITED ARAB EMIRATES: CALL CENTER AI  MARKET, BY COMPONENT, 
        2022–2027 (USD MILLION) 
        12.5.4            SOUTH AFRICA 
        12.5.4.1          GROWING  DIGITALIZATION AND RISING GOVERNMENT SUPPORT TO DRIVE CALL CENTER AI SOLUTIONS  GROWTH IN SOUTH AFRICAN MARKET 
        ・       TABLE 209................. SOUTH AFRICA: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 210................. SOUTH AFRICA: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        12.5.5            REST OF MIDDLE EAST & AFRICA 
        ・       TABLE 211.......... REST OF MIDDLE EAST & AFRICA: CALL  CENTER AI MARKET, BY COMPONENT,   2016–2021 (USD MILLION) 
        ・       TABLE 212.......... REST OF MIDDLE EAST & AFRICA: CALL  CENTER AI MARKET, BY COMPONENT,   2022–2027 (USD MILLION) 
        12.6          LATIN AMERICA 
        12.6.1            LATIN AMERICA: REGULATIONS 
        12.6.1.1          BRAZIL DATA  PROTECTION LAW 
        12.6.1.2          ARGENTINA  PERSONAL DATA PROTECTION LAW NO. 25.326 
        12.6.1.3          FEDERAL LAW ON  PROTECTION OF PERSONAL DATA HELD BY INDIVIDUALS 
        ・       TABLE 213................ LATIN AMERICA: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 214................ LATIN AMERICA: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        ・       TABLE 215. LATIN AMERICA: CALL CENTER AI MARKET, BY SOLUTION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 216. LATIN AMERICA: CALL CENTER AI MARKET, BY SOLUTION, 
        2022–2027 (USD MILLION) 
        ・       TABLE 217... LATIN AMERICA: CALL CENTER AI MARKET, BY SERVICE, 
        2016–2021 (USD MILLION) 
        ・       TABLE 218... LATIN AMERICA: CALL CENTER AI MARKET, BY SERVICE, 
        2022–2027 (USD MILLION) 
        ・       TABLE 219................ LATIN AMERICA: CALL CENTER AI MARKET, BY  PROFESSIONAL SERVICE,  2016–2021 (USD  MILLION) 
        ・       TABLE 220................ LATIN AMERICA: CALL CENTER AI MARKET, BY  PROFESSIONAL SERVICE,  2022–2027 (USD  MILLION) 
        ・       TABLE 221................ LATIN AMERICA: CALL CENTER AI MARKET, BY  DEPLOYMENT MODE,  
        2016–2021 (USD MILLION) 
        ・       TABLE 222................ LATIN AMERICA: CALL CENTER AI MARKET, BY  DEPLOYMENT MODE,  
        2022–2027 (USD MILLION) 
        ・       TABLE 223................ LATIN AMERICA: CALL CENTER AI MARKET, BY  ORGANIZATION SIZE, 
        2016–2021 (USD MILLION) 
        ・       TABLE 224................ LATIN AMERICA: CALL CENTER AI MARKET, BY  ORGANIZATION SIZE,  
        2022–2027 (USD MILLION) 
        ・       TABLE 225... LATIN AMERICA: CALL CENTER AI MARKET, BY MODE OF  CHANNEL,  
        2016–2021 (USD MILLION) 
        ・       TABLE 226... LATIN AMERICA: CALL CENTER AI MARKET, BY MODE OF  CHANNEL,  
        2022–2027 (USD MILLION) 
        ・       TABLE 227................ LATIN AMERICA: CALL CENTER AI MARKET, BY  APPLICATION, 
        2016–2021 (USD MILLION) 
        ・       TABLE 228................. ATIN AMERICA: CALL CENTER AI MARKET, BY  APPLICATION, 
        2022–2027 (USD MILLION) 
        ・       TABLE 229.. LATIN AMERICA: CALL CENTER AI MARKET, BY VERTICAL, 
        2016–2021 (USD MILLION) 
        ・       TABLE 230.. LATIN AMERICA: CALL CENTER AI MARKET, BY VERTICAL, 
        2022–2027 (USD MILLION) 
・       TABLE 231.. LATIN AMERICA: CALL CENTER AI MARKET, BY COUNTRY, 
        2016–2021 (USD MILLION) 
        ・       TABLE 232.. LATIN AMERICA: CALL CENTER AI MARKET, BY COUNTRY, 
        2022–2027 (USD MILLION) 
        12.6.2            BRAZIL 
        12.6.2.1          RISING NEED TO  ENHANCE BUSINESS EFFICIENCY COUPLED WITH GROWING UTILITY OF ANALYTICS TO DRIVE  MARKET GROWTH 
        ・       TABLE 233........ BRAZIL: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 234........ BRAZIL: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        12.6.3            MEXICO 
        12.6.3.1          HIGH DENSITY  OF CONTACT CENTER OUTSOURCING AND GOVERNMENT’S AI INITIATIVES TO BOOST ADOPTION  OF CHATBOTS AND IVAS 
        ・       TABLE 235....... MEXICO: CALL CENTER AI MARKET, BY  COMPONENT, 
        2016–2021 (USD MILLION) 
        ・       TABLE 236....... MEXICO: CALL CENTER AI MARKET, BY  COMPONENT, 
        2022–2027 (USD MILLION) 
        12.6.4            REST OF LATIN AMERICA 
        ・       TABLE 237.... REST OF LATIN AMERICA: CALL CENTER AI  MARKET, BY COMPONENT,  
        2016–2021 (USD MILLION) 
        ・       TABLE 238.... REST OF LATIN AMERICA: CALL CENTER AI  MARKET, BY COMPONENT,  
        2022–2027 (USD MILLION) 
13.1          OVERVIEW 
        13.2          KEY PLAYER STRATEGIES 
        13.3          REVENUE ANALYSIS 
        ・       FIGURE 49... REVENUE ANALYSIS FOR KEY COMPANIES IN PAST FIVE  YEARS 
        13.4          MARKET SHARE ANALYSIS 
        ・       FIGURE 50............ MARKET SHARE ANALYSIS FOR KEY COMPANIES 
        ・       TABLE 239....... CALL CENTER AI MARKET: DEGREE OF  COMPETITION 
        13.5          COMPANY EVALUATION  QUADRANT 
        13.5.1            STARS 
        13.5.2            EMERGING LEADERS 
        13.5.3            PERVASIVE 
        13.5.4            PARTICIPANT 
        ・       FIGURE 51......... KEY CALL CENTER AI MARKET PLAYERS,  COMPANY EVALUATION QUADRANT, 2021 
        13.6          COMPETITIVE BENCHMARKING 
        13.6.1            COMPANY PRODUCT FOOTPRINT 
        ・       FIGURE 52 PRODUCT PORTFOLIO ANALYSIS OF TOP PLAYERS IN CALL  CENTER AI MARKET 
        ・       FIGURE 53.... BUSINESS STRATEGY EXCELLENCE OF TOP  PLAYERS IN CALL CENTER AI MARKET 
        ・       TABLE 240............................ COMPANY COMPONENT FOOTPRINT 
        ・       TABLE 241.................................. COMPANY REGION FOOTPRINT 
        ・       TABLE 242 CALL CENTER AI MARKET: COMPETITIVE BENCHMARKING OF  KEY PLAYERS 
        13.7          STARTUP/SME EVALUATION  QUADRANT 
        13.7.1            PROGRESSIVE  COMPANIES 
        13.7.2            RESPONSIVE  COMPANIES 
        13.7.3            DYNAMIC COMPANIES 
        13.7.4            STARTING BLOCKS 
        ・       FIGURE 54..... STARTUP/SME CALL CENTER AI MARKET  EVALUATION QUADRANT, 2021 
        13.8          STARTUP/SME COMPETITIVE BENCHMARKING 
        13.8.1            COMPANY PRODUCT  FOOTPRINT 
        ・       FIGURE 55... PRODUCT PORTFOLIO ANALYSIS OF STARTUP/SMES IN CALL  CENTER AI MARKET 
        ・       FIGURE 56 BUSINESS STRATEGY EXCELLENCE OF STARTUP/SMES IN  CALL CENTER AI MARKET 
        ・       TABLE 243........ STARTUP/SME COMPANY COMPONENT FOOTPRINT 
        ・       TABLE 244............... STARTUP/SME COMPANY REGION FOOTPRINT 
        ・       TABLE 245............. CALL CENTER AI MARKET: DETAILED LIST OF  KEY STARTUPS/SMES 
        ・       TABLE 246... CALL CENTER AI: COMPETITIVE BENCHMARKING OF KEY  STARTUP/SMES 
        13.9          COMPETITIVE SCENARIO  AND TRENDS 
        13.9.1            PRODUCT LAUNCHES 
        ・       TABLE 247... CALL CENTER AI MARKET: PRODUCT LAUNCHES, 2022–2020 
        13.9.2            DEALS 
        ・       TABLE 248............... CALL CENTER AI MARKET: DEALS, 2021–2022 
14.1          INTRODUCTION 
        14.2          KEY PLAYERS
        (BUSINESS  AND FINANCIAL OVERVIEW, PRODUCTS/SOLUTIONS/SERVICES OFFERED, RECENT  DEVELOPMENTS, COVID-19 DEVELOPMENT, MNM VIEW, KEY STRENGTHS/RIGHT TO WIN,  STRATEGIC CHOICES MADE, AND WEAKNESSES AND COMPETITIVE THREATS)*
        14.2.1            IBM 
        ・       TABLE 249................... IBM: BUSINESS AND FINANCIAL OVERVIEW 
        ・       FIGURE 57....................................... IBM: COMPANY SNAPSHOT 
        ・       TABLE 250....................................... IBM: SOLUTIONS OFFERED 
        ・       TABLE 251......................................... IBM: SERVICES OFFERED 
        ・       TABLE 252........... IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・       TABLE 253........................................................... IBM: DEALS 
        14.2.2            MICROSOFT 
        ・       TABLE 254............................. MICROSOFT: BUSINESS OVERVIEW 
        ・       FIGURE 58............................ MICROSOFT: COMPANY SNAPSHOT 
        ・       TABLE 255............................. MICROSOFT: SOLUTIONS OFFERED 
        ・       TABLE 256............................... MICROSOFT: SERVICES OFFERED 
        ・       TABLE 257 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・       TABLE 258................................................ MICROSOFT: DEALS.. 238 
        14.2.3            ORACLE 
        ・       TABLE 259.................................. ORACLE: BUSINESS OVERVIEW 
        ・       FIGURE 59................................. ORACLE: COMPANY SNAPSHOT 
        ・       TABLE 260.................................. ORACLE: SOLUTIONS OFFERED 
        ・       TABLE 261..... ORACLE: PRODUCT LAUNCHES AND  ENHANCEMENTS 
        ・       TABLE 262...................................................... ORACLE: DEALS 
        14.2.4            AWS 
        ・       TABLE 263....................................... AWS: BUSINESS OVERVIEW 
        ・       FIGURE 60...................................... AWS: COMPANY SNAPSHOT 
        ・       TABLE 264....................................... AWS: SOLUTIONS OFFERED 
        ・       TABLE 265......................................... AWS: SERVICES OFFERED 
        ・       TABLE 266.......... AWS: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・       TABLE 267........................................ AWS: DEALS AND OTHERS 
        14.2.5            GOOGLE 
        ・       TABLE 268.................................. GOOGLE: BUSINESS OVERVIEW 
        ・       FIGURE 61................................. GOOGLE: COMPANY SNAPSHOT 
        ・       TABLE 269.................................. GOOGLE: SOLUTIONS OFFERED 
        ・       TABLE 270.................................... GOOGLE: SERVICES OFFERED 
        ・       TABLE 271..... GOOGLE: PRODUCT LAUNCHES AND  ENHANCEMENTS 
        ・       TABLE 272..................................................... GOOGLE: DEALS 
        14.2.6            SAP 
        ・       TABLE 273....................................... SAP: BUSINESS OVERVIEW 
        ・       FIGURE 62....................................... SAP: COMPANY SNAPSHOT 
        ・       TABLE 274....................................... SAP: SOLUTIONS OFFERED 
        ・       TABLE 275......................................... SAP: SERVICES OFFERED 
        ・       TABLE 276........................................................... SAP: DEALS 
        14.2.7            AVAYA 
        ・       TABLE 277.................................... AVAYA: BUSINESS OVERVIEW 
        ・       FIGURE 63.................................... AVAYA: COMPANY SNAPSHOT 
        ・       TABLE 278.................................... AVAYA: SOLUTIONS OFFERED 
        ・       TABLE 279...................................... AVAYA: SERVICES OFFERED 
        ・       TABLE 280....... AVAYA: SOLUTION LAUNCHES AND  ENHANCEMENTS 
        ・       TABLE 281...................................... AVAYA: DEALS AND OTHERS 
        14.2.8            NICE 
        ・       TABLE 282...................................... NICE: BUSINESS OVERVIEW 
        ・       FIGURE 64...................................... NICE: COMPANY SNAPSHOT 
        ・       TABLE 283...................................... NICE: SOLUTIONS OFFERED 
        ・       TABLE 284........................................ NICE: SERVICES OFFERED 
        ・       TABLE 285.......... NICE: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・       TABLE 286.......................................................... NICE: DEALS 
        14.2.9            NUANCE COMMUNICATIONS 
        ・       TABLE 287........ NUANCE COMMUNICATIONS: BUSINESS OVERVIEW 
        ・       FIGURE 65....... NUANCE COMMUNICATIONS: COMPANY SNAPSHOT 
        ・       TABLE 288........ NUANCE COMMUNICATIONS: SOLUTIONS OFFERED 
        ・       TABLE 289.......... NUANCE COMMUNICATIONS: SERVICES OFFERED 
        ・       TABLE 290. NUANCE COMMUNICATIONS: SOLUTION LAUNCHES AND  ENHANCEMENTS 
        ・       TABLE 291........................... NUANCE COMMUNICATIONS: DEALS 
        14.2.10         GENESYS 
        ・       TABLE 292................................. GENESYS: BUSINESS OVERVIEW 
        ・       TABLE 293................................. GENESYS: SOLUTIONS OFFERED 
        ・       TABLE 294................................... GENESYS: SERVICES OFFERED 
        ・       TABLE 295... GENESYS: SOLUTION LAUNCHES AND ENHANCEMENTS 
        ・       TABLE 296.................................................... GENESYS: DEALS 
        14.2.11         8X8 
        ・       TABLE 297........................................ 8X8: BUSINESS OVERVIEW 
        ・       FIGURE 66....................................... 8X8: COMPANY SNAPSHOT 
        ・       TABLE 298........................................ 8X8: SOLUTIONS OFFERED 
        ・       TABLE 299.......... 8X8: SOLUTION LAUNCHES AND ENHANCEMENTS 
        ・       TABLE 300........................................................... 8X8: DEALS 
        14.2.12         ARTIFICIAL SOLUTIONS 
        ・       TABLE 301............... ARTIFICIAL SOLUTIONS: BUSINESS OVERVIEW 
        ・       FIGURE 67.............. ARTIFICIAL SOLUTIONS: COMPANY SNAPSHOT 
        ・       TABLE 302............... ARTIFICIAL SOLUTIONS: SOLUTIONS OFFERED 
        ・       TABLE 303................. ARTIFICIAL SOLUTIONS: SERVICES OFFERED 
        ・       TABLE 304........ ARTIFICIAL SOLUTIONS: SOLUTION LAUNCHES  AND ENHANCEMENTS 
        ・       TABLE 305.................................. ARTIFICIAL SOLUTIONS: DEALS 
        14.3          OTHER PLAYERS 
        14.3.1            RINGCENTRAL 
        14.3.2            TALKDESK 
        14.3.3            DIALPAD 
        14.3.4            TWILIO 
        14.3.5            ZENDESK 
        14.3.6            FIVE9 
        14.3.7            KORE.AI 
        14.3.8            INBENTA 
        14.3.9            CREATIVE VIRTUAL. 278 
        14.4          STARTUPS/SMES 
        14.4.1            HAPTIK 
        14.4.2            RULAI 
        14.4.3            PYPESTREAM 
        14.4.4            AVAAMO 
        14.4.5            SENSEFORTH.AI 
        14.4.6            OBSERVE.AI 
        14.4.7            YELLOW.AI 
        14.4.8            ULTIMATE.AI 
        14.4.9            COGNIGY
        *DETAILS  ON BUSINESS AND FINANCIAL OVERVIEW, PRODUCTS/SOLUTIONS/SERVICES OFFERED, RECENT  DEVELOPMENTS, COVID-19 DEVELOPMENT, MNM VIEW, KEY STRENGTHS/RIGHT TO WIN,  STRATEGIC CHOICES MADE, AND WEAKNESSES AND COMPETITIVE THREATS MIGHT NOT BE  CAPTURED IN CASE OF UNLISTED COMPANIES
15.1          INTRODUCTION 
        15.2          CONVERSATIONAL AI  MARKET - GLOBAL FORECAST TO 2026 
        15.2.1            MARKET DEFINITION.. 283 
        15.2.2            MARKET OVERVIEW... 283 
        15.2.2.1          CONVERSATIONAL  AI MARKET, BY COMPONENT 
        ・       TABLE 306...... CONVERSATIONAL AI MARKET SIZE, BY  COMPONENT, 2016–2020 (USD MILLION) 
        ・       TABLE 307...... CONVERSATIONAL AI MARKET SIZE, BY  COMPONENT, 2021–2026 (USD MILLION) 
        15.2.2.2          CONVERSATIONAL  AI MARKET, BY TYPE 
        ・       TABLE 308 CONVERSATIONAL AI MARKET SIZE, BY TYPE, 2016–2020  (USD MILLION) 
        ・       TABLE 309 CONVERSATIONAL AI MARKET SIZE, BY TYPE, 2021–2026  (USD MILLION) 
        15.2.2.3          CONVERSATIONAL  AI MARKET, BY DEPLOYMENT MODE 
        ・       TABLE 310...... CONVERSATIONAL AI MARKET SIZE, BY  DEPLOYMENT MODE, 2016–2020 (USD MILLION) 
        ・       TABLE 311...... CONVERSATIONAL AI MARKET SIZE, BY  DEPLOYMENT MODE, 2021–2026 (USD MILLION) 
        15.2.2.4          CONVERSATIONAL  AI MARKET, BY ORGANIZATION SIZE 
        ・       TABLE 312.... CONVERSATIONAL AI MARKET SIZE, BY  ORGANIZATION SIZE, 2016–2020 (USD MILLION) 
        ・       TABLE 313.... CONVERSATIONAL AI MARKET SIZE, BY  ORGANIZATION SIZE, 2021–2026 (USD MILLION) 
        15.2.2.5          CONVERSATIONAL  AI MARKET, BY MODE OF INTEGRATION 
        ・       TABLE 314............ CONVERSATIONAL AI MARKET SIZE, BY MODE  OF INTEGRATION,  2016–2020 (USD MILLION) 
        ・       TABLE 315............ CONVERSATIONAL AI MARKET SIZE, BY MODE  OF INTEGRATION,  2021–2026 (USD MILLION) 
        15.2.2.6          CONVERSATIONAL  AI MARKET, BY BUSINESS FUNCTION 
        ・       TABLE 316.......... CONVERSATIONAL AI MARKET SIZE, BY  BUSINESS FUNCTION,  2016–2020 (USD  MILLION) 
        ・       TABLE 317.......... CONVERSATIONAL AI MARKET SIZE, BY  BUSINESS FUNCTION,  2021–2026 (USD  MILLION) 
        15.2.2.7          CONVERSATIONAL  AI MARKET, BY VERTICAL 
        ・       TABLE 318. CONVERSATIONAL AI MARKET SIZE, BY VERTICAL,  2016–2020 (USD MILLION) 
        ・       TABLE 319. CONVERSATIONAL AI MARKET SIZE, BY VERTICAL,  2021–2026 (USD MILLION) 
        15.2.2.8          CONVERSATIONAL  AI MARKET, BY REGION 
        ・       TABLE 320... CONVERSATIONAL AI MARKET SIZE, BY REGION, 2016–2020  (USD MILLION) 
        ・       TABLE 321... CONVERSATIONAL AI MARKET SIZE, BY REGION, 2021–2026  (USD MILLION) 
        15.3          CHATBOT MARKET - GLOBAL  FORECAST TO 2026 
        15.3.1            MARKET DEFINITION.. 289 
        15.3.2            MARKET OVERVIEW... 289 
        15.3.2.1          CHATBOT  MARKET, BY COMPONENT 
        ・       TABLE 322.... CHATBOT MARKET SIZE, BY COMPONENT,  2015–2019 (USD MILLION) 
        ・       TABLE 323.... CHATBOT MARKET SIZE, BY COMPONENT,  2020–2026 (USD MILLION) 
        15.3.2.2          CHATBOT  MARKET, BY TYPE 
        ・       TABLE 324........ CHATBOT MARKET SIZE, BY TYPE, 2015–2019  (USD MILLION) 
        ・       TABLE 325........ CHATBOT MARKET SIZE, BY TYPE, 2020–2026  (USD MILLION) 
        15.3.2.3          CHATBOT  MARKET, BY DEPLOYMENT MODE 
        ・       TABLE 326.. CHATBOT MARKET SIZE, BY DEPLOYMENT MODE, 2015–2019  (USD MILLION) 
        ・       TABLE 327.. CHATBOT MARKET SIZE, BY DEPLOYMENT MODE, 2020–2026  (USD MILLION) 
        15.3.2.4          CHATBOT  MARKET, BY CHANNEL INTEGRATION 
        ・       TABLE 328....... CHATBOT MARKET SIZE, BY CHANNEL  INTEGRATION, 2015–2019 (USD MILLION) 
        ・       TABLE 329....... CHATBOT MARKET SIZE, BY CHANNEL  INTEGRATION, 2020–2026 (USD MILLION) 
        15.3.2.5          CHATBOT  MARKET, BY BUSINESS FUNCTION 
        ・       TABLE 330. CHATBOT MARKET SIZE, BY BUSINESS FUNCTION,  2015–2019 (USD MILLION) 
        ・       TABLE 331. CHATBOT MARKET SIZE, BY BUSINESS FUNCTION,  2020–2026 (USD MILLION) 
        15.3.2.6          CHATBOT  MARKET, BY APPLICATION 
        ・       TABLE 332.... CHATBOT MARKET SIZE, BY APPLICATION, 2015–2019  (USD MILLION) 
        ・       TABLE 333.... CHATBOT MARKET SIZE, BY APPLICATION,  2020–2026 (USD MILLION) 
        15.3.2.7          CHATBOT  MARKET, BY VERTICAL 
        ・       TABLE 334.. CHATBOT MARKET SIZE, BY VERTICAL, 2015–2019 (USD  MILLION) 
        ・       TABLE 335.. CHATBOT MARKET SIZE, BY VERTICAL, 2020–2026 (USD  MILLION) 
        15.3.2.8          CHATBOT  MARKET, BY REGION 
        ・       TABLE 336.... CHATBOT MARKET SIZE, BY REGION,  2015–2019 (USD MILLION) 
        ・       TABLE 337.... CHATBOT MARKET SIZE, BY REGION,  2020–2026 (USD  MILLION) 
16.1          INDUSTRY EXPERTS 
        16.2          DISCUSSION GUIDE 
        16.3          KNOWLEDGE STORE:  MARKETSANDMARKETS’  SUBSCRIPTION PORTAL 
        16.4          AVAILABLE  CUSTOMIZATIONS 
        16.5          RELATED REPORTS 
      16.6          AUTHOR DETAILS