マーケットレポート詳細
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 自然言語処理(NLP)の世界市場規模は2022年で157億ドル、2027年に494億ドル、市場の平均年成長率は25.7%になると推測されます。  リスク軽減や成長機会の特定を目的とした予測分析に対する需要の高まり、クラウドベースのNLPソリューションの需要増加、ビッグデータ技術の進歩など、さまざまな要因により自然言語処理(NLP)の採用が促進される見込みです。
自然言語処理(NLP)の世界市場規模は2022年で157億ドル、2027年に494億ドル、市場の平均年成長率は25.7%になると推測されます。  リスク軽減や成長機会の特定を目的とした予測分析に対する需要の高まり、クラウドベースのNLPソリューションの需要増加、ビッグデータ技術の進歩など、さまざまな要因により自然言語処理(NLP)の採用が促進される見込みです。 
レポートは自然言語処理(NLP)の世界市場について2027年までの市場予測データ(金額US$)を掲載しています。同市場をさまざまな区分で細分化し、そのセグメント市場ごとの市場予測(コンポーネント別市場、タイプ別市場、等)を中心に構成されています。また競合状況、主要企業情報(21社)、市場ダイナミクス、エコシステムなどの分析も加味し、自然言語処理(NLP)市場の動向および今後成長性を詳細にレポートしています。 
【レポート構成概要】
・市場規模(US$)
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 
        ・専門サービス 
        -トレーニング/コンサルティング 
        -システム統合/実装 
        -サポート/メンテナンス 
        ・マネージドサービス 
        ※(市場規模US$)
・ルールベース 
        ・統計 
        ・ハイブリッド 
        ※(市場規模US$)
・オンプレミス 
        ・クラウド 
        ※(市場規模US$)
・中小企業 
        ・大企業 
        ※(市場規模US$)
・顧客体験管理 
        ・バーチャルアシスタント/チャットボット 
        ・ソーシャルメディアモニタリング 
        ・感情分析 
        ・テキスト分類/要約 
        ・人材オンボーディング/採用 
        ・その他 
        ※(市場規模US$)
・光学文字認識(OCR)
        ・音声自動応答(IVR)
        ・自動コーディング 
        ・テキスト分析 
        ・スピーチ分析 
        ・画像/パターン認識 
        ・シミュレーション/モデリング 
        ※(市場規模US$)
・銀行/金融サービス/保険 
        ・IT/ITサービス 
        ・小売/eコマース 
        ・ヘルスケア/ライフサイエンス 
        ・輸送/物流 
        ・政府/公共部門 
        ・メディア/エンターテインメント 
        ・製造 
        ・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、スペイン 
        ・その他欧州 
        アジア太平洋 
        ・日本、中国、インド、ASEAN諸国 
        ・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 
        ※国別にソリューション/サービス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)
        ・バリューチェーン分析 
        ・サプライチェーン分析 
        ・ケーススタディ分析 
        ・エコシステム 
        ・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
        ・GOOGLE
        ・AWS
        ・META
        ・3M
        ・BAIDU
        ・APPLE
        ・SAS INSTITUTE
        ・IQVIA
        ・ORACLE
        ・INBENTA
        ・HEALTH FIDELITY
        ・LIVEPERSON
        ・SOUNDHOUND
        ・MINDMELD
        ・VERITONE
        ・DOLBEY
        ・AUTOMATED INSIGHTS
        ・BITEXT
      ・CONVERSICA
(その他企業) 
        ・ADDEPTO
        ・RAGAVERA
        ・OBSERVE.AI
        ・EIGEN TECHNOLOGIES
        ・GNANI.AI
        ・CRAYON DATA
        ・NARRATIVA
        ・DEEPSET
        ・ELLIPSIS HEALTH
        ・DHEEYANTRA
(全323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 
        1.2            MARKET DEFINITION 
        1.2.1               INCLUSIONS AND EXCLUSIONS 
        1.3            MARKET SCOPE 
        1.3.1               MARKET SEGMENTATION 
        1.3.2               REGIONS COVERED   49 
        1.3.3               YEARS CONSIDERED   49 
        1.4            CURRENCY CONSIDERED 
        ・     TABLE 1               USD EXCHANGE RATES, 2018–2020 
        1.5            STAKEHOLDERS 
        1.6            SUMMARY OF CHANGES
2.1            RESEARCH DATA 
        ・     FIGURE 1             NATURAL LANGUAGE PROCESSING 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            DATA TRIANGULATION 
        ・     FIGURE 2             DATA TRIANGULATION 
        2.3            MARKET SIZE ESTIMATION 
        ・     FIGURE 3             NLP MARKET: TOP-DOWN AND BOTTOM-UP  APPROACHES 
        2.3.1               TOP-DOWN APPROACH   56 
        2.3.2               BOTTOM-UP APPROACH 
        ・     FIGURE 4             MARKET SIZE ESTIMATION METHODOLOGY -  APPROACH 1 (SUPPLY-SIDE): FLOWCHART USING REVENUE FROM NLP SOLUTIONS/SERVICES 
        ・     FIGURE 5             MARKET SIZE ESTIMATION METHODOLOGY -  APPROACH 2, BOTTOM-UP  (SUPPLY-SIDE):  COLLECTIVE REVENUE FROM ALL NLP SOLUTION/ SERVICE COMPANIES 
        ・     FIGURE 6             MARKET SIZE ESTIMATION METHODOLOGY -  APPROACH 3, BOTTOM-UP  (SUPPLY-SIDE):  REVENUES OF TOP PLAYERS AND SOURCES OF DATA 
        ・     FIGURE 7             MARKET SIZE ESTIMATION METHODOLOGY -  APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE THROUGH OVERALL NLP SPENDING 
        2.4            MARKET FORECAST 
        ・     TABLE 3               FACTOR ANALYSIS  60 
        2.5            KEY 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 
        2.8            LIMITATIONS
・     TABLE 4               NATURAL LANGUAGE PROCESSING MARKET SIZE  AND GROWTH RATE,  2016–2021 (USD MILLION,  Y-O-Y) 
        ・     TABLE 5               NATURAL LANGUAGE PROCESSING MARKET SIZE  AND GROWTH RATE,  2022–2027 (USD MILLION,  Y-O-Y) 
        ・     FIGURE 10           NATURAL LANGUAGE PROCESSING SOLUTIONS TO BE A  LARGER MARKET IN 2022 
        ・     FIGURE 11           SOFTWARE TOOLS TO ACCOUNT FOR A GREATER SHARE AMONG  SOLUTIONS IN 2022 
        ・     FIGURE 12           PROFESSIONAL SERVICES TO ACCOUNT FOR A LARGER  SERVICE MARKET IN 2022 
        ・     FIGURE 13           SYSTEM INTEGRATION & IMPLEMENTATION TO ACCOUNT  FOR THE LARGEST PROFESSIONAL SERVICE SHARE IN 2022 
        ・     FIGURE 14           STATISTICAL TYPE TO ACCOUNT FOR THE LARGEST MARKET  IN 2022 
        ・     FIGURE 15           IVR TECHNOLOGY TO ACCOUNT FOR THE HIGHEST MARKET  SHARE IN 2022 
        ・     FIGURE 16           TEXT CLASSIFICATION & SUMMARIZATION TO ACCOUNT  FOR THE LARGEST APPLICATION IN 2022 
        ・     FIGURE 17           CLOUD DEPLOYMENT TO BE A LARGER MARKET IN 2022 
        ・     FIGURE 18           LARGE ENTERPRISES TO BE A LARGER MARKET IN 2022 
        ・     FIGURE 19           BFSI VERTICAL TO ACCOUNT FOR THE LARGEST MARKET  SHARE IN 2022 
        ・     FIGURE 20           ASIA PACIFIC TO GROW AT THE HIGHEST CAGR IN THE  NATURAL LANGUAGE PROCESSING MARKET
4.1            ATTRACTIVE  OPPORTUNITIES IN THE NATURAL LANGUAGE PROCESSING MARKET  72 
        ・     FIGURE 21           SURGING DEMAND FOR CLOUD-BASED NLP SOLUTIONS TO  REDUCE OVERALL COSTS AND ENHANCE SCALABILITY 
        4.2            NATURAL LANGUAGE  PROCESSING MARKET:  TOP 3 APPLICATIONS 
        ・     FIGURE 22           EMPLOYEE ONBOARDING & RECRUITING APPLICATION TO  GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 
        4.3            NATURAL LANGUAGE  PROCESSING MARKET:  BY COMPONENT &  KEY VERTICAL 
        ・     FIGURE 23           SOLUTIONS AND BFSI VERTICAL TO ACCOUNT FOR THE  LARGEST SHARES RESPECTIVELY IN 2022 
        4.4            NATURAL LANGUAGE  PROCESSING MARKET: BY REGION 
        ・     FIGURE 24           NORTH AMERICA TO ACCOUNT FOR THE LARGEST SHARE IN  2022
5.1            INTRODUCTION 
        5.2            NATURAL LANGUAGE  PROCESSING: EVOLUTION 
        ・     FIGURE 25           NATURAL LANGUAGE PROCESSING MARKET EVOLUTION 
        5.3            NATURAL LANGUAGE  PROCESSING: ARCHITECTURE 
        ・     FIGURE 26           NATURAL LANGUAGE PROCESSING MARKET ARCHITECTURE 
        5.4            MARKET DYNAMICS 
        ・     FIGURE 27           MARKET DRIVERS, RESTRAINTS, OPPORTUNITIES, AND  CHALLENGES 
        5.4.1               DRIVERS 
        5.4.1.1             ADVANCEMENTS  IN COMPUTER PROGRAMS THAT ANALYZE TEXT 
        5.4.1.2             RISE IN  NEED FOR ENTERPRISE SOLUTIONS TO STREAMLINE BUSINESS OPERATIONS FOR BETTER  CUSTOMER EXPERIENCE 
        5.4.1.3             SURGING  DEMAND FOR CLOUD-BASED NLP SOLUTIONS TO REDUCE OVERALL COSTS AND ENHANCE  SCALABILITY 
        5.4.1.4             GREATER  URGE FOR PREDICTIVE ANALYTICS TO REDUCE RISKS AND IDENTIFY GROWTH OPPORTUNITIES 
        5.4.2               RESTRAINTS 
        5.4.2.1             LACK OF  CONTEXTUAL UNDERSTANDING LEADING TO AMBIGUITY 
        5.4.2.2             COMPLEXITIES  DUE TO THE USAGE OF CODE-MIXED LANGUAGE WHILE IMPLEMENTING NLP SOLUTIONS 
        5.4.2.3             LIMITATIONS  IN THE DEVELOPMENT OF NLP TECHNOLOGY USING NEURAL NETWORKS THAT MAY RESTRICT  THE USAGE OF CLOUD-BASED SERVICES 
        5.4.3               OPPORTUNITIES 
        5.4.3.1             SURGE IN  THE DEVELOPMENTS OF BIG DATA TECHNOLOGY FOR ACTIONABLE BUSINESS INTELLIGENCE 
        5.4.3.2             INCREASE IN  INVESTMENTS ACROSS HEALTHCARE 
        5.4.4               CHALLENGES 
        5.4.4.1             REGULATORY  AND PRIVACY CONCERNS OVER DATA SECURITY 
        5.4.4.2             INTEROPERABILITY  AND RELIABILITY ISSUES WHILE DEPLOYING NLP ALGORITHMS 
        5.4.5               CUMULATIVE GROWTH ANALYSIS 
        5.5            VALUE CHAIN ANALYSIS 
        ・     FIGURE 28           NATURAL LANGUAGE PROCESSING MARKET: VALUE CHAIN  ANALYSIS 
        5.6            SUPPLY CHAIN ANALYSIS 
        ・     FIGURE 29           NATURAL LANGUAGE PROCESSING MARKET: SUPPLY CHAIN  ANALYSIS 
        ・     TABLE 6               NATURAL LANGUAGE PROCESSING MARKET:  SUPPLY CHAIN 
        5.7            CASE STUDY ANALYSIS 
        5.7.1               BANKING, FINANCIAL SERVICES, AND  INSURANCE 
        5.7.1.1             CASE STUDY  1: NATIONAL BANK OF GREECE TRANSFORMED WITH SAS VIYA ON AZURE 
        5.7.1.2             CASE STUDY  2: HSBC IMPLEMENTED LIVEPERSON’S CONVERSATIONAL AI SOLUTIONS WITH INTELLIGENT  AUTOMATION 
        5.7.2               HEALTHCARE & LIFE SCIENCES 
        5.7.2.1             CASE STUDY  3: VALUE-BASED  CARE AT ATRIUS HEALTH WITH LINGUAMATICS 
        5.7.2.2             CASE STUDY  4: HUNTSMAN CANCER INSTITUTE OPTIMIZED RESEARCH WITH LINGUAMATICS NLP PLATFORM 
        5.7.2.3             CASE STUDY  5: HUMANA, A LEADING HEALTH INSURANCE PROVIDER, REDUCED COSTLY PRE-SERVICE  CALLS WITH CONVERSATIONAL AI 
        5.7.3               IT & ITES 
        5.7.3.1             CASE STUDY  6: TELENOR ADAPTS TO RAPIDLY CHANGING CUSTOMER EXPECTATIONS USING A HYBRID  CLOUD APPROACH 
        5.7.4               RETAIL & ECOMMERCE 
        5.7.4.1             CASE STUDY  7: SCHUH STEPPED UP CUSTOMER EXPERIENCE WITH AWS 
        5.7.5               GOVERNMENT & PUBLIC SECTOR 
        5.7.5.1             CASE STUDY  8: SMART CITY USES ANALYTICS AND IOT TO PREDICT AND MANAGE FLOOD EVENTS 
        5.7.6               MEDIA & ENTERTAINMENT 
        5.7.6.1             CASE STUDY  9: THE  ASSOCIATED PRESS USED NLG TO AUTOMATE NCAA DIVISION I MEN’S BASKETBALL PREVIEWS  DURING THE 2018 SEASON 
        5.7.6.2             CASE STUDY  10: YAHOO!  SPORTS USES NLG TO PRODUCE OVER 70 MILLION REPORTS AND MATCH RECAPS 
        5.7.7               TRAVEL & HOSPITALITY 
        5.7.7.1             CASE STUDY  11: SAS GIVES  FOXWOODS RESORT CASINO A HOLISTIC VIEW OF RESORT OPERATIONS 
        5.8            ECOSYSTEM 
        ・     FIGURE 30           NATURAL LANGUAGE PROCESSING MARKET: ECOSYSTEM 
        5.9            TRENDS/DISRUPTIONS  IMPACTING BUYERS/CLIENTS OF THE NLP MARKET 
        ・     FIGURE 31           NATURAL LANGUAGE PROCESSING MARKET:  TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 
        5.10          TECHNOLOGY ANALYSIS 
        5.10.1             ARTIFICIAL INTELLIGENCE 
        5.10.2             DEEP LEARNING 
        5.10.3             BIG DATA 
        5.10.4             BLOCKCHAIN 
        5.10.5             CYBERSECURITY 
        5.10.6             IOT 
        5.11          PATENT ANALYSIS 
        5.11.1             METHODOLOGY 
        5.11.2             DOCUMENT TYPE 
        ・     TABLE 7               PATENTS FILED, 2018–2021 
        5.11.3             INNOVATION AND PATENT APPLICATIONS 
        ・     FIGURE 32           ANNUAL NUMBER OF PATENTS GRANTED, 2018–2021 
        5.11.4             TOP APPLICANTS 
        ・     FIGURE 33           TOP 10 PATENT APPLICANTS, 2019–2022 
        5.12          PORTER’S FIVE FORCES  ANALYSIS 
        ・     TABLE 8               IMPACT OF EACH FORCE ON THE NATURAL  LANGUAGE PROCESSING MARKET 
        ・     FIGURE 34           PORTER’S FIVE FORCES ANALYSIS 
        5.12.1             THREAT FROM NEW ENTRANTS 
        5.12.2             THREAT FROM SUBSTITUTES 
        5.12.3             BARGAINING POWER OF SUPPLIERS 
        5.12.4             BARGAINING POWER OF BUYERS 
        5.12.5             INTENSITY OF COMPETITIVE RIVALRY 
        5.13          REGULATORY IMPLICATIONS 
        5.13.1             GENERAL DATA PROTECTION REGULATION 
        5.13.2             HEALTH INSURANCE PORTABILITY AND  ACCOUNTABILITY ACT 
        5.13.3             PAYMENT CARD INDUSTRY DATA SECURITY  STANDARD 
        5.13.4             SARBANES-OXLEY ACT OF 2002 
        5.13.5             SOC 2 TYPE II COMPLIANCE 
        5.13.6             ISO/IEC 27001 
        5.13.7             THE GRAMM–LEACH–BLILEY ACT 
        5.13.8             EUROPEAN UNION DATA PROTECTION  REGULATION 
        5.13.9             CAN-SPAM ACT 
        5.14          TARIFF AND REGULATORY  LANDSCAPE 
        5.14.1             REGULATORY BODIES, GOVERNMENT AGENCIES,  AND OTHER ORGANIZATIONS 
        ・     TABLE 9               NORTH AMERICA: LIST OF REGULATORY  BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 
        ・     TABLE 10             EUROPE: LIST OF REGULATORY BODIES,  GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 
        ・     TABLE 11             ASIA PACIFIC: LIST OF REGULATORY BODIES,  GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 
        ・     TABLE 12             MIDDLE EAST & AFRICA: LIST OF  REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 
        ・     TABLE 13             LATIN AMERICA: LIST OF REGULATORY  BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 
        5.15          PRICING ANALYSIS 
        ・     TABLE 14             AVERAGE SELLING PRICE RANGES OF  SUBSCRIPTION-BASED/PAY-AS-YOU-GO NLP SERVICES 
        5.16          KEY STAKEHOLDERS &  BUYING CRITERIA 
        5.16.1             KEY STAKEHOLDERS IN BUYING PROCESS 
        ・     FIGURE 35           INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP  THREE APPLICATIONS 
        ・     TABLE 15             INFLUENCE OF STAKEHOLDERS IN BUYING  PROCESS FOR TOP THREE APPLICATIONS 
        5.16.2             BUYING CRITERIA  106 
        ・     FIGURE 36           KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 
        ・     TABLE 16             KEY BUYING CRITERIA FOR TOP THREE  APPLICATIONS
6.1            INTRODUCTION 
        6.1.1               COMPONENT: MARKET DRIVERS 
        ・     FIGURE 37           NATURAL LANGUAGE PROCESSING SOLUTIONS TO BE A  LARGER MARKET DURING THE FORECAST PERIOD 
        ・     TABLE 17             NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 18             NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        6.2            SOLUTIONS 
        ・     TABLE 19             NATURAL LANGUAGE PROCESSING SOLUTIONS  MARKET, BY TYPE,  2016–2021 (USD MILLION) 
        ・     TABLE 20             NATURAL LANGUAGE PROCESSING SOLUTIONS  MARKET, BY TYPE,  2022–2027 (USD MILLION) 
        ・     TABLE 21             NATURAL LANGUAGE PROCESSING SOLUTIONS  MARKET, BY REGION,  2016–2021 (USD  MILLION) 
        ・     TABLE 22             NATURAL LANGUAGE PROCESSING SOLUTIONS  MARKET, BY REGION,  2022–2027 (USD  MILLION) 
        6.2.1               PLATFORMS 
・     TABLE 23             NATURAL LANGUAGE PROCESSING PLATFORMS  MARKET, BY REGION,  2016–2021 (USD  MILLION) 
        ・     TABLE 24             NATURAL LANGUAGE PROCESSING PLATFORMS  MARKET, BY REGION,  2022–2027 (USD  MILLION) 
        6.2.2               SOFTWARE TOOLS 
        ・     TABLE 25             NATURAL LANGUAGE PROCESSING SOFTWARE  TOOLS MARKET, BY REGION,  2016–2021 (USD  MILLION) 
        ・     TABLE 26             NATURAL LANGUAGE PROCESSING SOFTWARE  TOOLS MARKET, BY REGION,  2022–2027 (USD  MILLION) 
        6.3            SERVICES 
        ・     FIGURE 38           MANAGED SERVICES TO RECORD HIGHER CAGR DURING  FORECAST PERIOD 
        ・     TABLE 27             NATURAL LANGUAGE PROCESSING SERVICES  MARKET, BY TYPE,  2016–2021 (USD MILLION) 
        ・     TABLE 28             NATURAL LANGUAGE PROCESSING SERVICES  MARKET, BY TYPE,  2022–2027 (USD MILLION) 
        6.3.1               PROFESSIONAL SERVICES 
        ・     FIGURE 39           TRAINING & CONSULTING SERVICES TO BE  FASTEST-GROWING DURING FORECAST PERIOD 
        ・     TABLE 29             PROFESSIONAL NATURAL LANGUAGE PROCESSING  SERVICES MARKET, BY TYPE,  2016–2021 (USD  MILLION) 
        ・     TABLE 30             PROFESSIONAL NATURAL LANGUAGE PROCESSING  SERVICES MARKET, BY TYPE,  2022–2027 (USD  MILLION) 
        ・     TABLE 31             PROFESSIONAL SERVICES: NATURAL LANGUAGE  PROCESSING MARKET, BY REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 32             PROFESSIONAL NATURAL LANGUAGE PROCESSING  SERVICES MARKET, BY REGION, 2022–2027 (USD MILLION) 
        6.3.1.1             TRAINING  & CONSULTING 
        ・     TABLE 33             NATURAL LANGUAGE PROCESSING TRAINING  & CONSULTING SERVICES MARKET,  BY  REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 34             NATURAL LANGUAGE PROCESSING TRAINING  & CONSULTING SERVICES MARKET,  BY  REGION, 2022–2027 (USD MILLION) 
        6.3.1.2             SYSTEM  INTEGRATION & IMPLEMENTATION 
        ・     TABLE 35             NATURAL LANGUAGE PROCESSING SYSTEM  INTEGRATION & IMPLEMENTATION SERVICES MARKET, BY REGION, 2016–2021 (USD  MILLION) 
        ・     TABLE 36             NATURAL LANGUAGE PROCESSING SYSTEM  INTEGRATION & IMPLEMENTATION SERVICES MARKET, BY REGION, 2022–2027 (USD  MILLION) 
        6.3.1.3             SUPPORT  & MAINTENANCE 
        ・     TABLE 37             NATURAL LANGUAGE PROCESSING SUPPORT  & MAINTENANCE SERVICES MARKET,  BY  REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 38             NATURAL LANGUAGE PROCESSING SUPPORT  & MAINTENANCE SERVICES MARKET,  BY  REGION, 2022–2027(USD MILLION) 
        6.3.2               MANAGED SERVICES  119 
        ・     TABLE 39             MANAGED NATURAL LANGUAGE PROCESSING  SERVICES MARKET, BY REGION,  2016–2021  (USD MILLION) 
        ・     TABLE 40             MANAGED NATURAL LANGUAGE PROCESSING  SERVICES MARKET, BY REGION,   2022–2027(USD MILLION)
7.1            INTRODUCTION 
        7.1.1               TYPE: MARKET DRIVERS 
        ・     FIGURE 40           HYBRID NATURAL LANGUAGE PROCESSING TO WITNESS  HIGHEST CAGR DURING FORECAST PERIOD 
        ・     TABLE 41             NATURAL LANGUAGE PROCESSING MARKET, BY  TYPE, 2016–2021 (USD MILLION) 
        ・     TABLE 42             NATURAL LANGUAGE PROCESSING MARKET, BY  TYPE, 2022–2027 (USD MILLION) 
        7.2            RULE-BASED 
        ・     TABLE 43             RULED-BASED NATURAL LANGUAGE PROCESSING  MARKET, BY REGION,  2016–2021 (USD  MILLION) 
        ・     TABLE 44             RULED-BASED NATURAL LANGUAGE PROCESSING  MARKET, BY REGION,  2022–2027 (USD  MILLION) 
        7.3            STATISTICAL 
        ・     TABLE 45             STATISTICAL NATURAL LANGUAGE PROCESSING  MARKET, BY REGION,  2016–2021 (USD  MILLION) 
        ・     TABLE 46             STATISTICAL NATURAL LANGUAGE PROCESSING  MARKET, BY REGION,  2022–2027 (USD  MILLION) 
        7.4            HYBRID 
        ・     TABLE 47             HYBRID NATURAL LANGUAGE PROCESSING  MARKET, BY REGION,  2016–2021 (USD  MILLION) 
        ・     TABLE 48             HYBRID NATURAL LANGUAGE PROCESSING  MARKET, BY REGION,  2022–2027 (USD  MILLION)
8.1            INTRODUCTION 
        8.1.1               DEPLOYMENT MODE: MARKET DRIVERS 
        ・     FIGURE 41           ON-PREMISE DEPLOYMENT TO EXPERIENCE HIGHER CAGR  DURING FORECAST PERIOD 
        ・     TABLE 49             NATURAL LANGUAGE PROCESSING MARKET, BY  DEPLOYMENT MODE,  2016–2021 (USD MILLION) 
        ・     TABLE 50             NATURAL LANGUAGE PROCESSING MARKET, BY  DEPLOYMENT MODE,  2022–2027 (USD MILLION) 
        8.2            ON-PREMISES 
        ・     TABLE 51             ON-PREMISES DEPLOYMENT MARKET, BY  REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 52             ON-PREMISES DEPLOYMENT MARKET, BY  REGION, 2022–2027 (USD MILLION) 
        8.3            CLOUD 
        ・     TABLE 53             CLOUD DEPLOYMENT MARKET, BY REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 54             CLOUD DEPLOYMENT MARKET, BY REGION,  2022–2027 (USD MILLION)
9.1            INTRODUCTION 
        9.1.1               ORGANIZATION SIZE: NATURAL LANGUAGE  PROCESSING MARKET DRIVERS 
        ・     FIGURE 42           SMALL & MEDIUM-SIZED ENTERPRISES TO WITNESS  HIGHER CAGR DURING FORECAST PERIOD 
        ・     TABLE 55             NATURAL LANGUAGE PROCESSING MARKET, BY  ORGANIZATION SIZE,  2016–2021 (USD  MILLION) 
        ・     TABLE 56             NATURAL LANGUAGE PROCESSING MARKET, BY  ORGANIZATION SIZE,  2022–2027 (USD  MILLION) 
        9.2            SMALL &  MEDIUM-SIZED ENTERPRISES 
        ・     TABLE 57             SMALL & MEDIUM-SIZED ENTERPRISES:  NATURAL LANGUAGE PROCESSING MARKET,  BY  REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 58             SMALL & MEDIUM-SIZED ENTERPRISES:  NATURAL LANGUAGE PROCESSING MARKET,  BY  REGION, 2022–2027 (USD MILLION) 
        9.3            LARGE ENTERPRISES 
        ・     TABLE 59             LARGE ENTERPRISES MARKET, BY REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 60             LARGE ENTERPRISES MARKET, BY REGION,  2022–2027(USD MILLION)
10.1          INTRODUCTION 
        10.1.1             APPLICATION: MARKET DRIVERS 
        ・     FIGURE 43           EMPLOYEE ONBOARDING & RECRUITING TO REGISTER  HIGHEST CAGR DURING FORECAST PERIOD 
        ・     TABLE 61             NATURAL LANGUAGE PROCESSING MARKET, BY  APPLICATION,  2016–2021 (USD MILLION) 
        ・     TABLE 62             NATURAL LANGUAGE PROCESSING MARKET, BY  APPLICATION,  2022–2027 (USD MILLION) 
        10.2          CUSTOMER EXPERIENCE  MANAGEMENT 
        ・     TABLE 63             CUSTOMER EXPERIENCE MANAGEMENT MARKET,  BY REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 64             CUSTOMER EXPERIENCE MANAGEMENT MARKET,  BY REGION,  2022–2027 (USD MILLION) 
        10.3          VIRTUAL  ASSISTANTS/CHATBOTS 
        ・     TABLE 65             VIRTUAL ASSISTANTS/CHATBOTS MARKET, BY  REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 66             VIRTUAL ASSISTANTS/CHATBOTS MARKET, BY  REGION, 2022–2027 (USD MILLION) 
        10.4          SOCIAL MEDIA MONITORING 
        ・     TABLE 67             SOCIAL MEDIA MONITORING MARKET, BY  REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 68             SOCIAL MEDIA MONITORING MARKET, BY  REGION, 2022–2027 (USD MILLION) 
        10.5          SENTIMENT ANALYSIS 
        ・     TABLE 69             SENTIMENT ANALYSIS MARKET, BY REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 70             SENTIMENT ANALYSIS MARKET, BY REGION,  2022–2027 (USD MILLION) 
        10.6          TEXT CLASSIFICATION  & SUMMARIZATION 
        ・     TABLE 71             TEXT CLASSIFICATION & SUMMARIZATION  MARKET, BY REGION,  2016–2021 (USD  MILLION) 
        ・     TABLE 72             TEXT CLASSIFICATION & SUMMARIZATION  MARKET, BY REGION,  2022–2027 (USD  MILLION) 
        10.7          EMPLOYEE ONBOARDING  & RECRUITING 
        ・     TABLE 73             EMPLOYEE ONBOARDING & RECRUITING  MARKET, BY REGION,  2016–2021 (USD  MILLION) 
        ・     TABLE 74             EMPLOYEE ONBOARDING & RECRUITING  MARKET, BY REGION,  2022–2027 (USD  MILLION) 
        10.8          OTHER APPLICATIONS 
        ・     TABLE 75             OTHER APPLICATIONS MARKET, BY REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 76             OTHER APPLICATIONS MARKET, BY REGION,  2022–2027 (USD MILLION)
11.1          INTRODUCTION 
        11.1.1             TECHNOLOGY: MARKET DRIVERS 
        ・     FIGURE 44           IMAGE & PATTERN RECOGNITION SEGMENT TO GROW AT  HIGHEST CAGR DURING FORECAST PERIOD 
        ・     TABLE 77             NATURAL LANGUAGE PROCESSING MARKET, BY  TECHNOLOGY,  2016–2021 (USD MILLION) 
        ・     TABLE 78             NATURAL LANGUAGE PROCESSING MARKET, BY  TECHNOLOGY,  2022–2027 (USD MILLION) 
        11.2          OPTICAL CHARACTER  RECOGNITION 
        ・     TABLE 79             OPTICAL CHARACTER RECOGNITION MARKET, BY  REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 80             OPTICAL CHARACTER RECOGNITION MARKET, BY  REGION, 2022–2027 (USD MILLION) 
        11.3          INTERACTIVE VOICE  RESPONSE 
        ・     TABLE 81             INTERACTIVE VOICE RESPONSE MARKET, BY REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 82             INTERACTIVE VOICE RESPONSE MARKET, BY  REGION, 2022–2027 (USD MILLION) 
        11.4          AUTO CODING 
        ・     TABLE 83             AUTO CODING MARKET, BY REGION, 2016–2021  (USD MILLION) 
        ・     TABLE 84             AUTO CODING MARKET, BY REGION, 2022–2027  (USD MILLION) 
        11.5          TEXT ANALYTICS 
        ・     TABLE 85             TEXT ANALYTICS MARKET, BY REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 86             TEXT ANALYTICS MARKET, BY REGION,  2022–2027 (USD MILLION) 
        11.6          SPEECH ANALYTICS 
        ・     TABLE 87             SPEECH ANALYTICS MARKET, BY REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 88             SPEECH ANALYTICS MARKET, BY REGION,  2022–2027 (USD MILLION) 
        11.7          IMAGE & PATTERN  RECOGNITION 
        ・     TABLE 89             IMAGE & PATTERN RECOGNITION MARKET,  BY REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 90             IMAGE & PATTERN RECOGNITION MARKET,  BY REGION, 2022–2027 (USD MILLION) 
        11.8          SIMULATION &  MODELING 
        ・     TABLE 91             SIMULATION & MODELING MARKET, BY  REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 92             SIMULATION & MODELING MARKET, BY  REGION, 2022–2027 (USD MILLION)
12.1          INTRODUCTION 
        12.1.1             VERTICAL: NATURAL LANGUAGE PROCESSING  MARKET DRIVERS 
        ・     TABLE 93             MAJOR USE CASES, BY VERTICAL 
        ・     FIGURE 45           HEALTHCARE & LIFE SCIENCES VERTICAL TO REGISTER  HIGHEST CAGR DURING FORECAST PERIOD 
        ・     TABLE 94             NATURAL LANGUAGE PROCESSING MARKET, BY  VERTICAL, 2016–2021 (USD MILLION) 
        ・     TABLE 95             NATURAL LANGUAGE PROCESSING MARKET, BY  VERTICAL, 2022–2027 (USD MILLION) 
        12.2          BANKING, FINANCIAL  SERVICES, AND INSURANCE 
        ・     TABLE 96             BANKING, FINANCIAL SERVICES, AND  INSURANCE VERTICAL MARKET, BY REGION,   2016–2021 (USD MILLION) 
        ・     TABLE 97             BANKING, FINANCIAL SERVICES, AND  INSURANCE VERTICAL MARKET, BY REGION,   2022–2027 (USD MILLION) 
        12.3          IT & ITES 
        ・     TABLE 98             IT & ITES VERTICAL MARKET, BY  REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 99             IT & ITES VERTICAL MARKET, BY  REGION, 2022–2027 (USD MILLION) 
        12.4          RETAIL & ECOMMERCE 
        ・     TABLE 100           RETAIL & ECOMMERCE VERTICAL MARKET, BY REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 101           RETAIL & ECOMMERCE VERTICALS MARKET, BY REGION,  2022–2027 (USD MILLION) 
        12.5          HEALTHCARE & LIFE  SCIENCES 
        ・     TABLE 102           HEALTHCARE & LIFE SCIENCES VERTICAL MARKET, BY  REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 103           HEALTHCARE & LIFE SCIENCES VERTICAL MARKET, BY  REGION,  2022–2027 (USD MILLION) 
        12.6          TRANSPORTATION &  LOGISTICS 
        ・     TABLE 104           TRANSPORTATION & LOGISTICS VERTICAL MARKET, BY  REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 105           TRANSPORTATION & LOGISTICS VERTICAL MARKET, BY  REGION,  2022–2027 (USD MILLION) 
        12.7          GOVERNMENT & PUBLIC  SECTOR 
        ・     TABLE 106           GOVERNMENT & PUBLIC SECTOR VERTICAL MARKET, BY  REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 107           GOVERNMENT & PUBLIC SECTOR VERTICAL MARKET, BY  REGION,  2022–2027 (USD MILLION) 
        12.8          MEDIA &  ENTERTAINMENT 
        ・     TABLE 108           MEDIA & ENTERTAINMENT VERTICAL MARKET, BY  REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 109           MEDIA & ENTERTAINMENT VERTICAL MARKET, BY  REGION, 2022–2027 (USD MILLION) 
12.9          MANUFACTURING 
        ・     TABLE 110           MANUFACTURING VERTICAL MARKET, BY REGION, 2016–2021  (USD MILLION) 
        ・     TABLE 111           MANUFACTURING VERTICAL MARKET, BY REGION, 2022–2027  (USD MILLION) 
        12.10       OTHER VERTICALS 
        ・     TABLE 112           OTHER VERTICALS MARKET, BY REGION, 2016–2021 (USD  MILLION) 
        ・     TABLE 113           OTHER VERTICALS MARKET, BY REGION, 2022–2027 (USD  MILLION)
13.1          INTRODUCTION 
        ・     FIGURE 46           NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2022  VS. 2027 (USD MILLION) 
        ・     FIGURE 47           INDIA TO BE FASTEST-GROWING DURING FORECAST PERIOD 
        ・     TABLE 114           NATURAL LANGUAGE PROCESSING MARKET, BY REGION,  2016–2021 (USD MILLION) 
        ・     TABLE 115           NATURAL LANGUAGE PROCESSING MARKET, BY REGION,  2022–2027 (USD MILLION) 
        13.2          NORTH AMERICA 
        13.2.1             NORTH AMERICA: MARKET DRIVERS 
        13.2.2             NORTH AMERICA: REGULATIONS 
        13.2.2.1           PERSONAL  INFORMATION PROTECTION AND ELECTRONIC DOCUMENTS ACT (PIPEDA) 
        13.2.2.2           GRAMM–LEACH–BLILEY  ACT 
        13.2.2.3           FEDERAL  INFORMATION SECURITY MANAGEMENT ACT 
        13.2.2.4           HEALTH  INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996 
        13.2.2.5           HEALTH LEVEL  SEVEN (HL7) 
        13.2.2.6           OCCUPATIONAL  SAFETY AND HEALTH ADMINISTRATION (OSHA) 
        13.2.2.7           CALIFORNIA  CONSUMER PRIVACY ACT 
        ・     FIGURE 48           NORTH AMERICA: MARKET SNAPSHOT 
        ・     TABLE 116           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 117           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY COMPONENT,  2022–2027 (USD MILLION) 
        ・     TABLE 118           NORTH AMERICA: NATURAL LANGUAGE PROCESSING  SOLUTIONS MARKET, BY TYPE, 2016–2021 (USD MILLION) 
        ・     TABLE 119           NORTH AMERICA: NATURAL LANGUAGE PROCESSING  SOLUTIONS MARKET, BY TYPE, 2022–2027 (USD MILLION) 
        ・     TABLE 120           NORTH AMERICA: NATURAL LANGUAGE PROCESSING SERVICES  MARKET, BY TYPE, 2016–2021 (USD MILLION) 
        ・     TABLE 121           NORTH AMERICA: NATURAL LANGUAGE PROCESSING SERVICES  MARKET, BY TYPE, 2022–2027 (USD MILLION) 
        ・     TABLE 122           NORTH AMERICA: PROFESSIONAL NATURAL LANGUAGE  PROCESSING SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 
        ・     TABLE 123           NORTH AMERICA: PROFESSIONAL NATURAL LANGUAGE  PROCESSING SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 
        ・     TABLE 124           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY TYPE,  2016–2021 (USD MILLION) 
        ・     TABLE 125           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY TYPE,  2022–2027 (USD MILLION) 
        ・     TABLE 126           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 
        ・     TABLE 127           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 
        ・     TABLE 128           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 
        ・     TABLE 129           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 
        ・     TABLE 130           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY APPLICATION,  2016–2021 (USD MILLION) 
        ・     TABLE 131           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY APPLICATION,  2022–2027 (USD MILLION) 
        ・     TABLE 132           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY TECHNOLOGY,  2016–2021 (USD MILLION) 
        ・     TABLE 133           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY APPLICATION,  2022–2027 (USD MILLION) 
        ・     TABLE 134           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY VERTICAL,  2016–2021 (USD MILLION) 
        ・     TABLE 135           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY VERTICAL,  2022–2027 (USD MILLION) 
        ・     TABLE 136           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY COUNTRY,  2016–2021 (USD MILLION) 
        ・     TABLE 137           NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY COUNTRY,  2022–2027 (USD MILLION) 
        13.2.3             US 
        ・     TABLE 138           US: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 139           US: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.2.4             CANADA 
        ・     TABLE 140           CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 141           CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.3          EUROPE 
        13.3.1             EUROPE: MARKET DRIVERS 
        13.3.2             EUROPE: REGULATIONS 
        13.3.2.1           EUROPEAN  MARKET INFRASTRUCTURE REGULATION 
        13.3.2.2           GENERAL DATA  PROTECTION REGULATION 
        13.3.2.3           EUROPEAN  COMMITTEE FOR STANDARDIZATION 
        13.3.2.4           EUROPEAN  TECHNICAL STANDARDS INSTITUTE 
        ・     TABLE 142           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 143           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        ・     TABLE 144           EUROPE: NATURAL LANGUAGE PROCESSING SOLUTIONS MARKET,  BY TYPE,  2016–2021 (USD MILLION) 
        ・     TABLE 145           EUROPE: NATURAL LANGUAGE PROCESSING SOLUTIONS  MARKET, BY TYPE,  2022–2027 (USD MILLION) 
        ・     TABLE 146           EUROPE: NATURAL LANGUAGE PROCESSING SERVICES  MARKET, BY TYPE, 2016–2021 (USD MILLION) 
        ・     TABLE 147           EUROPE: NATURAL LANGUAGE PROCESSING SERVICES  MARKET, BY TYPE,  2022–2027 (USD MILLION) 
        ・     TABLE 148           EUROPE: PROFESSIONAL NATURAL LANGUAGE PROCESSING  SERVICES MARKET,  BY TYPE, 2016–2021 (USD  MILLION) 
        ・     TABLE 149           EUROPE: PROFESSIONAL NATURAL LANGUAGE PROCESSING  SERVICES MARKET,  BY TYPE, 2022–2027 (USD  MILLION) 
        ・     TABLE 150           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  TYPE,  2016–2021 (USD MILLION) 
        ・     TABLE 151           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  TYPE,  2022–2027 (USD MILLION) 
        ・     TABLE 152           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  DEPLOYMENT MODE,  2016–2021 (USD MILLION) 
        ・     TABLE 153           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  DEPLOYMENT MODE,  2022–2027 (USD MILLION) 
        ・     TABLE 154           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  ORGANIZATION SIZE,  2016–2021 (USD  MILLION) 
        ・     TABLE 155           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  ORGANIZATION SIZE,  2022–2027 (USD  MILLION) 
        ・     TABLE 156           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  APPLICATION,  2016–2021 (USD MILLION) 
        ・     TABLE 157           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  APPLICATION,  2022–2027 (USD MILLION) 
        ・     TABLE 158           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  TECHNOLOGY,  2016–2021 (USD MILLION) 
        ・     TABLE 159           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  APPLICATION,  2022–2027 (USD MILLION) 
        ・     TABLE 160           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  VERTICAL,  2016–2021 (USD MILLION) 
        ・     TABLE 161           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  VERTICAL,  2022–2027 (USD MILLION) 
        ・     TABLE 162           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  COUNTRY,  2016–2021 (USD MILLION) 
        ・     TABLE 163           EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY  COUNTRY,  2022–2027 (USD MILLION) 
        13.3.3             UK 
        ・     TABLE 164           UK: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 165           UK: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.3.4             GERMANY 
        ・     TABLE 166           GERMANY: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 167           GERMANY: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.3.5             FRANCE 
        ・     TABLE 168           FRANCE: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 169           FRANCE: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.3.6             SPAIN 
        ・     TABLE 170           SPAIN: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 171           SPAIN: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.3.7             REST OF EUROPE 
        ・     TABLE 172           REST OF EUROPE: NATURAL LANGUAGE PROCESSING MARKET,  BY COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 173           REST OF EUROPE: NATURAL LANGUAGE PROCESSING MARKET,  BY COMPONENT,  2022–2027 (USD MILLION) 
        13.4          ASIA PACIFIC 
        13.4.1             ASIA PACIFIC: MARKET DRIVERS 
        13.4.2             ASIA PACIFIC: REGULATIONS 
        13.4.2.1           PRIVACY  COMMISSIONER FOR PERSONAL DATA 
        13.4.2.2           ACT ON THE  PROTECTION OF PERSONAL INFORMATION 
        13.4.2.3           CRITICAL  INFORMATION INFRASTRUCTURE 
        13.4.2.4           INTERNATIONAL  ORGANIZATION FOR STANDARDIZATION 27001 
        13.4.2.5           PERSONAL DATA  PROTECTION ACT 
        ・     FIGURE 49           ASIA PACIFIC: MARKET SNAPSHOT 
        ・     TABLE 174           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 175           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY COMPONENT,  2022–2027 (USD MILLION) 
        ・     TABLE 176           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING SOLUTIONS  MARKET, BY TYPE,  2016–2021 (USD MILLION) 
        ・     TABLE 177           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING SOLUTIONS  MARKET, BY TYPE,  2022–2027 (USD MILLION) 
        ・     TABLE 178           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING SERVICES  MARKET, BY TYPE, 2016–2021 (USD MILLION) 
        ・     TABLE 179           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING SERVICES  MARKET, BY TYPE,  2022–2027 (USD MILLION) 
        ・     TABLE 180           ASIA PACIFIC: PROFESSIONAL NATURAL LANGUAGE  PROCESSING SERVICES MARKET,  BY TYPE,  2016–2021 (USD MILLION) 
        ・     TABLE 181           ASIA PACIFIC: PROFESSIONAL NATURAL LANGUAGE  PROCESSING SERVICES MARKET,  BY TYPE,  2022–2027 (USD MILLION) 
        ・     TABLE 182           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY TYPE,  2016–2021 (USD MILLION) 
        ・     TABLE 183           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY TYPE,  2022–2027 (USD MILLION) 
        ・     TABLE 184           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 
        ・     TABLE 185           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 
        ・     TABLE 186           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 
        ・     TABLE 187           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 
        ・     TABLE 188           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY APPLICATION,  2016–2021 (USD MILLION) 
        ・     TABLE 189           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY APPLICATION,  2022–2027 (USD MILLION) 
        ・     TABLE 190           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY TECHNOLOGY,  2016–2021 (USD MILLION) 
        ・     TABLE 191           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY APPLICATION,  2022–2027 (USD MILLION) 
        ・     TABLE 192           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY VERTICAL,  2016–2021 (USD MILLION) 
        ・     TABLE 193           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY VERTICAL,  2022–2027 (USD MILLION) 
        ・     TABLE 194           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY COUNTRY/REGION, 2016–2021 (USD MILLION) 
        ・     TABLE 195           ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET,  BY COUNTRY/REGION, 2022–2027 (USD MILLION) 
        13.4.3             CHINA 
        ・     TABLE 196           CHINA: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 197           CHINA: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.4.4             JAPAN 
        ・     TABLE 198           JAPAN: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 199           JAPAN: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.4.5             INDIA 
        ・     TABLE 200           INDIA: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 201           INDIA: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.4.6             ASEAN COUNTRIES  214 
        ・     TABLE 202           ASEAN COUNTRIES: NATURAL LANGUAGE PROCESSING  MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 
        ・     TABLE 203           ASEAN COUNTRIES: NATURAL LANGUAGE PROCESSING MARKET,  BY COMPONENT, 2022–2027 (USD MILLION) 
        13.4.7             REST OF ASIA PACIFIC 
        ・     TABLE 204           REST OF ASIA PACIFIC: NATURAL LANGUAGE PROCESSING  MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 
        ・     TABLE 205           REST OF ASIA PACIFIC: NATURAL LANGUAGE PROCESSING  MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 
        13.5          MIDDLE EAST &  AFRICA 
        13.5.1             MIDDLE EAST & AFRICA: MARKET DRIVERS 
        13.5.2             MIDDLE EAST & AFRICA: REGULATIONS 
        13.5.2.1           ISRAELI  PRIVACY PROTECTION REGULATIONS (DATA SECURITY), 5777-2017 
        13.5.2.2           CLOUD  COMPUTING FRAMEWORK 
        13.5.2.3           GDPR  APPLICABILITY IN THE KINGDOM OF SAUDI ARABIA (KSA) 
        13.5.2.4           PROTECTION OF  PERSONAL INFORMATION ACT 
        13.5.2.5           PROTECTION OF  PERSONAL INFORMATION (POPI) ACT 
        ・     TABLE 206           MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING  MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 
        ・     TABLE 207           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY COMPONENT, 2022–2027 (USD MILLION) 218 
        ・     TABLE 208           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING SOLUTIONS MARKET,  BY TYPE, 2016–2021  (USD MILLION) 
        ・     TABLE 209           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING SOLUTIONS MARKET,  BY TYPE,  2022–2027 (USD MILLION) 
        ・     TABLE 210           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING SERVICES MARKET,  BY TYPE,  2016–2021 (USD MILLION) 
        ・     TABLE 211           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING SERVICES MARKET,  BY TYPE,  2022–2027 (USD MILLION) 
        ・     TABLE 212           MIDDLE EAST & AFRICA: PROFESSIONAL NATURAL  LANGUAGE PROCESSING SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 
        ・     TABLE 213           MIDDLE EAST & AFRICA: PROFESSIONAL NATURAL  LANGUAGE PROCESSING SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 
        ・     TABLE 214           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY TYPE,  2016–2021  (USD MILLION) 
・     TABLE 215           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY TYPE,  2022–2027  (USD MILLION) 
        ・     TABLE 216           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 
        ・     TABLE 217           MIDDLE & AND AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 
        ・     TABLE 218           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 
        ・     TABLE 219           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 
        ・     TABLE 220           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY APPLICATION, 2016–2021 (USD MILLION) 
        ・     TABLE 221           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 
        ・     TABLE 222           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION) 
        ・     TABLE 223           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 
        ・     TABLE 224           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY VERTICAL,   2016–2021 (USD MILLION) 
        ・     TABLE 225           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY VERTICAL,   2022–2027 (USD MILLION) 
        ・     TABLE 226           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY COUNTRY, 2016–2021 (USD MILLION) 225 
        ・     TABLE 227           MIDDLE EAST & AFRICA: NATURAL LANGUAGE  PROCESSING MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 225 
        13.5.3             KINGDOM OF SAUDI ARABIA 
        ・     TABLE 228           KSA: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 229           KSA: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.5.4             UNITED ARAB EMIRATES 
        ・     TABLE 230           UAE: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 231           UAE: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.5.5             SOUTH AFRICA 
        ・     TABLE 232           SOUTH AFRICA: NATURAL LANGUAGE PROCESSING MARKET,  BY COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 233           SOUTH AFRICA: NATURAL LANGUAGE PROCESSING MARKET,  BY COMPONENT, 2022–2027 (USD MILLION) 
        13.5.6             REST OF THE MIDDLE EAST & AFRICA 
        ・     TABLE 234           REST OF MIDDLE EAST AND AFRICA: NATURAL LANGUAGE  PROCESSING MARKET,  BY COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 235           REST OF MIDDLE EAST AND AFRICA: NATURAL LANGUAGE  PROCESSING MARKET,  BY COMPONENT,  2022–2027 (USD MILLION) 
        13.6          LATIN AMERICA 
        13.6.1             LATIN AMERICA: MARKET DRIVERS 
        13.6.2             LATIN AMERICA: REGULATIONS 
        13.6.2.1           BRAZIL DATA  PROTECTION LAW 
        ・     TABLE 236           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 237           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY COMPONENT,  2022–2027 (USD MILLION) 
        ・     TABLE 238           LATIN AMERICA: NATURAL LANGUAGE PROCESSING SOLUTIONS  MARKET, BY TYPE, 2016–2021 (USD MILLION) 
        ・     TABLE 239           LATIN AMERICA: NATURAL LANGUAGE PROCESSING  SOLUTIONS MARKET, BY TYPE, 2022–2027 (USD MILLION) 
        ・     TABLE 240           LATIN AMERICA: NATURAL LANGUAGE PROCESSING SERVICES  MARKET, BY TYPE, 2016–2021 (USD MILLION) 
        ・     TABLE 241           LATIN AMERICA: NATURAL LANGUAGE PROCESSING SERVICES  MARKET, BY TYPE, 2022–2027 (USD MILLION) 
        ・     TABLE 242           LATIN AMERICA: PROFESSIONAL NATURAL LANGUAGE  PROCESSING SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION) 
        ・     TABLE 243           LATIN AMERICA: PROFESSIONAL NATURAL LANGUAGE  PROCESSING SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION) 
        ・     TABLE 244           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY TYPE,  2016–2021 (USD MILLION) 
        ・     TABLE 245           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY TYPE,  2022–2027 (USD MILLION) 
        ・     TABLE 246           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY DEPLOYMENT MODE, 2016–2021 (USD MILLION) 
        ・     TABLE 247           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY DEPLOYMENT MODE, 2022–2027 (USD MILLION) 
        ・     TABLE 248           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY ORGANIZATION SIZE, 2016–2021 (USD MILLION) 
        ・     TABLE 249           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY ORGANIZATION SIZE, 2022–2027 (USD MILLION) 
        ・     TABLE 250           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY APPLICATION,  2016–2021 (USD MILLION) 
        ・     TABLE 251           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY APPLICATION,  2022–2027 (USD MILLION) 
        ・     TABLE 252           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY TECHNOLOGY,  2016–2021 (USD MILLION) 
        ・     TABLE 253           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY APPLICATION,  2022–2027 (USD MILLION) 
        ・     TABLE 254           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY VERTICAL,  2016–2021 (USD MILLION) 
        ・     TABLE 255           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY VERTICAL,  2022–2027 (USD MILLION) 
        ・     TABLE 256           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY COUNTRY,  2016–2021 (USD MILLION) 
        ・     TABLE 257           LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET,  BY COUNTRY,  2022–2027 (USD MILLION) 
        13.6.3             BRAZIL 
        ・     TABLE 258           BRAZIL: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 259           BRAZIL: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.6.4             MEXICO 
        ・     TABLE 260           MEXICO: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2016–2021 (USD MILLION) 
        ・     TABLE 261           MEXICO: NATURAL LANGUAGE PROCESSING MARKET, BY  COMPONENT,  2022–2027 (USD MILLION) 
        13.6.5             REST OF LATIN AMERICA 
        ・     TABLE 262           REST OF LATIN AMERICA: NATURAL LANGUAGE PROCESSING  MARKET, BY COMPONENT, 2016–2021 (USD MILLION) 
        ・     TABLE 263           REST OF LATIN AMERICA: NATURAL LANGUAGE PROCESSING  MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
14.1          OVERVIEW 
        14.2          KEY PLAYER STRATEGIES 
        ・     TABLE 264           OVERVIEW OF STRATEGIES ADOPTED BY KEY NLP VENDORS 
        14.3          REVENUE ANALYSIS 
        14.3.1             HISTORICAL REVENUE  ANALYSIS 
        ・     FIGURE 50           HISTORICAL REVENUE ANALYSIS OF TOP FIVE LEADING  PLAYERS,  2019–2021 (USD MILLION) 
        14.4          MARKET SHARE ANALYSIS 
        ・     FIGURE 51           MARKET SHARE ANALYSIS, 2019–2022 
        ・     TABLE 265           NATURAL LANGUAGE PROCESSING MARKET: DEGREE OF  COMPETITION 
        14.5          MARKET EVALUATION FRAMEWORK 
        ・     FIGURE 52           NATURAL LANGUAGE PROCESSING MARKET EVALUATION  FRAMEWORK,  2019–2022 
        14.6          KEY COMPANY EVALUATION  QUADRANT 
        14.6.1             STARS 
        14.6.2             EMERGING LEADERS 
        14.6.3             PERVASIVE PLAYERS 
        14.6.4             PARTICIPANTS 
        ・     FIGURE 53           NATURAL LANGUAGE PROCESSING MARKET: KEY COMPANY  EVALUATION QUADRANT, 2022 
        14.7          KEY PLAYER COMPETITIVE BENCHMARKING 
        14.7.1             COMPANY PRODUCT  FOOTPRINT 
        ・     FIGURE 54           PRODUCT PORTFOLIO ANALYSIS OF TOP PLAYERS 
        ・     FIGURE 55           BUSINESS STRATEGY EXCELLENCE OF TOP PLAYERS 
        ・     TABLE 266           NATURAL LANGUAGE PROCESSING MARKET: COMPETITIVE  BENCHMARKING OF KEY PLAYERS 
        14.8          STARTUP/SME EVALUATION QUADRANT 
        14.8.1             PROGRESSIVE COMPANIES 
        14.8.2             RESPONSIVE COMPANIES 
        14.8.3             DYNAMIC COMPANIES  250 
        14.8.4             STARTING BLOCKS  250 
        ・     FIGURE 56           NATURAL LANGUAGE PROCESSING MARKET: STARTUP/SME  EVALUATION QUADRANT, 2022 
        14.9          STARTUP/SME COMPETITIVE BENCHMARKING 
        14.9.1             COMPANY PRODUCT  FOOTPRINT 
        ・     FIGURE 57           PRODUCT PORTFOLIO ANALYSIS OF STARTUPS/SMES 
        ・     FIGURE 58           BUSINESS STRATEGY EXCELLENCE OF STARTUPS/SMES 
        ・     TABLE 267           NATURAL LANGUAGE PROCESSING MARKET: COMPETITIVE  BENCHMARKING OF STARTUP/SMES 
        ・     TABLE 268           NATURAL LANGUAGE PROCESSING MARKET: DETAILED LIST  OF KEY STARTUPS/SMES 
        14.10       COMPETITIVE SCENARIO AND TRENDS 
        14.10.1          NEW PRODUCT  LAUNCHES AND ENHANCEMENTS 
        ・     TABLE 269           NEW PRODUCT LAUNCHES AND ENHANCEMENTS, AUGUST  2018–JUNE 2022 
        14.10.2          DEALS 
        ・     TABLE 270           DEALS, FEBRUARY 2019–FEBRUARY 2022
15.1          INTRODUCTION 
        15.2          KEY PLAYERS
        (BUSINESS  OVERVIEW, SOLUTIONS OFFERED, RECENT DEVELOPMENTS, COVID-19-RELATED  DEVELOPMENTS, MNM VIEW, KEY STRENGTHS/RIGHT TO WIN, STRATEGIC CHOICES MADE, AND  WEAKNESSES AND COMPETITIVE THREATS)*
        15.2.1             IBM 
        ・     TABLE 271           IBM: BUSINESS OVERVIEW 
        ・     FIGURE 59           IBM: COMPANY SNAPSHOT 
        ・     TABLE 272           IBM: SOLUTIONS OFFERED 
        ・     TABLE 273           IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・     TABLE 274           IBM: DEALS 
        15.2.2             MICROSOFT 
        ・     TABLE 275           MICROSOFT: BUSINESS OVERVIEW   265 
        ・     FIGURE 60           MICROSOFT: COMPANY SNAPSHOT  266 
        ・     TABLE 276           MICROSOFT: SOLUTIONS OFFERED   266 
        ・     TABLE 277           MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・     TABLE 278           MICROSOFT: DEALS 
        15.2.3             GOOGLE 
        ・     TABLE 279           GOOGLE: BUSINESS OVERVIEW 
        ・     FIGURE 61           GOOGLE: COMPANY SNAPSHOT 
        ・     TABLE 280           GOOGLE: SOLUTIONS OFFERED 
        ・     TABLE 281           GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・     TABLE 282           GOOGLE: DEALS 
        15.2.4             AWS 
        ・     TABLE 283           AWS: BUSINESS OVERVIEW 
        ・     FIGURE 62           AWS: COMPANY SNAPSHOT 
        ・     TABLE 284           AWS: SOLUTIONS OFFERED 
        ・     TABLE 285           AWS: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・     TABLE 286           AWS: DEALS 
        15.2.5             META 
        ・     TABLE 287           META: BUSINESS OVERVIEW 
        ・     FIGURE 63           META: COMPANY SNAPSHOT 
        ・     TABLE 288           META: SOLUTIONS OFFERED 
        ・     TABLE 289           META: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・     TABLE 290           META: DEALS 
        15.2.6             3M 
        ・     TABLE 291           3M: BUSINESS OVERVIEW 
        ・     FIGURE 64           3M: COMPANY SNAPSHOT 
        ・     TABLE 292           3M: SOLUTIONS OFFERED 
        ・     TABLE 293           3M: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・     TABLE 294           3M: DEALS 
        15.2.7             BAIDU 
        ・     TABLE 295           BAIDU: BUSINESS OVERVIEW 
        ・     FIGURE 65           BAIDU: COMPANY SNAPSHOT 
        ・     TABLE 296           BAIDU: SOLUTIONS OFFERED 
        ・     TABLE 297           BAIDU: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・     TABLE 298           BAIDU: DEALS 
        15.2.8             APPLE 
        ・     TABLE 299           APPLE: BUSINESS OVERVIEW 
        ・     FIGURE 66           APPLE: COMPANY SNAPSHOT 
        ・     TABLE 300           APPLE: SOLUTIONS OFFERED 
        ・     TABLE 301           APPLE: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・     TABLE 302           APPLE: DEALS 
        15.2.9             SAS INSTITUTE 
        ・     TABLE 303           SAS INSTITUTE: BUSINESS OVERVIEW 
        ・     FIGURE 67           SAS INSTITUTE: COMPANY SNAPSHOT 
        ・     TABLE 304           SAS INSTITUTE: SOLUTIONS OFFERED 
        ・     TABLE 305           SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・     TABLE 306           SAS INSTITUTE: DEALS 
        15.2.10          IQVIA 
        ・     TABLE 307           IQVIA: BUSINESS OVERVIEW 
        ・     FIGURE 68           IQVIA: COMPANY SNAPSHOT 
        ・     TABLE 308           IQVIA: SOLUTIONS OFFERED 
        ・     TABLE 309           IQVIA: PRODUCT LAUNCHES AND ENHANCEMENTS 
        ・     TABLE 310           IQVIA: DEALS 
        15.2.11          ORACLE 
        15.2.12          INBENTA 
        15.2.13          HEALTH FIDELITY  298 
        15.2.14          LIVEPERSON 
        15.2.15          SOUNDHOUND 
        15.2.16          MINDMELD 
        15.2.17          VERITONE 
        15.2.18          DOLBEY 
        15.2.19          AUTOMATED INSIGHTS 
        15.2.20          BITEXT 
        15.2.21          CONVERSICA 
        15.3          STARTUPS/SMES 
        15.3.1             ADDEPTO 
        15.3.2             RAGAVERA 
        15.3.3             OBSERVE.AI 
        15.3.4             EIGEN TECHNOLOGIES 
        15.3.5             GNANI.AI 
        15.3.6             CRAYON DATA 
        15.3.7             NARRATIVA 
        15.3.8             DEEPSET 
        15.3.9             ELLIPSIS HEALTH   310 
        15.3.10          DHEEYANTRA
        *DETAILS  ON BUSINESS OVERVIEW, SOLUTIONS OFFERED, RECENT DEVELOPMENTS, COVID-19-RELATED  DEVELOPMENTS, MNM VIEW, KEY STRENGTHS/RIGHT TO WIN, STRATEGIC CHOICES MADE, AND  WEAKNESSES AND COMPETITIVE THREATS MIGHT NOT BE CAPTURED IN CASE OF UNLISTED  COMPANIES.
16.1          INTRODUCTION 
        16.2          CONVERSATIONAL AI  MARKET - GLOBAL FORECAST TO 2026 
        16.2.1             MARKET DEFINITION   312 
        16.2.2             MARKET OVERVIEW   312 
        16.2.2.1           CONVERSATIONAL  AI MARKET, BY COMPONENT 
        ・     TABLE 311           CONVERSATIONAL AI MARKET, BY COMPONENT, 2016–2020  (USD MILLION) 
        ・     TABLE 312           CONVERSATIONAL AI MARKET, BY COMPONENT, 2021–2026  (USD MILLION) 
        16.2.2.2           CONVERSATIONAL  AI MARKET, BY TYPE 
        ・     TABLE 313           CONVERSATIONAL AI MARKET, BY TYPE, 2016–2020 (USD  MILLION) 
        ・     TABLE 314           CONVERSATIONAL AI MARKET, BY TYPE, 2021–2026 (USD  MILLION) 
        16.2.2.3           CONVERSATIONAL  AI MARKET, BY DEPLOYMENT MODE 
        ・     TABLE 315           CONVERSATIONAL AI MARKET, BY DEPLOYMENT MODE,  2016–2020 (USD MILLION) 
        ・     TABLE 316           CONVERSATIONAL AI MARKET, BY DEPLOYMENT MODE,  2021–2026 (USD MILLION) 
        16.2.2.4           CONVERSATIONAL  AI MARKET, BY ORGANIZATION SIZE 
        ・     TABLE 317           CONVERSATIONAL AI MARKET, BY ORGANIZATION SIZE,  2016–2020 (USD MILLION) 
        ・     TABLE 318           CONVERSATIONAL AI MARKET, BY ORGANIZATION SIZE,  2021–2026 (USD MILLION) 
        16.2.2.5           CONVERSATIONAL  AI MARKET, BY MODE OF INTEGRATION 
        ・     TABLE 319           CONVERSATIONAL AI MARKET, BY MODE OF INTEGRATION,  2016–2020 (USD MILLION) 
        ・     TABLE 320           CONVERSATIONAL AI MARKET, BY MODE OF INTEGRATION,  2021–2026 (USD MILLION) 
        16.2.2.6           CONVERSATIONAL  AI MARKET, BY BUSINESS FUNCTION 
        ・     TABLE 321           CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION,  2016–2020 (USD MILLION) 
        ・     TABLE 322           CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2021–2026  (USD MILLION) 
        16.2.2.7           CONVERSATIONAL  AI MARKET, BY VERTICAL 
        ・     TABLE 323           CONVERSATIONAL AI MARKET, BY VERTICAL, 2016–2020  (USD MILLION) 
        ・     TABLE 324           CONVERSATIONAL AI MARKET, BY VERTICAL, 2021–2026  (USD MILLION) 
        16.2.2.8           CONVERSATIONAL  AI MARKET, BY REGION 
        ・     TABLE 325           CONVERSATIONAL AI MARKET, BY REGION, 2016–2020 (USD  MILLION) 
        ・     TABLE 326           CONVERSATIONAL AI MARKET, BY REGION, 2021–2026 (USD  MILLION) 
        16.3          CHATBOT MARKET - GLOBAL  FORECAST TO 2026 
        16.3.1             MARKET DEFINITION   318 
        16.3.2             MARKET OVERVIEW   318 
        16.3.2.1           CHATBOT  MARKET, BY COMPONENT 
        ・     TABLE 327           CHATBOT MARKET, BY COMPONENT, 2015–2019 (USD  MILLION) 
        ・     TABLE 328           CHATBOT MARKET, BY COMPONENT, 2020–2026 (USD  MILLION) 
        16.3.2.2           CHATBOT  MARKET, BY TYPE 
        ・     TABLE 329           CHATBOT MARKET, BY TYPE, 2015–2019 (USD MILLION) 
        ・     TABLE 330           CHATBOT MARKET, BY TYPE, 2020–2026 (USD MILLION) 
        16.3.2.3           CHATBOT  MARKET, BY DEPLOYMENT MODE 
        ・     TABLE 331           CHATBOT MARKET, BY DEPLOYMENT MODE, 2015–2019 (USD  MILLION) 
        ・     TABLE 332           CHATBOT MARKET, BY DEPLOYMENT MODE, 2020–2026 (USD  MILLION) 
        16.3.2.4           CHATBOT  MARKET, BY CHANNEL INTEGRATION 
        ・     TABLE 333           CHATBOT MARKET, BY CHANNEL INTEGRATION, 2015–2019  (USD MILLION) 
        ・     TABLE 334           CHATBOT MARKET, BY CHANNEL INTEGRATION, 2020–2026  (USD MILLION) 
        16.3.2.5           CHATBOT  MARKET, BY BUSINESS FUNCTION 
        ・     TABLE 335           CHATBOT MARKET, BY BUSINESS FUNCTION, 2015–2019  (USD MILLION) 
        ・     TABLE 336           CHATBOT MARKET, BY BUSINESS FUNCTION, 2020–2026  (USD MILLION) 
        16.3.2.6           CHATBOT  MARKET, BY APPLICATION 
        ・     TABLE 337           CHATBOT MARKET, BY APPLICATION, 2015–2019 (USD  MILLION) 
        ・     TABLE 338           CHATBOT MARKET, BY APPLICATION, 2020–2026 (USD  MILLION) 
        16.3.2.7           CHATBOT  MARKET, BY VERTICAL 
        ・     TABLE 339           CHATBOT MARKET, BY VERTICAL, 2015–2019 (USD  MILLION) 
        ・     TABLE 340           CHATBOT MARKET, BY VERTICAL, 2020–2026 (USD  MILLION) 
        16.3.2.8           CHATBOT  MARKET, BY REGION 
        ・     TABLE 341           CHATBOT MARKET, BY REGION, 2015–2019 (USD MILLION) 
        ・     TABLE 342           CHATBOT MARKET, BY REGION, 2020–2026 (USD MILLION) 
17.1          INDUSTRY EXPERTS 
        17.2          DISCUSSION GUIDE 
        17.3          KNOWLEDGESTORE:  MARKETSANDMARKETS’  SUBSCRIPTION PORTAL 
        17.4          AVAILABLE  CUSTOMIZATIONS 
        17.5          RELATED REPORTS 
      17.6          AUTHOR DETAILS