マーケットレポート詳細
自然言語処理(NLP)の世界市場：ソリューション別、用途別2028年予測
Natural Language Processing (NLP) Market by Offering (Solutions, Services), Type (Rule-based, Statistical, Hybrid), Application (Sentiment Analysis, Social Media Monitoring), Technology (IVR, OCR, Auto Coding), Vertical & Region - Global Forecast to 2028
- 出版元：MarketsandMarkets
出版元について - 発行年：2023年 9月
- 定価 ：Single User License(1名様ライセンス)US$4,950(米国ドル)/ Multi User License(5名様)$6,650 / Corporate User License $8,150
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- 商品コード：MAM3399
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【レポート紹介】
自然言語処理(NLP)の世界市場規模は2023年で189億ドル、2028年に681億ドル、市場の平均年成長率は29.３%に達するとレポートは見込んでいます。
レポートは自然言語処理(NLP)の世界市場について2028年までの市場予測データ(金額US$)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（製品別市場、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（23社）、特許分析、ケーススタディ分析なども加味し、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】
◆自然言語処理(NLP)の世界市場予測2017-2028年
・市場規模(US$)
◆ソリューション/サービス別、市場-2028年
ソリューション
・プラットフォーム
・ソフトウェアツール
デプロイモード別
・クラウド
・オンプレミス
サービス
・プロフェッショナルサービス
-トレーニング、コンサルティング
-システムインテグレーション、実装
-サポート、メンテナンス
・マネージドサービス
※(市場規模US$)
◆タイプ別、市場-2028年
・ルールベース
・統計的モデル
・ハイブリッド
※(市場規模US$)
◆用途別、市場-2028年
・カスタマーエクスペリエンスマネジメント
・仮想アシスタント、チャットボット
・ソーシャルメディアモニタリング
・感情分析
・テキスト分類、要約
・従業員研修、採用
・言語生成、音声認識
・機械翻訳
・その他
※(市場規模US$)
◆技術別、市場-2028年
・光学的文字認識(OCR)
・自動音声応答システム
・自動コーティング
・テキストアナリシス
・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$)
◆業界別、市場-2028年
・BFSI
・IT、ITサービス
・小売り、eコマース
・ヘルスケア、ライフサイエンス
・輸送、物流
・政府、公共部門
・メディア、エンターテインメント
・製造
・通信
・その他
※(市場規模US$)
◆主要国地域別市場-2028年
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、アセアン諸国
・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
※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
◆市場分析
・市場ダイナミクス
・業界の動向
・ファイブフォース分析
・特許分析
・ケーススタディ分析（業界別）
・技術ロードマップ、ビジネスモデル
・競合状況
・市場分析
◆自然言語処理(NLP)の主要企業プロフィール動向
・IBM
・MICROSOFT
・GOOGLE
・AWS
・META
・3M
・BAIDU
・APPLE
・SAS INSTITUTE
・ORACLE
・SALESFORCE
・OPENAI
・IQVIA
・LIVEPERSON
・SOUNDHOUND AI
・DOLBEY
・INBENTA
・VERITONE
・MINDMELD, INC
・AUTOMATED INSIGHTS
・BITEXT
・CONVERSICA
・UIPATH
その他企業
・ADDEPTO
・RAGAVERA
・OBSERVEAI
・EIGEN TECHNOLOGIES
・GNANIAI
・CRAYON DATA
・NARRATIVA
・DEEPSET
・ELLIPSIS HEALTH
・DHEEYANTRA
・VERBITAI
・RASA
・TEXTRAZOR
・MONKEYLEARN
・COHERE
（全431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】
Table of Contents (英文詳細目次）
1 INTRODUCTION
1.1 STUDY 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 57
1.4 YEARS CONSIDERED
1.5 CURRENCY CONSIDERED
1.6 STAKEHOLDERS
1.7 SUMMARY OF CHANGES
1.7.1 RECESSION IMPACT 59
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
・ FIGURE 1 NATURAL LANGUAGE PROCESSING MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
・ TABLE 1 PRIMARY INTERVIEWS WITH EXPERTS
2.1.2.1 BREAKUP OF PRIMARY PROFILES
・ FIGURE 2 BREAKUP OF PRIMARY INTERVIEWS: BY COMPANY NAME, DESIGNATION, AND REGION
2.1.2.2 KEY INSIGHTS FROM INDUSTRY EXPERTS
2.2 DATA TRIANGULATION AND MARKET BREAKUP
・ FIGURE 3 DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
・ FIGURE 4 NATURAL LANGUAGE PROCESSING MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
2.3.1 TOP-DOWN APPROACH 65
2.3.2 BOTTOM-UP APPROACH
・ FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): FLOWCHART USING REVENUE FROM NLP SOLUTIONS/SERVICES
・ FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL NLP SOLUTION/SERVICE COMPANIES
・ FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): REVENUES OF TOP PLAYERS AND SOURCES OF DATA
・ FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE THROUGH OVERALL NLP SPENDING
2.4 MARKET FORECAST
・ TABLE 2 FACTOR ANALYSIS
2.5 RESEARCH ASSUMPTIONS
2.6 LIMITATIONS 71
2.7 RECESSION IMPACT ANALYSIS
・ TABLE 3 IMPACT OF RECESSION
3 EXECUTIVE SUMMARY
・ TABLE 4 NATURAL LANGUAGE PROCESSING MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y)
・ TABLE 5 NATURAL LANGUAGE PROCESSING MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y)
・ FIGURE 9 SOLUTIONS SEGMENT TO ACCOUNT FOR LARGER MARKET IN 2023
・ FIGURE 10 SOFTWARE TOOLS SEGMENT TO ACCOUNT FOR LARGER MARKET IN 2023
・ FIGURE 11 PROFESSIONAL SERVICES SEGMENT TO ACCOUNT FOR LARGER MARKET IN 2023
・ FIGURE 12 SYSTEM INTEGRATION & IMPLEMENTATION SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023
・ FIGURE 13 STATISTICAL TYPE SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2023
・ FIGURE 14 IVR TECHNOLOGY SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023
・ FIGURE 15 SENTIMENT ANALYSIS SEGMENT TO ACCOUNT FOR THE LARGEST APPLICATION IN 2023
・ FIGURE 16 CLOUD DEPLOYMENT SEGMENT TO BE LARGER MARKET IN 2023
・ FIGURE 17 BFSI VERTICAL TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023
・ FIGURE 18 ASIA PACIFIC TO GROW AT HIGHEST CAGR IN MARKET DURING FORECAST PERIOD
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE OPPORTUNITIES IN NATURAL LANGUAGE PROCESSING MARKET
・ FIGURE 19 SURGING DEMAND FOR VIRTUAL ASSISTANTS AND CHATBOTS POWERED BY GENERATIVE AI TO BOOST ADOPTION OF NLP SOLUTIONS
4.2 OVERVIEW OF RECESSION IN GLOBAL NATURAL LANGUAGE PROCESSING MARKET
・ FIGURE 20 NATURAL LANGUAGE PROCESSING MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023
4.3 NATURAL LANGUAGE PROCESSING MARKET: TOP THREE APPLICATIONS
・ FIGURE 21 SENTIMENT ANALYSIS APPLICATION TO HOLD LARGEST MARKET SHARE DURING FORECAST PERIOD
4.4 NATURAL LANGUAGE PROCESSING MARKET: KEY OFFERING & TOP THREE VERTICALS
・ FIGURE 22 SOLUTIONS AND BFSI VERTICAL TO ACCOUNT FOR LARGEST MARKET SHARES RESPECTIVELY IN 2023
4.5 NATURAL LANGUAGE PROCESSING MARKET, BY REGION
・ FIGURE 23 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
・ FIGURE 24 MARKET DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: NATURAL LANGUAGE PROCESSING MARKET
5.2.1 DRIVERS
5.2.1.1 ADVANCEMENTS IN TEXT-ANALYZING COMPUTER PROGRAMS
5.2.1.2 RISING NEED TO STREAMLINE BUSINESS OPERATIONS FOR BETTER CUSTOMER EXPERIENCE
5.2.1.3 SURGING DEMAND FOR CLOUD-BASED NLP SOLUTIONS TO REDUCE OVERALL COSTS AND ENHANCE SCALABILITY
5.2.1.4 DEMAND FOR PREDICTIVE ANALYTICS TO REDUCE RISKS AND IDENTIFY GROWTH OPPORTUNITIES
5.2.2 RESTRAINTS
5.2.2.1 LACK OF CONTEXTUAL UNDERSTANDING LEADING TO AMBIGUITY
5.2.2.2 COMPLEXITIES DUE TO CODE-MIXED LANGUAGE
5.2.2.3 LIMITATIONS IN DEVELOPING NLP TECHNOLOGY USING NEURAL NETWORKS
5.2.3 OPPORTUNITIES
5.2.3.1 GENERATIVE AI ACTING AS CATALYST FOR TRANSFORMING NLP MARKET
5.2.3.2 NEED FOR DEVELOPING BIG DATA TECHNOLOGY FOR ACTIONABLE BUSINESS INTELLIGENCE
5.2.3.3 INCREASING DEMAND FOR EFFECTIVE DATA MANAGEMENT AND ADVANCED DATA ANALYTICS IN HEALTHCARE SECTOR
5.2.4 CHALLENGES
5.2.4.1 LACK OF MULTILINGUAL PROFICIENCY
5.2.4.2 REGULATORY AND PRIVACY CONCERNS OVER DATA SECURITY
5.2.4.3 INTEROPERABILITY AND RELIABILITY ISSUES WHILE DEPLOYING NLP ALGORITHMS
5.3 INDUSTRY TRENDS
5.3.1 NATURAL LANGUAGE PROCESSING: EVOLUTION
・ FIGURE 25 NATURAL LANGUAGE PROCESSING MARKET: EVOLUTION
5.3.2 NATURAL LANGUAGE PROCESSING: ARCHITECTURE
・ FIGURE 26 NATURAL LANGUAGE PROCESSING MARKET: ARCHITECTURE
5.3.3 VALUE CHAIN ANALYSIS
・ FIGURE 27 NATURAL LANGUAGE PROCESSING MARKET: VALUE CHAIN ANALYSIS
5.3.4 SUPPLY CHAIN ANALYSIS
・ FIGURE 28 NATURAL LANGUAGE PROCESSING MARKET: SUPPLY CHAIN ANALYSIS
5.3.5 ECOSYSTEM
・ FIGURE 29 NATURAL LANGUAGE PROCESSING MARKET: ECOSYSTEM
・ TABLE 6 NATURAL LANGUAGE PROCESSING MARKET: PLATFORM PROVIDERS
・ TABLE 7 NATURAL LANGUAGE PROCESSING MARKET: SOFTWARE PROVIDERS
・ TABLE 8 NATURAL LANGUAGE PROCESSING MARKET: SERVICE PROVIDERS
・ TABLE 9 NATURAL LANGUAGE PROCESSING MARKET: FRAMEWORK AND TOOLKIT PROVIDERS
・ TABLE 10 NATURAL LANGUAGE PROCESSING MARKET: REGULATORY BODIES
5.3.6 PRICING ANALYSIS 97
5.3.6.1 SELLING PRICES OF KEY PLAYERS, BY APPLICATION
・ FIGURE 30 SELLING PRICES OF KEY PLAYERS FOR TOP THREE APPLICATIONS
・ TABLE 11 SELLING PRICES OF KEY PLAYERS FOR TOP THREE APPLICATIONS (USD)
5.3.6.2 INDICATIVE PRICING ANALYSIS OF NLP SOFTWARE
・ TABLE 12 NATURAL LANGUAGE PROCESSING PRODUCTS: PRICING LEVELS
5.4 PORTER’S FIVE FORCES ANALYSIS
・ FIGURE 31 PORTER’S FIVE FORCES ANALYSIS
・ TABLE 13 PORTER’S FIVE FORCES ANALYSIS
5.4.1 THREAT OF NEW ENTRANTS
5.4.2 THREAT OF SUBSTITUTES
5.4.3 BARGAINING POWER OF SUPPLIERS
5.4.4 BARGAINING POWER OF BUYERS
5.4.5 INTENSITY OF COMPETITIVE RIVALRY
5.4.6 TRENDS/DISRUPTIONS IMPACTING BUYER/CLIENT BUSINESS
・ FIGURE 32 NATURAL LANGUAGE PROCESSING MARKET: TRENDS/DISRUPTIONS IMPACTING BUYER/CLIENT BUSINESS
5.4.7 TECHNOLOGY ANALYSIS
・ FIGURE 33 NATURAL LANGUAGE PROCESSING MARKET: TECHNOLOGY ANALYSIS
5.4.7.1 KEY TECHNOLOGIES
5.4.7.1.1 AI
5.4.7.1.2 DEEP LEARNING
5.4.7.1.3 SPEECH RECOGNITION
5.4.7.1.4 SPEECH-TO-TEXT
5.4.7.1.5 TEXT-TO-SPEECH
5.4.7.2 COMPLEMENTARY TECHNOLOGIES
5.4.7.2.1 BIG DATA
5.4.7.2.2 CLOUD COMPUTING
5.4.7.2.3 IOT
5.4.7.3 ADJACENT TECHNOLOGIES
5.4.7.3.1 BLOCKCHAIN
5.4.7.3.2 CYBERSECURITY
5.4.7.3.3 GRAPH DATABASES
5.4.8 CASE STUDY ANALYSIS
5.4.8.1 BANKING, FINANCIAL SERVICES, AND INSURANCE
5.4.8.1.1 CASE STUDY 1: NATIONAL BANK OF GREECE MODERNIZED ITS ANALYTICS PLATFORM WITH SAS VIYA ON AZURE
5.4.8.1.2 CASE STUDY 2: HSBC IMPLEMENTED LIVEPERSON’S CONVERSATIONAL AI SOLUTIONS WITH INTELLIGENT AUTOMATION
5.4.8.1.3 CASE STUDY 3: OBSERVE.AI'S AUTO QA REVOLUTIONIZED COMPLIANCE AND PERFORMANCE OPTIMIZATION OF FINANCIAL SERVICES COMPANY
5.4.8.2 HEALTHCARE & LIFE SCIENCES
5.4.8.2.1 CASE STUDY 4: TGH URGENT CARE STREAMLINED OPERATIONS AND IMPROVED PATIENT EXPERIENCE WITH LIVEPERSON'S VOICE BOT
5.4.8.2.2 CASE STUDY 5: ATRIUS HEALTH CREATED QUERIES TO EXTRACT CLINICAL DATA FROM FREE-TEXT FIELDS USING LINGUAMATICS I2E
5.4.8.2.3 CASE STUDY 6: HUNTSMAN CANCER INSTITUTE OPTIMIZED RESEARCH WITH LINGUAMATICS NLP PLATFORM
5.4.8.2.4 CASE STUDY 7: HUMANA’S VOICE AGENT REDUCED COSTLY PRE-SERVICE CALLS WITH CONVERSATIONAL AI
5.4.8.3 IT & ITES
5.4.8.3.1 CASE STUDY 8: TELENOR ADAPTED TO RAPIDLY CHANGING CUSTOMER EXPECTATIONS USING SAS VIYA
5.4.8.4 RETAIL & ECOMMERCE
5.4.8.4.1 CASE STUDY 9: WEHKAMP GENERATED HIGH-QUALITY PRODUCT DESCRIPTIONS WHILE MAINTAINING SEO FOCUS WITH NLG
5.4.8.4.2 CASE STUDY 10: BITEXT'S MULTILINGUAL SYNTHETIC TRAINING DATA TRANSFORMED CUSTOMER SERVICE
5.4.8.5 GOVERNMENT & PUBLIC SECTOR
5.4.8.5.1 CASE STUDY 11: AZURE MAPS WEATHER FORECASTED DATA AND SAS EVENT STREAM PROCESSING PREDICTED FLOODING TIME
5.4.8.6 MEDIA & ENTERTAINMENT
5.4.8.6.1 CASE STUDY 12: SWEETWATER ENHANCED CUSTOMER EXPERIENCE WITH VOICEBASE CONVERSATION INTELLIGENCE
5.4.8.6.2 CASE STUDY 13: HEARST NEWSPAPERS USED GOOGLE CLOUD NATURAL LANGUAGE API FOR CONTENT CLASSIFICATION
5.4.8.7 TRAVEL & HOSPITALITY
5.4.8.7.1 CASE STUDY 14: SAS GAVE FOXWOODS RESORT CASINO HOLISTIC VIEW OF RESORT OPERATIONS
5.4.9 PATENT ANALYSIS 119
5.4.9.1 METHODOLOGY
5.4.9.2 DOCUMENT TYPE
・ TABLE 14 PATENTS FILED, 2013–2023
5.4.9.3 INNOVATION AND PATENT APPLICATIONS
・ FIGURE 34 TOTAL NUMBER OF PATENTS GRANTED, 2013–2023
5.4.9.3.1 TOP APPLICANTS
・ FIGURE 35 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2013–2023
・ TABLE 15 TOP TWENTY PATENT OWNERS, 2013–2023
・ TABLE 16 LIST OF PATENTS IN NATURAL LANGUAGE PROCESSING MARKET, 2021–2023
5.4.10 KEY CONFERENCES & EVENTS, 2023–2024
・ TABLE 17 DETAILED LIST OF CONFERENCES & EVENTS, 2023–2024
5.4.11 TARIFFS AND REGULATORY LANDSCAPE
5.4.11.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 18 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 19 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 20 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 21 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
5.4.11.1.1 NORTH AMERICA
5.4.11.1.1.1 US
5.4.11.1.1.2 CANADA
5.4.11.1.2 EUROPE
5.4.11.1.3 ASIA PACIFIC
5.4.11.1.3.1 SOUTH KOREA
5.4.11.1.3.2 CHINA
5.4.11.1.3.3 INDIA
5.4.11.1.4.1 UAE
5.4.11.1.4.2 KSA
5.4.11.1.4.3 BAHRAIN
5.4.11.1.5 LATIN AMERICA
5.4.11.1.5.1 BRAZIL
5.4.11.1.5.2 MEXICO
5.4.12 KEY STAKEHOLDERS AND BUYING CRITERIA
・ FIGURE 36 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
・ TABLE 22 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
5.4.12.1 BUYING CRITERIA
・ FIGURE 37 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
・ TABLE 23 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
5.4.13 BEST PRACTICES IN NATURAL LANGUAGE PROCESSING MARKET
5.4.14 TECHNOLOGY ROADMAP OF NATURAL LANGUAGE PROCESSING MARKET
・ TABLE 24 SHORT-TERM ROADMAP, 2023–2025
・ TABLE 25 MID-TERM ROADMAP, 2026–2028 133
・ TABLE 26 LONG-TERM ROADMAP, 2029–2030 134
5.4.15 STEPS IN NATURAL LANGUAGE PROCESSING
5.4.16 BUSINESS MODELS OF NATURAL LANGUAGE PROCESSING MARKET
5.4.16.1 NLP AS A SERVICE (NLPAAS)
5.4.16.2 NLP SOFTWARE AND TOOLS LICENSING
5.4.16.3 NLP CONTENT GENERATION AND PUBLISHING
5.4.16.4 NLP ANALYTICS AND INSIGHTS
5.4.16.5 NLP CONSULTING AND CUSTOM SOLUTIONS
6 NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING
6.1 INTRODUCTION
6.1.1 OFFERING: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
・ FIGURE 38 SERVICES SEGMENT TO WITNESS HIGHER CAGR DURING FORECAST PERIOD
・ TABLE 27 NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 28 NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
6.2 SOLUTIONS 140
6.2.1 NLP SOLUTIONS TO ANALYZE TEXT, VOICE, AND VIDEO CONTENT, ENABLING AI AGENTS TO UNDERSTAND NUANCES AND CONTEXTS OF HUMAN LANGUAGE
・ FIGURE 39 SOFTWARE TOOLS SEGMENT TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD
・ TABLE 29 NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
・ TABLE 30 NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
・ TABLE 31 SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 32 SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.2 PLATFORMS
6.2.2.1 NLP PLATFORMS TO PROVIDE COMPREHENSIVE TOOLS AND INFRASTRUCTURE
・ TABLE 33 PLATFORMS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 34 PLATFORMS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
6.2.3 SOFTWARE TOOLS
6.2.3.1 NLP SOFTWARE TOOLS TO ENABLE USERS TO INTEGRATE NLP CAPABILITIES WITH EXISTING SOFTWARE
・ TABLE 35 SOFTWARE TOOLS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 36 SOFTWARE TOOLS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3 BY DEPLOYMENT MODE
6.3.1 CLOUD DEPLOYMENT MODE TO DOMINATE MARKET DUE TO ITS SCALABILITY, EASY AVAILABILITY, AND COST SAVINGS
・ FIGURE 40 CLOUD SEGMENT TO HOLD LARGER MARKET SIZE DURING FORECAST PERIOD
・ TABLE 37 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
・ TABLE 38 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
6.3.2 CLOUD
6.3.2.1 CLOUD SYSTEM TO OFFER FLEXIBILITY FOR BUSINESS OPERATIONS AND REAL-TIME DEPLOYMENT EASE
・ TABLE 39 CLOUD: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 40 CLOUD: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
6.3.3 ON-PREMISES
6.3.3.1 ON-PREMISES SOLUTIONS TO HELP IN DATA VALIDATION, STANDARDIZATION, AND ROBUST MATCHING
・ TABLE 41 ON-PREMISES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 42 ON-PREMISES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4 SERVICES
6.4.1 SERVICES TO ACHIEVE EFFECTIVE SOFTWARE OPERATIONS AND INCREASE EFFICIENCY
・ FIGURE 41 PROFESSIONAL SERVICES SEGMENT TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD
・ TABLE 43 NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2017–2022 (USD MILLION)
・ TABLE 44 NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2023–2028 (USD MILLION)
6.4.2 PROFESSIONAL SERVICES
6.4.2.1 PROFESSIONAL SERVICES TO SUPPORT, MAINTAIN, AND MANAGE INSTALLED SOFTWARE
・ FIGURE 42 TRAINING & CONSULTING SEGMENT TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 45 PROFESSIONAL SERVICES: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
・ TABLE 46 PROFESSIONAL SERVICES: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
・ TABLE 47 PROFESSIONAL SERVICES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 48 PROFESSIONAL SERVICES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.2.2 TRAINING & CONSULTING
・ TABLE 49 TRAINING & CONSULTING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 50 TRAINING & CONSULTING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.2.3 SYSTEM INTEGRATION & IMPLEMENTATION
・ TABLE 51 SYSTEM INTEGRATION & IMPLEMENTATION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 52 SYSTEM INTEGRATION & IMPLEMENTATION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.2.4 SUPPORT & MAINTENANCE
・ TABLE 53 SUPPORT & MAINTENANCE: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 54 SUPPORT & MAINTENANCE: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.3 MANAGED SERVICES 153
6.4.3.1 MANAGED SERVICES TO OFFER SPECIALIZED SKILLS TO MAINTAIN AND UPDATE NLP SOFTWARE AND SERVICES
・ TABLE 55 MANAGED SERVICES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 56 MANAGED SERVICES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
6.4.3.2 NLP MODEL AS A SERVICE (MAAS)
6.4.3.3 CHATBOT AS A SERVICE (CAAS)
6.4.3.4 SENTIMENT ANALYSIS AS A SERVICE
6.4.3.5 OTHER MANAGED SERVICES
7 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE
7.1 INTRODUCTION
7.1.1 TYPE: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
・ FIGURE 43 HYBRID NATURAL LANGUAGE PROCESSING TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 57 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
・ TABLE 58 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
7.2 RULE-BASED 158
7.2.1 RULE-BASED NLP TO USE EXTENSIVE LINGUISTIC RULES TO TAG AND CATEGORIZE TEXT MORE ACCURATELY
・ TABLE 59 RULE-BASED: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 60 RULE-BASED: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
7.3 STATISTICAL 159
7.3.1 STATISTICAL NLP TO FOCUS ON STATISTICAL MODELS AND PROBABILISTIC ALGORITHMS TO UNDERSTAND AND PROCESS HUMAN LANGUAGE
・ TABLE 61 STATISTICAL: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 62 STATISTICAL: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
7.4 HYBRID
7.4.1 HYBRID NLP TO PROVIDE VERSATILE SOLUTION TO TACKLE DIVERSE CHALLENGES OF LANGUAGE UNDERSTANDING AND GENERATION
・ TABLE 63 HYBRID: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 64 HYBRID: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
8 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION
8.1 INTRODUCTION
8.1.1 APPLICATION: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
・ FIGURE 44 SENTIMENT ANALYSIS APPLICATION TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD
・ TABLE 65 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
・ TABLE 66 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
8.2 CUSTOMER EXPERIENCE MANAGEMENT
8.2.1 CUSTOMER EXPERIENCE MANAGEMENT TO OVERSEE, ORGANIZE, AND MONITOR CUSTOMER INTERACTIONS
・ TABLE 67 CUSTOMER EXPERIENCE MANAGEMENT: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 68 CUSTOMER EXPERIENCE MANAGEMENT: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3 VIRTUAL ASSISTANTS/CHATBOTS
8.3.1 CHATBOTS TO FACILITATE CONVERSATIONS BETWEEN HUMANS AND COMPUTERS IN EVERYDAY BUSINESS PROCESSES
・ TABLE 69 VIRTUAL ASSISTANTS/CHATBOTS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 70 VIRTUAL ASSISTANTS/CHATBOTS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
8.3.2 VOICE-ACTIVATED VIRTUAL ASSISTANTS
8.3.2.1 VOICE-POWERED VIRTUAL ASSISTANTS
8.3.2.2 ENTERPRISE VIRTUAL ASSISTANTS CHATBOTS
8.3.3 ML-BASED CHATBOTS 168
8.3.3.1 INTENT RECOGNITION
8.3.3.2 DIALOG MANAGEMENT
8.3.4 RULE-BASED CHATBOTS
8.3.4.1 DECISION TREE-BASED CHATBOTS
8.3.4.2 SCRIPTED CHATBOTS
8.4 SOCIAL MEDIA MONITORING
8.4.1 SOCIAL MEDIA MONITORING TO ENABLE CONNECTING WITH CUSTOMERS, PROVIDING CUSTOMER SUPPORT, AND MEASURING SOCIAL MEDIA REACH
・ TABLE 71 SOCIAL MEDIA MONITORING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 72 SOCIAL MEDIA MONITORING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5 SENTIMENT ANALYSIS
8.5.1 SENTIMENT ANALYSIS TO IDENTIFY TEXT EXPRESSIONS, GAIN INSIGHTS FROM SOCIAL MEDIA COMMENTS, AND DETECT SENTIMENTS
・ TABLE 73 SENTIMENT ANALYSIS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 74 SENTIMENT ANALYSIS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
8.5.2 AUTOMATED SENTIMENT ANALYSIS
8.5.3 FINE-GRAINED ANALYSIS
8.6 TEXT CLASSIFICATION & SUMMARIZATION
8.6.1 TEXT CLASSIFICATION TO ANALYZE TEXT AND ASSIGN PRE-DEFINED TAGS OR CATEGORIES BASED ON ITS CONTENT
・ TABLE 75 TEXT CLASSIFICATION & SUMMARIZATION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 76 TEXT CLASSIFICATION & SUMMARIZATION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
8.7 EMPLOYEE ONBOARDING & RECRUITING
8.7.1 NATURAL LANGUAGE PROCESSING TO PERFORM THEME ANALYSIS, SHORTLIST BEST APPLICANTS AND JOBS, AND IMPROVE HR EFFICIENCY AND CANDIDATE EXPERIENCE
・ TABLE 77 EMPLOYEE ONBOARDING & RECRUITING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 78 EMPLOYEE ONBOARDING & RECRUITING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
8.8 LANGUAGE GENERATION & SPEECH RECOGNITION
8.8.1 LANGUAGE GENERATION AND SPEECH RECOGNITION TO IMPROVE COMMUNICATION, AUTOMATION, AND CUSTOMER ENGAGEMENT
・ TABLE 79 LANGUAGE GENERATION & SPEECH RECOGNITION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 80 LANGUAGE GENERATION & SPEECH RECOGNITION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
8.8.2 GENERATIVE PRETRAINED TRANSFORMER
8.8.2.1 FINE-TUNED MODELS
8.8.2.2 CREATIVE CONTENT GENERATION
8.8.3 NATURAL LANGUAGE GENERATION
8.8.3.1 CONTENT TEMPLATES
8.8.3.2 DATA-TO-TEXT GENERATION
8.8.4 AUTOMATIC SPEECH RECOGNITION (ASR)
8.8.4.1 SPEAKER RECOGNITION
8.8.4.2 SPEECH-TO-TEXT CONVERSATION
8.8.5 SPEECH SYNTHESIS 180
8.8.5.1 TEXT-TO-SPEECH (TTS) CONVERSION
8.8.5.2 EMOTIVE & EXPRESSIVE TTS
8.9 MACHINE TRANSLATION
8.9.1 MACHINE TRANSLATION TO FACILITATE COMMUNICATION AND BREAK DOWN LANGUAGE BARRIERS ACROSS VARIOUS DOMAINS
・ TABLE 81 MACHINE TRANSLATION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 82 MACHINE TRANSLATION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
8.9.2 NEURAL MACHINE TRANSLATION (NMT)
8.9.2.1 LANGUAGE PAIR-SPECIFIC NMT
8.9.2.2 DOMAIN-SPECIFIC NMT
8.9.3 STATISTICAL MACHINE TRANSLATION (SMT)
8.9.3.1 PHRASE-BASED SMT
8.9.3.2 RULE-BASED SMT
8.10 OTHER APPLICATIONS
・ TABLE 83 OTHER APPLICATIONS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 84 OTHER APPLICATIONS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
9 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY
9.1 INTRODUCTION
9.1.1 TECHNOLOGY: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
・ FIGURE 45 IMAGE & PATTERN RECOGNITION SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 85 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
・ TABLE 86 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
9.2 OPTICAL CHARACTER RECOGNITION
9.2.1 OPTICAL CHARACTER RECOGNITION TO REVOLUTIONIZE TEXT ANALYSIS AND INFORMATION EXTRACTION 188
・ TABLE 87 OPTICAL CHARACTER RECOGNITION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 88 OPTICAL CHARACTER RECOGNITION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
9.3 INTERACTIVE VOICE RESPONSE
9.3.1 INTERACTIVE VOICE RESPONSE TO ENHANCE CUSTOMER SERVICE AND USER EXPERIENCES
・ TABLE 89 INTERACTIVE VOICE RESPONSE: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 90 INTERACTIVE VOICE RESPONSE: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
9.4 AUTO CODING 190
9.4.1 AUTO CODING TO STREAMLINE DATA ANALYSIS AND INFORMATION RETRIEVAL
・ TABLE 91 AUTO CODING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 92 AUTO CODING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
9.5 TEXT ANALYTICS
9.5.1 TEXT ANALYTICS TO EMPOWER INFORMED DECISION-MAKING WITH TEXT MINING
・ TABLE 93 TEXT ANALYTICS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 94 TEXT ANALYTICS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
9.5.2 ENTITY RECOGNITION
9.5.2.1 NAMED ENTITY RECOGNITION (NER)
9.5.2.2 ENTITY LINKING AND DISAMBIGUATION
9.5.3 TOPIC MODELING
9.5.3.1 LATENT DIRICHLET ALLOCATION (LDA)
9.5.3.2 NON-NEGATIVE MATRIX FACTORIZATION (NMF)
9.5.4 TEXT CLASSIFICATION
9.5.4.1 BINARY CLASSIFICATION
9.5.4.2 MULTI-CLASS CLASSIFICATION
9.6 SPEECH ANALYTICS
9.6.1 SPEECH ANALYTICS TO TRANSFORM CUSTOMER SERVICE AND BUSINESS INTELLIGENCE
・ TABLE 95 SPEECH ANALYTICS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 96 SPEECH ANALYTICS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
9.7 IMAGE & PATTERN RECOGNITION
9.7.1 IMAGE & PATTERN RECOGNITION TO BRIDGE GAP BETWEEN TEXT AND IMAGES
・ TABLE 97 IMAGE & PATTERN RECOGNITION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 98 IMAGE & PATTERN RECOGNITION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
9.8 SIMULATION & MODELING
9.8.1 SIMULATION & MODELING TO ENABLE CREATION OF VIRTUAL LANGUAGE-BASED ENVIRONMENT
・ TABLE 99 SIMULATION & MODELLING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 100 SIMULATION & MODELLING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
10 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL
10.1 INTRODUCTION
10.1.1 VERTICAL: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
・ TABLE 101 MAJOR USE CASES, BY VERTICAL 202
・ FIGURE 46 HEALTHCARE & LIFE SCIENCES VERTICAL TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 102 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
・ TABLE 103 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
10.2 BFSI
・ TABLE 104 BFSI: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 105 BFSI: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
10.2.1 FRAUD DETECTION
10.2.1.1 TRANSACTION FRAUD DETECTION
10.2.1.2 IDENTITY FRAUD DETECTION
10.2.2 ALGORITHMIC TRADING
10.2.2.1 STOCK PRICE PREDICTION DIAGNOSIS
10.2.2.2 TRADING STRATEGY OPTIMIZATION
10.2.3 RISK ASSESSMENT
10.2.3.1 CREDIT SCORING
10.2.3.2 INSURANCE UNDERWRITING
10.3 IT & ITES
・ TABLE 106 IT & ITES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 107 IT & ITES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
10.3.1 HELP DESK & IT SUPPORT SERVICES
10.3.2 CODE REVIEW & DOCUMENTATION
10.4 RETAIL & ECOMMERCE
・ TABLE 108 RETAIL & ECOMMERCE: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 109 RETAIL & ECOMMERCE: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
10.4.1 PRODUCT RECOMMENDATION
10.4.1.1 PERSONALIZED PRODUCT RECOMMENDATION
10.4.1.2 CROSS-SELLING AND UPSELLING
10.4.2 SEARCH ENGINE OPTIMIZATION 213
10.4.2.1 ENHANCED SEARCH ALGORITHM
10.4.2.2 VOICE-ENABLED SHOPPING
10.4.3 CUSTOMER SUPPORT & ENGAGEMENT
10.4.3.1 CHATBOTS FOR CUSTOMER QUERIES
10.4.3.2 PERSONALIZED SHOPPING ASSISTANCE
10.4.4 INVENTORY MANAGEMENT
10.4.4.1 DEMAND FORECASTING
10.4.4.2 STOCK-LEVEL OPTIMIZATION
10.4.5 MARKET RESEARCH & COMPETITIVE ANALYSIS
10.4.5.1 CONSUMER SENTIMENT ANALYSIS
10.4.5.2 COMPETITOR PRICE MONITORING
10.5 HEALTHCARE & LIFE SCIENCES
・ TABLE 110 HEALTHCARE & LIFE SCIENCES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 111 HEALTHCARE & LIFE SCIENCES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
10.5.1 CLINICAL DOCUMENTATION
10.5.1.1 EHR ANALYSIS
10.5.1.2 MEDICAL CODING
10.5.2 MEDICAL DIAGNOSIS
10.5.2.1 DISEASE DIAGNOSIS
10.5.2.2 TREATMENT RECOMMENDATION
10.5.3 PHARMACEUTICALS
10.5.3.1 DRUG DISCOVERY
10.5.3.2 PHARMACOVIGILANCE & DRUG SAFETY
10.5.4 PATIENT CARE
10.5.4.1 VIRTUAL HEALTH ASSISTANTS
10.5.4.2 TELEMEDICINE SUPPORT
10.6 TRANSPORTATION & LOGISTICS
・ TABLE 112 TRANSPORTATION & LOGISTICS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 113 TRANSPORTATION & LOGISTICS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
10.6.1 ROUTE OPTIMIZATION
10.6.1.1 EFFICIENT LOGISTICS PLANNING
10.6.1.2 TRAFFIC ANALYSIS
10.6.2 FLEET MANAGEMENT
10.6.2.1 PREDICTIVE MAINTENANCE
10.6.2.2 DRIVER BEHAVIOR ANALYSIS
10.7 GOVERNMENT & PUBLIC SECTOR
・ TABLE 114 GOVERNMENT & PUBLIC SECTOR: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 115 GOVERNMENT & PUBLIC SECTOR: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
10.7.1 PUBLIC SERVICES
10.7.1.1 CITIZEN INTERACTION & SUPPORT
10.7.1.2 ADMINISTRATIVE DOCUMENT PROCESSING
10.7.2 SECURITY & INTELLIGENCE 225
10.7.2.1 TEXT ANALYSIS FOR THREAT DETECTION
10.7.2.2 INTELLIGENT REPORT SUMMARIZATION
10.8 MEDIA & ENTERTAINMENT
・ TABLE 116 MEDIA & ENTERTAINMENT: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 117 MEDIA & ENTERTAINMENT: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
10.8.1 CONTENT PERSONALIZATION
10.8.1.1 RECOMMENDATION ENGINE
10.8.1.2 CONTENT TAGGING & CURATION
10.8.2 NEWS & CONTENT ANALYSIS 228
10.8.2.1 AUTOMATED NEWS SUMMARIZATION
10.8.2.2 TREND ANALYSIS
10.9 MANUFACTURING
・ TABLE 118 MANUFACTURING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 119 MANUFACTURING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
10.9.1 QUALITY CONTROL
10.9.1.1 DEFECT DETECTION IN PRODUCTION
10.9.1.2 AUTOMATED INSPECTION
10.9.2 SUPPLY CHAIN OPTIMIZATION
10.9.2.1 DEMAND FORECASTING
10.9.2.2 SUPPLIER COMMUNICATION
10.10 TELECOM
・ TABLE 120 TELECOM: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 121 TELECOM: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
10.10.1 NETWORK MONITORING & MAINTENANCE
10.10.2 AUTOMATED CUSTOMER SERVICE 233
10.11 OTHER VERTICALS
・ TABLE 122 OTHER VERTICALS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 123 OTHER VERTICALS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
11 NATURAL LANGUAGE PROCESSING MARKET, BY REGION
11.1 INTRODUCTION
・ FIGURE 47 INDIA TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
・ FIGURE 48 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 124 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 125 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
11.2 NORTH AMERICA
11.2.1 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
11.2.2 NORTH AMERICA: IMPACT OF RECESSION
・ FIGURE 49 NORTH AMERICA: MARKET SNAPSHOT
・ TABLE 126 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
・ TABLE 127 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
・ TABLE 128 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 129 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
・ TABLE 130 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
・ TABLE 131 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
・ TABLE 132 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
・ TABLE 133 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
・ TABLE 134 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2017–2022 (USD MILLION)
・ TABLE 135 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2023–2028 (USD MILLION)
・ TABLE 136 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
・ TABLE 137 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
・ TABLE 138 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
・ TABLE 139 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
・ TABLE 140 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
・ TABLE 141 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
・ TABLE 142 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
・ TABLE 143 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
・ TABLE 144 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
・ TABLE 145 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
11.2.3 US
11.2.3.1 PRESENCE OF LEADING TECH COMPANIES AND CONSCIOUSNESS OF AI TO PROPEL MARKET
・ TABLE 146 US: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 147 US: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.2.4 CANADA
11.2.4.1 FOCUS ON AI AND GOVERNMENT INVESTMENT TO ADOPT NEW DIGITAL ECONOMY TO DRIVE MARKET
・ TABLE 148 CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 149 CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.3 EUROPE
11.3.1 EUROPE: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
11.3.2 EUROPE: IMPACT OF RECESSION 249
・ TABLE 150 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
・ TABLE 151 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
・ TABLE 152 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 153 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
・ TABLE 154 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
・ TABLE 155 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
・ TABLE 156 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2017–2022 (USD MILLION)
・ TABLE 157 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2023–2028 (USD MILLION)
・ TABLE 158 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
・ TABLE 159 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
・ TABLE 160 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
・ TABLE 161 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
・ TABLE 162 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
・ TABLE 163 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
・ TABLE 164 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
・ TABLE 165 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
・ TABLE 166 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
・ TABLE 167 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
・ TABLE 168 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
・ TABLE 169 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
11.3.3 UK
11.3.3.1 GOVERNMENT INVESTMENTS, INITIATIVES, AND STRICT REGULATIONS TO BOOST DEMAND FOR NLP SOLUTIONS
・ TABLE 170 UK: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 171 UK: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.3.4 GERMANY
11.3.4.1 HIGHLY SKILLED LABOR FORCE AND STRONG INFRASTRUCTURE TO BOOST DEMAND FOR NLP SOLUTIONS
・ TABLE 172 GERMANY: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 173 GERMANY: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.3.5 FRANCE
11.3.5.1 SURGE IN AI STARTUPS DUE TO SIGNIFICANT CAPITAL INFLOW FROM INVESTORS TO PROPEL MARKET
・ TABLE 174 FRANCE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 175 FRANCE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.3.6 SPAIN
11.3.6.1 COMMITMENT TO SCIENTIFIC AND ACADEMIC EXCHANGE IN ENTREPRENEURIAL SECTOR TO DRIVE MARKET
・ TABLE 176 SPAIN: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 177 SPAIN: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.3.7 REST OF EUROPE
・ TABLE 178 REST OF EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 179 REST OF EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.4 ASIA PACIFIC
11.4.1 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
11.4.2 ASIA PACIFIC: IMPACT OF RECESSION
・ FIGURE 50 ASIA PACIFIC: MARKET SNAPSHOT
・ TABLE 180 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY/REGION, 2017–2022 (USD MILLION)
・ TABLE 181 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY/REGION, 2023–2028 (USD MILLION)
・ TABLE 182 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 183 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
・ TABLE 184 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
・ TABLE 185 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
・ TABLE 186 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2017–2022 (USD MILLION)
・ TABLE 187 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2023–2028 (USD MILLION)
・ TABLE 188 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
・ TABLE 189 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
・ TABLE 190 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
・ TABLE 191 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
・ TABLE 192 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
・ TABLE 193 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
・ TABLE 194 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
・ TABLE 195 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
・ TABLE 196 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
・ TABLE 197 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
・ TABLE 198 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
・ TABLE 199 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
11.4.3 CHINA
11.4.3.1 DEVELOPMENT OF CHATBOTS, VIRTUAL ASSISTANTS, AND SMART DEVICES TO FUEL DEMAND FOR NLP SOLUTIONS
・ TABLE 200 CHINA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 201 CHINA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.4.4 JAPAN
11.4.4.1 ADVANCED TECHNOLOGICAL INFRASTRUCTURE TO FUEL DEMAND FOR NLP SOLUTIONS
・ TABLE 202 JAPAN: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 203 JAPAN: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.4.5 INDIA
11.4.5.1 AVAILABILITY OF SKILLED WORKFORCE AT REASONABLE COSTS, DEVELOPMENT OF INFRASTRUCTURE, TECHNOLOGICAL CAPABILITIES, AND GOVERNMENT SUPPORT TO PROPEL MARKET
・ TABLE 204 INDIA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 205 INDIA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.4.6 ASEAN COUNTRIES
11.4.6.1 PRESENCE OF BIG TECH COMPANIES AND FUNDING FROM MULTINATIONAL CORPORATIONS TO DRIVE MARKET
・ TABLE 206 ASEAN COUNTRIES: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 207 ASEAN COUNTRIES: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.4.7 REST OF ASIA PACIFIC
・ TABLE 208 REST OF ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 209 REST OF ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.5 MIDDLE EAST & AFRICA
11.5.1 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
11.5.2 MIDDLE EAST & AFRICA: IMPACT OF RECESSION
・ TABLE 210 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY/REGION, 2017–2022 (USD MILLION)
・ TABLE 211 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY/REGION, 2023–2028 (USD MILLION)
・ TABLE 212 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION) 278
・ TABLE 213 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION) 278
・ TABLE 214 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2017–2022 (USD MILLION) 278
・ TABLE 215 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2023–2028 (USD MILLION) 279
・ TABLE 216 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2017–2022 (USD MILLION) 279
・ TABLE 217 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2023–2028 (USD MILLION) 279
・ TABLE 218 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
・ TABLE 219 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
・ TABLE 220 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
・ TABLE 221 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
・ TABLE 222 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
・ TABLE 223 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
・ TABLE 224 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
・ TABLE 225 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
・ TABLE 226 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
・ TABLE 227 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
・ TABLE 228 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION) 283
・ TABLE 229 MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 284
11.5.3 KSA
11.5.3.1 TECHNOLOGICAL ADVANCEMENT AND ECONOMIC DIVERSIFICATION THROUGH VISION 2030 INITIATIVE TO DRIVE MARKET
・ TABLE 230 KSA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 231 KSA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.5.4 UAE
11.5.4.1 IMPLEMENTATION OF NATIONAL ARTIFICIAL INTELLIGENCE STRATEGY 2031 TO DRIVE MARKET
・ TABLE 232 UAE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 233 UAE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.5.5 SOUTH AFRICA
11.5.5.1 STRONG FOCUS ON RESEARCH & DEVELOPMENT AND IMPLEMENTING THE NATIONAL DEVELOPMENT PLAN (NDP) AND VISION FOR 2023 TO PROPEL MARKET
・ TABLE 234 SOUTH AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 235 SOUTH AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.5.6 REST OF MIDDLE EAST & AFRICA
・ TABLE 236 REST OF MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION) 288
・ TABLE 237 REST OF MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION) 288
11.6 LATIN AMERICA
11.6.1 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
11.6.2 LATIN AMERICA: IMPACT OF RECESSION
・ TABLE 238 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
・ TABLE 239 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
・ TABLE 240 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 241 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
・ TABLE 242 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
・ TABLE 243 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
・ TABLE 244 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2017–2022 (USD MILLION)
・ TABLE 245 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2023–2028 (USD MILLION)
・ TABLE 246 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
・ TABLE 247 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
・ TABLE 248 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
・ TABLE 249 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
・ TABLE 250 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
・ TABLE 251 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
・ TABLE 252 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
・ TABLE 253 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
・ TABLE 254 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
・ TABLE 255 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
・ TABLE 256 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
・ TABLE 257 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
11.6.3 BRAZIL
11.6.3.1 GOVERNMENT INITIATIVES INCLUDING DIGITAL TRANSFORMATION STRATEGIES AND POLICIES TO DRIVE MARKET
・ TABLE 258 BRAZIL: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 259 BRAZIL: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.6.4 MEXICO
11.6.4.1 INCREASING GOVERNMENT SUPPORT FOR EMERGING TECHNOLOGIES TO PROPEL DEMAND FOR NLP SOLUTIONS
・ TABLE 260 MEXICO: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 261 MEXICO: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
11.6.5 REST OF LATIN AMERICA
・ TABLE 262 REST OF LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 263 REST OF LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
12 COMPETITIVE LANDSCAPE
12.1 OVERVIEW
12.2 STRATEGIES ADOPTED BY KEY PLAYERS
・ TABLE 264 OVERVIEW OF STRATEGIES ADOPTED BY KEY NLP VENDORS
12.3 REVENUE ANALYSIS
12.3.1 BUSINESS SEGMENT REVENUE ANALYSIS
・ FIGURE 51 BUSINESS SEGMENT REVENUE ANALYSIS OF TOP FIVE LEADING PLAYERS, 2020–2022 (USD MILLION)
12.4 MARKET SHARE ANALYSIS
・ FIGURE 52 MARKET SHARE ANALYSIS, 2020–2022
・ TABLE 265 NATURAL LANGUAGE PROCESSING MARKET: INTENSITY OF COMPETITIVE RIVALRY
12.5 COMPANY EVALUATION MATRIX FOR KEY PLAYERS
12.5.1 STARS
12.5.2 EMERGING LEADERS
12.5.3 PERVASIVE PLAYERS
12.5.4 PARTICIPANTS
・ FIGURE 53 NATURAL LANGUAGE PROCESSING MARKET: KEY COMPANY EVALUATION MATRIX, 2023
12.6 COMPETITIVE BENCHMARKING FOR KEY PLAYERS
12.6.1 COMPANY PRODUCT FOOTPRINT
・ FIGURE 54 PRODUCT PORTFOLIO ANALYSIS OF TOP PLAYERS
・ TABLE 266 COMPETITIVE BENCHMARKING OF KEY PLAYERS, 2023
12.7 COMPANY EVALUATION MATRIX FOR STARTUPS/SMES
12.7.1 PROGRESSIVE COMPANIES
12.7.2 RESPONSIVE COMPANIES
12.7.3 DYNAMIC COMPANIES
12.7.4 STARTING BLOCKS
・ FIGURE 55 NATURAL LANGUAGE PROCESSING MARKET: STARTUPS/SMES
EVALUATION MATRIX, 2023
12.8 COMPETITIVE BENCHMARKING FOR STARTUPS/SMES
・ TABLE 267 COMPETITIVE BENCHMARKING OF SMES/STARTUPS, 2023
・ TABLE 268 DETAILED LIST OF KEY SMES/STARTUPS
12.9 BRAND/PRODUCT COMPARATIVE ANALYSIS
12.9.1 COMPARATIVE ANALYSIS OF NATURAL LANGUAGE PROCESSING PRODUCTS
・ TABLE 269 COMPARATIVE ANALYSIS OF NATURAL LANGUAGE PROCESSING PRODUCTS
12.10 VALUATION AND FINANCIAL METRICS OF KEY VENDORS
・ FIGURE 56 VALUATION AND FINANCIAL METRICS OF KEY VENDORS
12.11 COMPANY FINANCIAL METRICS
・ FIGURE 57 COMPANY FINANCIAL METRICS, 2023
12.12 COMPETITIVE SCENARIO AND TRENDS
12.12.1 NEW PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 270 PRODUCT LAUNCHES AND ENHANCEMENTS, 2020–2023
12.12.2 DEALS
・ TABLE 271 DEALS, 2020–2023
12.12.3 OTHERS
・ TABLE 272 OTHERS, 2020–2023
13 COMPANY PROFILES
(BUSINESS OVERVIEW, PRODUCTS/SOLUTIONS/SERVICES OFFERED, RECENT DEVELOPMENTS, MNM VIEW, RIGHT TO WIN, STRATEGIC CHOICES, WEAKNESSES AND COMPETITIVE THREATS)*
13.1 INTRODUCTION
13.2 KEY PLAYERS 325
13.2.1 IBM
・ TABLE 273 IBM: BUSINESS OVERVIEW
・ FIGURE 58 IBM: COMPANY SNAPSHOT
・ TABLE 274 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 275 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 276 IBM: DEALS
・ TABLE 277 IBM: OTHERS
13.2.2 MICROSOFT
・ TABLE 278 MICROSOFT: BUSINESS OVERVIEW 331
・ FIGURE 59 MICROSOFT: COMPANY SNAPSHOT 332
・ TABLE 279 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 280 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 281 MICROSOFT: DEALS
13.2.3 GOOGLE
・ FIGURE 60 GOOGLE: COMPANY SNAPSHOT
13.2.4 AWS
・ TABLE 287 AWS: BUSINESS OVERVIEW
・ FIGURE 61 AWS: COMPANY SNAPSHOT
・ TABLE 288 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 289 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 291 AWS: OTHERS
13.2.5 META
・ TABLE 292 META: BUSINESS OVERVIEW
・ FIGURE 62 META: COMPANY SNAPSHOT
・ TABLE 293 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 294 META: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 295 META: DEALS
13.2.6 3M
・ TABLE 296 3M: BUSINESS OVERVIEW
・ FIGURE 63 3M: COMPANY SNAPSHOT
・ TABLE 297 3M: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 298 3M: DEALS
13.2.7 BAIDU
・ TABLE 299 BAIDU: BUSINESS OVERVIEW
・ FIGURE 64 BAIDU: COMPANY SNAPSHOT
・ TABLE 300 BAIDU: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 301 BAIDU: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 302 BAIDU: DEALS
13.2.8 APPLE
・ TABLE 303 APPLE: BUSINESS OVERVIEW
・ FIGURE 65 APPLE: COMPANY SNAPSHOT
・ TABLE 304 APPLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 305 APPLE: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 306 APPLE: DEALS
13.2.9 SAS INSTITUTE
・ TABLE 307 SAS INSTITUTE: BUSINESS OVERVIEW
・ TABLE 308 SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 309 SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 310 SAS INSTITUTE: DEALS
13.2.10 ORACLE
・ TABLE 311 ORACLE: BUSINESS OVERVIEW
・ FIGURE 66 ORACLE: COMPANY SNAPSHOT
・ TABLE 312 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 313 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 314 ORACLE: DEALS
13.2.11 SALESFORCE
・ TABLE 315 SALESFORCE: BUSINESS OVERVIEW
・ FIGURE 67 SALESFORCE: COMPANY SNAPSHOT 375
・ TABLE 316 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 317 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 318 SALESFORCE: DEALS
・ TABLE 319 SALESFORCE: OTHERS
13.2.12 OPENAI
・ TABLE 320 OPENAI: BUSINESS OVERVIEW
・ TABLE 321 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 322 OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 323 OPENAI: DEALS
・ TABLE 324 OPENAI: OTHERS
13.2.13 IQVIA
・ TABLE 325 IQVIA: BUSINESS OVERVIEW
・ FIGURE 68 IQVIA: COMPANY SNAPSHOT
・ TABLE 326 IQVIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 327 IQVIA: DEALS
13.2.14 LIVEPERSON
・ TABLE 328 LIVEPERSON: BUSINESS OVERVIEW
・ FIGURE 69 LIVEPERSON: COMPANY SNAPSHOT 385
・ TABLE 329 LIVEPERSON: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 330 LIVEPERSON: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 331 LIVEPERSON: DEALS
13.2.15 SOUNDHOUND AI
・ TABLE 332 SOUNDHOUND AI: BUSINESS OVERVIEW
・ FIGURE 70 SOUNDHOUND AI: COMPANY SNAPSHOT
・ TABLE 333 SOUNDHOUND AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 334 SOUNDHOUND AI: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 335 SOUNDHOUND AI: DEALS
13.2.16 DOLBEY
・ TABLE 336 DOLBEY: BUSINESS OVERVIEW
・ TABLE 337 DOLBEY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
・ TABLE 338 DOLBEY: DEALS
13.2.17 INBENTA
13.2.18 VERITONE
13.2.19 MINDMELD, INC
13.2.20 AUTOMATED INSIGHTS
13.2.21 BITEXT
13.2.22 CONVERSICA
13.2.23 UIPATH
*DETAILS ON BUSINESS OVERVIEW, PRODUCTS OFFERED, RECENT DEVELOPMENTS, MNM VIEW, KEY STRENGTHS, STRATEGIC CHOICES, WEAKNESSES AND COMPETITIVE THREATS MIGHT NOT BE CAPTURED IN CASE OF UNLISTED COMPANIES.
13.3 STARTUPS/SMES
13.3.1 ADDEPTO
13.3.2 RAGAVERA
13.3.3 OBSERVE.AI
13.3.4 EIGEN TECHNOLOGIES
13.3.5 GNANI.AI
13.3.6 CRAYON DATA
13.3.7 NARRATIVA
13.3.8 DEEPSET
13.3.9 ELLIPSIS HEALTH
13.3.10 DHEEYANTRA
13.3.11 VERBIT.AI
13.3.12 RASA
13.3.13 TEXTRAZOR
13.3.14 MONKEYLEARN
13.3.15 COHERE
14 ADJACENT AND RELATED MARKETS
14.1 INTRODUCTION
14.1.1 CONVERSATIONAL AI MARKET – GLOBAL FORECAST TO 2028
14.1.1.1 MARKET DEFINITION
14.1.1.2 MARKET OVERVIEW
・ TABLE 339 GLOBAL CONVERSATIONAL AI MARKET SIZE AND GROWTH RATE, 2018–2022 (USD MILLION, Y-O-Y%)
・ TABLE 340 GLOBAL CONVERSATIONAL AI MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y%)
14.1.1.2.1 CONVERSATIONAL AI MARKET, BY OFFERING
・ TABLE 341 CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION)
・ TABLE 342 CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION)
14.1.1.2.2 CONVERSATIONAL AI SERVICES MARKET, BY TYPE
・ TABLE 343 CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
・ TABLE 344 CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
14.1.1.2.3 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION
・ TABLE 345 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION)
・ TABLE 346 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)
14.1.1.2.4 CONVERSATIONAL AI MARKET, BY CHANNEL
・ TABLE 347 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION)
・ TABLE 348 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION)
14.1.1.2.5 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE
・ TABLE 349 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION)
・ TABLE 350 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION)
14.1.1.2.6 CONVERSATIONAL AI MARKET, BY TECHNOLOGY
・ TABLE 351 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
・ TABLE 352 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
14.1.1.2.7 CONVERSATIONAL AI MARKET, BY VERTICAL
・ TABLE 353 CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
・ TABLE 354 CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
14.1.1.2.8 CONVERSATIONAL AI MARKET, BY REGION
・ TABLE 355 CONVERSATIONAL AI MARKET, BY REGION, 2018–2022 (USD MILLION)
・ TABLE 356 CONVERSATIONAL AI MARKET, BY REGION, 2023–2028 (USD MILLION)
14.1.2 CHATBOT MARKET – GLOBAL FORECAST TO 2028
14.1.2.1 MARKET DEFINITION
14.1.2.2 MARKET OVERVIEW
・ TABLE 357 GLOBAL CHATBOT MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y %)
・ TABLE 358 GLOBAL CHATBOT MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y %)
14.1.2.2.1 CHATBOT MARKET, BY OFFERING
・ TABLE 359 CHATBOT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
・ TABLE 360 CHATBOT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
14.1.2.2.2 CHATBOT MARKET, BY SOLUTION
・ TABLE 361 CHATBOT MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
・ TABLE 362 CHATBOT MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
14.1.2.2.3 CHATBOT MARKET, BY SERVICE
・ TABLE 363 SERVICES: CHATBOT MARKET, BY TYPE, 2017–2022 (USD MILLION)
・ TABLE 364 SERVICES: CHATBOT MARKET, BY TYPE, 2023–2028 (USD MILLION)
14.1.2.2.4 CHATBOT MARKET, BY TYPE
・ TABLE 365 CHATBOT MARKET, BY TYPE, 2017–2022 (USD MILLION)
・ TABLE 366 CHATBOT MARKET, BY TYPE, 2023–2028 (USD MILLION)
14.1.2.2.5 CHATBOT MARKET, BY CHANNEL INTEGRATION
・ TABLE 367 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2017–2022 (USD MILLION)
・ TABLE 368 CHATBOT MARKET, BY CHANNEL INTEGRATION, 2023–2028 (USD MILLION)
14.1.2.2.6 CHATBOT MARKET, BY BOT COMMUNICATION
・ TABLE 369 CHATBOT MARKET, BY BOT COMMUNICATION, 2017–2022 (USD MILLION)
・ TABLE 370 CHATBOT MARKET, BY BOT COMMUNICATION, 2023–2028 (USD MILLION)
14.1.2.2.7 CHATBOT MARKET, BY BUSINESS FUNCTION
・ TABLE 371 CHATBOT MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)
・ TABLE 372 CHATBOT MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)
14.1.2.2.8 CHATBOT MARKET, BY VERTICAL
・ TABLE 373 CHATBOT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
・ TABLE 374 CHATBOT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
14.1.2.2.9 CHATBOT MARKET, BY REGION
・ TABLE 375 CHATBOT MARKET, BY REGION, 2017–2022 (USD MILLION)
・ TABLE 376 CHATBOT MARKET, BY REGION, 2023–2028 (USD MILLION)