マーケットレポート詳細
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人工知能(AI)の世界市場規模は2022年で869億ドル、2027年に4070億ドル、市場の平均年成長率は36.2%に達すると当レポートは予測しています。
レポートは人工知能(AI)の世界市場について2027年までの市場予測データ(金額US$)を掲載しています。同市場をさまざまな区分で細分化し、そのセグメント市場ごとの市場予測(オファリング別市場、技術別市場、等)を中心に構成されています。また競合状況、主要企業情報(45社)、エコシステム、ファイブフォース分析などの分析も加味し、人工知能(AI)市場の動向および今後成長性を詳細にレポートしています。
【レポート構成概要】
・市場規模(US$)
ハードウェア
・プロセッサ
-マイクロプロセッシングユニット
-グラフィックスプロセッシングユニット
-FPGA
-その他プロセッサ
・メモリ
・ネットワーク
ソフトウェア
・API
・機械学習フレームワーク
サービス
・展開/統合
・サポート/メンテナンス
※(市場規模US$)
機械学習
・深層学習
・教師あり学習
・教師なし学習
・強化学習
・その他機械学習技術
自然言語処理
コンテキストアウェアネス
コンピュータビジョン
※(市場規模US$)
・オンプレミス
・クラウド
※(市場規模US$)
・中小企業
・大企業
※(市場規模US$)
・ファイナンス
・セキュリティ
・人事
・法務
・マーケティング/販売
・その他ビジネス機能
※(市場規模US$)
銀行/金融サービス/保険
・顧客体験改善
・結果/傾向予測
・プロセスのロボット自動化
・信用調査
小売/eコマース
・製品の推奨/計画
・顧客関係管理
・ビジュアル検索
・バーチャルアシスタント
・価格最適化
・決済サービス管理
・サプライチェーン管理/需要計画
・バーチャルストア
・その他用途
自動車/輸送/物流
・自動運転
・ヒューマンマシンインターフェース(HMI)
・半自動運転
政府/防衛
・カスタマーサービスチャットボット
・自動ドローン
・監視
・犯罪予知/最適な警官配置の推奨
・不正給付請求の識別
ヘルスケア/ライフサイエンス
・患者データ/リスク分析
・ライフスタイル管理/監視
・精密医療
・入院治療/病院管理
・医療画像/診断
・創薬
・バーチャルアシスタント
・ウェアラブル
・医学研究
IT/ITサービス
・予知保全
・カスタマーサポートのためのバーチャルアシスタント
エネルギー/ユーティリティ
・エネルギー効率の意思決定
・障害予測
・電力網の人工知能、スマートグリッド/セクターカップリング
・電力取引の人工知能
・バーチャル発電所の人工知能
・スマート水道メーターの人工知能
通信
・ネットワーク最適化
・ネットワーク異常
製造
・材料運搬
・予知保全/機械検査
・生産計画
・フィールドサービス
・レクラメーション
・品質管理
・生産ライン最適化
その他業界
※(市場規模US$)
北米
・米国、カナダ
欧州
・英国、ドイツ、フランス
・イタリア、スペイン
・その他欧州
アジア太平洋
・日本、中国、韓国、インド
・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
中米
・コスタリカ
・その他
南米
・ブラジル、メキシコ
・その他南米
※地域別に全セグメント別(業界別は大分類のみ)の細分化データ掲載、詳細は目次参照
・市場ダイナミクス(ドライバー、障壁、機会、課題)
・エコシステム
・ケーススタディ分析
・技術分析
・サプライチェーン分析
・バリューチェーン分析
・ファイブフォース分析
・特許分析
・市場シェア分析
・競合状況
・GOOGLE
・MICROSOFT
・IBM
・INTEL
・ORACLE
・AWS
・SALESFORCE
・SAP
・SAS INSTITUTE
・CISCO
・META
・HPE
・SIEMENS
・HUAWEI
・NVIDIA
・BAIDU
・SAMSUNG
・IFLYTEK
・ALIBABA CLOUD
・GENERAL VISION
・DARKTRACE
・BLACKBERRY LIMITED
・DIDI CHUXING
・FACE++
・INBENTA
・ANJU SOFTWARE
・BUTTERFLY NETWORK
・ATOMWISE
・INTRINSIC
・AIBRAIN
・ADAPTEVA
・KONIKU
・KNUEDGE
・SK HYNIX
・PROGRESS DATARPM
・PRECISION HAWK
・AGEAGLE AERIAL SYSTEM
・NEURALA
・TWITTER
・AUREA SOFTWARE
・PERSADO
・8X8
・APPIER
・GUMGUM
・IPRO
(その他企業)
・GRAPHCORE
・PREFERRED NETWORKS
・ZENSED
・APPLIED BRAIN RESEARCH
・PILOT AI LABS
・IRIS AUTOMATION
・GAMAYA
・EC2CE
・DESCARTES LABS
・MYTHIC
(全415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 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 61
1.3.3 YEARS CONSIDERED 61
1.4 CURRENCY CONSIDERED
・ TABLE 1 USD EXCHANGE RATES, 2019–2021
1.5 STAKEHOLDERS
1.6 SUMMARY OF CHANGES
2.1 RESEARCH DATA
・ FIGURE 1 ARTIFICIAL INTELLIGENCE 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 ARTIFICIAL INTELLIGENCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
2.3.1 TOP-DOWN APPROACH 67
2.3.2 BOTTOM-UP APPROACH
・ FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 1 (SUPPLY-SIDE), REVENUE FROM SOLUTIONS/SERVICES OF ARTIFICIAL INTELLIGENCE
・ FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 2, BOTTOM-UP (SUPPLY-SIDE), COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF ARTIFICIAL INTELLIGENCE
・ FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 3, BOTTOM-UP (SUPPLY-SIDE), REVENUE FROM SOLUTION/SERVICE PROVIDERS OF ARTIFICIAL INTELLIGENCE
・ FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 4, BOTTOM-UP (DEMAND-SIDE), SHARE OF ARTIFICIAL INTELLIGENCE THROUGH OVERALL ARTIFICIAL INTELLIGENCE SPENDING
2.4 MARKET FORECAST
・ TABLE 3 FACTOR ANALYSIS 71
2.5 KEY COMPANY EVALUATION MATRIX METHODOLOGY
・ FIGURE 8 KEY 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 GLOBAL AI MARKET AND GROWTH RATE, 2016–2021 (USD BILLION, Y-O-Y)
・ TABLE 5 GLOBAL AI MARKET AND GROWTH RATE, 2022–2027 (USD BILLION, Y-O-Y)
・ FIGURE 10 SOFTWARE SEGMENT TO ACCOUNT FOR LARGEST MARKET IN 2022
・ FIGURE 11 PROCESSORS SEGMENT TO DOMINATE MARKET IN 2022
・ FIGURE 12 ML FRAMEWORK TO DOMINATE MARKET IN 2022
・ FIGURE 13 DEPLOYMENT AND INTEGRATION TO ACCOUNT FOR LARGER MARKET IN 2022
・ FIGURE 14 MACHINE LEARNING SEGMENT TO BE LARGEST IN 2022
・ FIGURE 15 CLOUD DEPLOYMENT TO ACCOUNT FOR LARGER MARKET IN 2022
・ FIGURE 16 LARGE ENTERPRISES TO DOMINATE MARKET IN 2022
・ FIGURE 17 LAW TO ACCOUNT FOR LARGEST BUSINESS FUNCTION DURING FORECAST PERIOD
・ FIGURE 18 NORTH AMERICA TO ACCOUNT FOR LARGEST REGIONAL SHARE BY 2027
4.1 ATTRACTIVE OPPORTUNITIES IN ARTIFICIAL INTELLIGENCE MARKET
・ FIGURE 19 RAPID SURGE OF CYBERSECURITY INCIDENTS DRIVING GROWTH OF AI
4.2 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR
・ FIGURE 20 GPU TO ACCOUNT FOR LARGEST MARKET, 2022
4.3 ARTIFICIAL INTELLIGENCE MARKET, BY KEY BUSINESS FUNCTION
・ FIGURE 21 MARKETING AND SALES TO ACCOUNT FOR LARGEST FUNCTION DURING FORECAST PERIOD
4.4 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING & KEY VERTICAL
・ FIGURE 22 SOFTWARE AND BFSI SEGMENTS TO ACCOUNT FOR SIGNIFICANT RESPECTIVE MARKET SHARES, 2022
4.5 ARTIFICIAL INTELLIGENCE MARKET, BY REGION
・ FIGURE 23 NORTH AMERICA DOMINATED AI MARKET IN 2021
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
・ FIGURE 24 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: ARTIFICIAL INTELLIGENCE MARKET 84
5.2.1 DRIVERS
5.2.1.1 GROWTH OF DATA-BASED AI AND ADVANCEMENT IN DEEP LEARNING
5.2.1.2 NEED TO ACHIEVE ROBOTIC AUTONOMY TO STAY COMPETITIVE IN GLOBAL MARKET
5.2.2 RESTRAINTS
5.2.2.1 LIMITED NUMBER OF AI EXPERTS
5.2.3 OPPORTUNITIES
5.2.3.1 GROWTH IN ETHICAL AI DEVELOPMENT TO BOOST ADOPTION OF AI TECHNOLOGY
5.2.3.2 INCREASE IN GOVERNMENT INITIATIVES AND GROWTH IN INVESTMENTS TO LEVERAGE AI TECHNOLOGY
5.2.4 CHALLENGES
5.2.4.1 DATA SECURITY AND PRIVACY CONCERNS
5.3 INVESTMENTS IN ARTIFICIAL INTELLIGENCE
・ TABLE 6 MAJOR INVESTMENTS IN ARTIFICIAL INTELLIGENCE, 2018–2021
5.4 ACQUISITIONS IN ARTIFICIAL INTELLIGENCE MARKET
・ TABLE 7 MAJOR ACQUISITIONS IN ARTIFICIAL INTELLIGENCE MARKET BETWEEN 2018 AND 2021
5.4.1 CUMULATIVE GROWTH ANALYSIS
5.5 EVOLUTION
・ FIGURE 25 EVOLUTION OF ARTIFICIAL INTELLIGENCE
5.6 ARTIFICIAL INTELLIGENCE MARKET ECOSYSTEM
・ TABLE 8 ARTIFICIAL INTELLIGENCE MARKET ECOSYSTEM
5.7 CASE STUDY ANALYSIS
5.7.1 RETAIL AND ECOMMERCE
5.7.1.1 USE CASE 1: ASOS USED MICROSOFT AZURE ML SERVICE TO REDUCE TIME-TO-MARKET FOR RECOMMENDATION MODELS
5.7.1.2 USE CASE 2: AWS HELPED ARTFINDER GIVE RECOMMENDATIONS TO ITS CUSTOMERS
5.7.2 MARKETING AND SALES
5.7.2.1 USE CASE 1: US FOODS USED SNOWFLAKE AND DATAROBOT SOLUTIONS TO ANALYZE TRANSACTIONS FROM 300,000 CUSTOMERS
5.7.2.2 USE CASE 2: MARKETING TECHNOLOGY COMPANIES USE H2O.AI TECHNOLOGY TO DELIVER INNOVATIVE MARKETING SOLUTIONS
5.7.3 HEALTHCARE AND LIFESCIENCES
5.7.3.1 USE CASE 1: TAMIL NADU EGOVERNANCE AGENCY (TNEGA) USED AN AI-BASED MOBILE APP TO ENABLE SCREENING OF PEOPLE FOR CATARACT
5.7.3.2 USE CASE 2: INSPIRE USED ML TO CONNECT MILLIONS OF PATIENTS AND CAREGIVERS ON AWS
5.7.4 FINTECH
5.7.4.1 USE CASE 1: HUMANA USED WATSON ASSISTANT TO ADDRESS CUSTOMER QUERIES 97
5.7.4.2 USE CASE 2: H2O DRIVERLESS AI USED BY VARIOUS FINANCIAL INSTITUTIONS TO DETECT AND PREVENT FRAUD
5.7.5 SECURITY
5.7.5.1 USE CASE 1: CYBRAICS NLIGHTEN PLATFORM HELPED PREVENT SYSTEMS FROM CYBER THREATS
5.7.5.2 USE CASE 2: COGNIZANT CREATED AN AI-ENABLED SMUDGING SOLUTION FOR AN INDIAN INSURANCE COMPANY TO PROTECT BIOMETRIC DATA
5.7.6 AGRICULTURE
5.7.6.1 USE CASE 1: BIOCHEMICAL COMPANY BUILT DIGITAL SOLUTION TO DELIVER ACCURATE PRODUCT RECOMMENDATIONS THROUGH AI
5.7.6.2 USE CASE 2: AN AGROCHEMICAL COMPANY USED PRECISION FARMING SOLUTION TO PREDICT MILDEW DISEASE IN CROPS
5.7.7 MANUFACTURING
5.7.7.1 USE CASE 1: KIA MOTORS AMERICA RELIED ON ADVANCED ANALYTICS AND AI FROM SAS TO IMPROVE PRODUCTS AND CUSTOMER SATISFACTION
5.7.7.2 USE CASE 2: COCA-COLA USED IBM WATSON SERVICES FOR CORE ML TO IDENTIFY EQUIPMENT ISSUES, DIAGNOSE PROBLEMS, AND TROUBLESHOOT REPAIRS
5.7.8 LAW
5.7.8.1 USE CASE 1: LAW SOCIETY OF BRITISH COLUMBIA (BC) USED DATAIKU FOR RISK RANKING AND ANOMALY DETECTION
5.7.8.2 USE CASE 2: NIA CONTRACTS ANALYSIS OF INFOSYS LEVERAGED ADVANCED ML TECHNIQUES TO HELP CUSTOMERS DERIVE INSIGHTS FROM LEGAL DOCUMENTS
5.7.9 CONSTRUCTION
5.7.9.1 USE CASE 1: GENERAL CONTRACTOR LEVERAGES ALICE ON SILICON VALLEY PROJECT TO SAVE MILLIONS
5.8 TECHNOLOGY ANALYSIS
5.8.1 ARTIFICIAL INTELLIGENCE AND BIG DATA
5.8.2 ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING
5.8.3 ARTIFICIAL INTELLIGENCE AND NATURAL LANGUAGE PROCESSING
5.9 SUPPLY CHAIN ANALYSIS
・ FIGURE 26 ARTIFICIAL INTELLIGENCE: SUPPLY CHAIN ANALYSIS
5.10 VALUE CHAIN ANALYSIS
・ FIGURE 27 ARTIFICIAL INTELLIGENCE: VALUE CHAIN ANALYSIS
5.11 PORTER’S FIVE FORCES ANALYSIS
・ FIGURE 28 ARTIFICIAL INTELLIGENCE: PORTER’S FIVE FORCES ANALYSIS
・ TABLE 9 ARTIFICIAL INTELLIGENCE MARKET: PORTER’S FIVE FORCES ANALYSIS
5.11.1 THREAT FROM NEW ENTRANTS
5.11.2 THREAT FROM SUBSTITUTES
5.11.3 BARGAINING POWER OF SUPPLIERS
5.11.4 BARGAINING POWER OF BUYERS
5.11.5 INTENSITY OF COMPETITIVE RIVALRY
5.12 PRICING MODEL ANALYSIS
・ TABLE 10 PRICING ANALYSIS 107
5.13 PATENT ANALYSIS
5.13.1 METHODOLOGY
5.13.2 DOCUMENT TYPE
・ TABLE 11 PATENTS FILED, 2018–2021
5.13.3 INNOVATION AND PATENT APPLICATIONS
・ FIGURE 29 ANNUAL NUMBER OF PATENTS GRANTED, 2018–2021
5.13.3.1 TOP APPLICANTS
・ FIGURE 30 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2018–2021
・ TABLE 12 US: TOP 10 PATENT OWNERS IN ARTIFICIAL INTELLIGENCE MARKET, 2018–2021
5.14 KEY CONFERENCES AND EVENTS
・ TABLE 13 ARTIFICIAL INTELLIGENCE MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2022–2023
5.15 TARIFF AND REGULATORY LANDSCAPE
5.15.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 14 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 15 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 16 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 17 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 18 CENTRAL AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 19 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
5.15.2 NORTH AMERICA: REGULATIONS
5.15.2.1 PERSONAL INFORMATION PROTECTION AND ELECTRONIC DOCUMENTS ACT (PIPEDA)
5.15.2.2 GRAMM-LEACH-BLILEY (GLB) ACT
5.15.2.3 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT (HIPAA) OF 1996
5.15.2.4 FEDERAL INFORMATION SECURITY MANAGEMENT ACT (FISMA)
5.15.2.5 FEDERAL INFORMATION PROCESSING STANDARDS (FIPS)
5.15.2.6 CALIFORNIA CONSUMER PRIVACY ACT (CSPA)
5.15.3 EUROPE: TARIFFS AND REGULATIONS
5.15.3.1 GDPR 2016/679 IS A REGULATION IN THE EU
5.15.3.2 GENERAL DATA PROTECTION REGULATION
5.15.3.3 EUROPEAN COMMITTEE FOR STANDARDIZATION (CEN)
5.15.3.4 EUROPEAN TECHNICAL STANDARDS INSTITUTE (ETSI)
5.16 KEY STAKEHOLDERS AND BUYING CRITERIA
5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS
・ TABLE 20 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE TECHNOLOGIES
5.16.2 BUYING CRITERIA 117
・ TABLE 21 KEY BUYING CRITERIA FOR TOP THREE TECHNOLOGIES
6.1 INTRODUCTION
6.1.1 OFFERING: MARKET DRIVERS
・ FIGURE 31 SERVICES TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 22 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016–2021 (USD BILLION)
・ TABLE 23 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022–2027 (USD BILLION)
6.2 HARDWARE
6.2.1 INCREASING COMPETITION LEADING TO VARIOUS LAUNCHES AND DEVELOPMENTS IN HARDWARE PLATFORMS 120
・ FIGURE 32 MEMORY HARDWARE TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
・ TABLE 24 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016–2021 (USD BILLION)
・ TABLE 25 ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022–2027 (USD BILLION)
・ TABLE 26 HARDWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 27 HARDWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
6.2.2 PROCESSORS
6.2.2.1 REPLACEMENT OF LARGE HARDWARE DEVICES BY SMALLER, POWERFUL, AND EFFICIENT CHIPS
・ FIGURE 33 GRAPHICS PROCESSING UNIT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 28 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016–2021 (USD BILLION)
・ TABLE 29 ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022–2027 (USD BILLION)
・ TABLE 30 PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 31 PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
6.2.2.2 MICROPROCESSING UNIT
・ TABLE 32 MICROPROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 33 MICROPROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
6.2.2.3 GRAPHICS PROCESSING UNIT
・ TABLE 34 GRAPHICS PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD MILLION)
・ TABLE 35 GRAPHICS PROCESSING UNIT: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION)
6.2.2.4 FIELD PROGRAMMABLE GATE ARRAYS
・ TABLE 36 FIELD PROGRAMMABLE GATE ARRAYS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD MILLION)
・ TABLE 37 FIELD PROGRAMMABLE GATE ARRAYS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION)
6.2.2.5 OTHER PROCESSORS
・ TABLE 38 OTHER PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD MILLION)
・ TABLE 39 OTHER PROCESSORS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION)
6.2.3 MEMORY
6.2.3.1 MEMORY SOLUTIONS FOR AI TECHNOLOGIES TO OFFER HIGH-PERFORMANCE MEMORY TO SPEED UP LARGE-SCALE PROCESSING
・ TABLE 40 MEMORY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD MILLION)
・ TABLE 41 MEMORY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION)
6.2.4 NETWORK
6.2.4.1 NETWORK INTERCONNECTS ADAPTERS FOR GENERAL AND AI APPLICATIONS TO OFFER HIGH-SPEED DATA TRANSFER
・ TABLE 42 NETWORK: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD MILLION)
・ TABLE 43 NETWORK: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION)
6.3 SOFTWARE
6.3.1 DEVELOPMENTS IN AI SOFTWARE SYNTHESIZE DATA AND INTEGRATE IT INTO COMPUTER SYSTEMS TO PERFORM COMPLEX OPERATIONS
・ FIGURE 34 APPLICATION PROGRAM INTERFACE TO GROW HIGHER CAGR DURING FORECAST PERIOD
・ TABLE 44 ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016–2021 (USD BILLION)
・ TABLE 45 ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022–2027 (USD BILLION)
・ TABLE 46 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 47 SOFTWARE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
6.3.2 APPLICATION PROGRAM INTERFACE
・ TABLE 48 APPLICATION PROGRAM INTERFACE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 49 APPLICATION PROGRAM INTERFACE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
6.3.3 MACHINE LEARNING FRAMEWORK
・ TABLE 50 MACHINE LEARNING FRAMEWORK: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 134
・ TABLE 51 MACHINE LEARNING FRAMEWORK: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 134
6.4 SERVICES
6.4.1 COMPLEX ALGORITHMS TO PROVIDE ONLINE AND OFFLINE SUPPORT SERVICES TO AI VENDORS
・ FIGURE 35 DEPLOYMENT AND INTEGRATION TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
・ TABLE 52 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016–2021 (USD BILLION)
・ TABLE 53 ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD BILLION)
・ TABLE 54 SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 55 SERVICES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
6.4.2 DEPLOYMENT AND INTEGRATION
・ TABLE 56 DEPLOYMENT AND INTEGRATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD MILLION)
・ TABLE 57 DEPLOYMENT AND INTEGRATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION)
6.4.3 SUPPORT AND MAINTENANCE
・ TABLE 58 SUPPORT AND MAINTENANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD MILLION)
・ TABLE 59 SUPPORT AND MAINTENANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION)
7.1 INTRODUCTION
7.1.1 TECHNOLOGY: MARKET DRIVERS
・ FIGURE 36 COMPUTER VISION TECHNOLOGY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 60 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION)
・ TABLE 61 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION)
7.2 MACHINE LEARNING
7.2.1 RAPID ADOPTION OF AI TECHNOLOGIES TO ENHANCE SYSTEM PERFORMANCE
・ FIGURE 37 DEEP LEARNING TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 62 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016–2021 (USD BILLION)
・ TABLE 63 ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022–2027 (USD BILLION)
・ TABLE 64 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 65 MACHINE LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
7.2.2 DEEP LEARNING
・ TABLE 66 DEEP LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 67 DEEP LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
7.2.3 SUPERVISED LEARNING
・ TABLE 68 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 69 SUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
7.2.4 UNSUPERVISED LEARNING
・ TABLE 70 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 71 UNSUPERVISED LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
7.2.5 REINFORCEMENT LEARNING
・ TABLE 72 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 73 REINFORCEMENT LEARNING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
7.2.6 OTHER MACHINE LEARNING TECHNOLOGIES
・ TABLE 74 OTHER MACHINE LEARNING TECHNOLOGIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD MILLION)
・ TABLE 75 OTHER MACHINE LEARNING TECHNOLOGIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION)
7.3 NATURAL LANGUAGE PROCESSING
7.3.1 OFFERS REAL-TIME TRANSLATION AND ALLOWS USERS TO COMMUNICATE IN NATURAL LANGUAGE WITH SYSTEMS
・ TABLE 76 NATURAL LANGUAGE PROCESSING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 149
・ TABLE 77 NATURAL LANGUAGE PROCESSING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 149
7.4 CONTEXT AWARENESS
7.4.1 DEMAND FOR HARD AND SOFT SENSORS LEADING TO GROWTH OF CONTEXT AWARENESS TO COPE WITH THREATS
・ TABLE 78 CONTEXT AWARENESS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 79 CONTEXT AWARENESS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
7.5 COMPUTER VISION
7.5.1 DEVELOPMENTS IN AI TO AUTOMATE INSPECTION AND PRODUCE HIGH-QUALITY OUTPUTS
・ TABLE 80 COMPUTER VISION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 81 COMPUTER VISION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
8.1 INTRODUCTION
8.1.1 DEPLOYMENT MODE: MARKET DRIVERS
・ FIGURE 38 CLOUD DEPLOYMENT MODE TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
・ TABLE 82 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION)
・ TABLE 83 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION)
8.2 ON-PREMISES
8.2.1 ABILITY TO OFFER SIGNIFICANT IMPROVEMENTS IN DATA VALIDATION AND STANDARDIZATION
・ TABLE 84 ON-PREMISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 85 ON-PREMISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
8.3 CLOUD
8.3.1 CLOUD PROVIDES ADDITIONAL FLEXIBILITY FOR BUSINESS OPERATIONS AND REAL-TIME DEPLOYMENT
・ TABLE 86 CLOUD: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 87 CLOUD: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
9.1 INTRODUCTION
9.1.1 ORGANIZATION SIZE: MARKET DRIVERS
・ FIGURE 39 SMALL AND MEDIUM-SIZED ENTERPRISES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
・ TABLE 88 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION, 2016–2021 (USD BILLION)
・ TABLE 89 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION, 2022–2027 (USD BILLION)
9.2 SMALL AND MEDIUM-SIZED ENTERPRISES
9.2.1 AI TECHNOLOGIES TO AUTOMATE BUSINESS FORECASTS AND REDUCE RISK EXPOSURE
・ TABLE 90 SMALL AND MEDIUM-SIZED ENTERPRISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 91 SMALL AND MEDIUM-SIZED ENTERPRISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
9.3 LARGE ENTERPRISES
9.3.1 AI TECHNOLOGIES TO ENHANCE OPERATIONS AND OFFER USEFUL INSIGHTS INTO CONSUMER TRENDS
・ TABLE 92 LARGE ENTERPRISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 93 LARGE ENTERPRISES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
10.1 INTRODUCTION
10.1.1 BUSINESS FUNCTIONS: MARKET DRIVERS
・ FIGURE 40 LAW FUNCTION TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 94 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016–2021 (USD BILLION)
・ TABLE 95 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022–2027 (USD BILLION)
10.2 ARTIFICIAL INTELLIGENCE: ENTERPRISE USE CASES
10.3 FINANCE
10.3.1 ABILITY TO PROVIDE ACTIONABLE INSIGHTS BY DERIVING PAST TRANSACTIONAL DATA AND CUSTOMER DEMOGRAPHICS
・ TABLE 96 FINANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 97 FINANCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
10.3.2 ARTIFICIAL INTELLIGENCE IN ACCOUNTING
10.3.3 ARTIFICIAL INTELLIGENCE IN PAYROLL
10.3.4 ARTIFICIAL INTELLIGENCE IN FINANCIAL PLANNING AND ANALYSIS
10.4 SECURITY
10.4.1 RAPID ADOPTION OF AI TECHNOLOGIES TO MAINTAIN DATA CONFIDENTIALITY AND INTEGRITY
・ TABLE 98 SECURITY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 99 SECURITY: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
10.4.2 IDENTITY AND ACCESS MANAGEMENT
10.4.3 RISK AND COMPLIANCE MANAGEMENT
10.4.4 ENCRYPTION
10.4.5 DATA LOSS PREVENTION
10.4.6 UNIFIED THREAT MANAGEMENT
10.4.7 ANTIVIRUS/ANTIMALWARE
10.4.8 INTRUSION DETECTION/PREVENTION SYSTEMS
10.4.9 OTHER SECURITY SOLUTIONS
10.5 HUMAN RESOURCES
10.5.1 USE OF AI TECHNOLOGIES TO REVOLUTIONIZE HUMAN RESOURCE FUNCTIONS AND PRACTICES
・ TABLE 100 HUMAN RESOURCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 101 HUMAN RESOURCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
10.5.2 VIRTUAL ASSISTANT 171
10.5.3 APPLICANT TRACKING AND ASSESSMENT
10.5.4 PERSONALIZED LEARNING AND DEVELOPMENT
10.5.5 HR ANALYTICS
10.5.6 JOB RECOMMENDATION
10.5.7 SENTIMENT ANALYSIS
10.6 LAW
10.6.1 ADOPTION OF AI TECHNOLOGIES TO PROVIDE EFFICIENT AND INNOVATIVE LEGAL ADVICE
・ TABLE 102 LAW: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 103 LAW: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
10.6.2 EDISCOVERY
10.6.3 LEGAL RESEARCH
10.6.4 CONTRACT ANALYSIS 173
10.6.5 CASE PREDICTION 173
10.6.6 COMPLIANCE
10.6.7 OTHER APPLICATIONS
10.7 MARKETING AND SALES
10.7.1 USE OF AI TECHNOLOGIES TO OFFER PROGRAMMATIC TRENDS AND OPPORTUNITIES TO MARKETERS
・ TABLE 104 MARKETING AND SALES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 105 MARKETING AND SALES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
10.7.2 SOCIAL MEDIA ADVERTISING
10.7.3 SEARCH ADVERTISING
10.7.4 DYNAMIC PRICING 175
10.7.5 VIRTUAL ASSISTANT 176
10.7.6 CONTENT CURATION 176
10.7.7 SALES AND MARKETING AUTOMATION
10.7.8 ANALYTICS PLATFORM
10.7.9 OTHER MARKETING AND SALES SOLUTIONS
10.8 OTHER BUSINESS FUNCTIONS
・ TABLE 106 OTHER BUSINESS FUNCTIONS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 107 OTHER BUSINESS FUNCTIONS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
11.1 INTRODUCTION
11.1.1 VERTICAL: MARKET DRIVERS
・ FIGURE 41 HEALTHCARE AND LIFE SCIENCES TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 108 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD BILLION)
・ TABLE 109 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD BILLION)
11.2 BANKING, FINANCIAL SERVICES, AND INSURANCE
11.2.1 AI HELPS TO ENHANCE CUSTOMER SERVICE
・ TABLE 110 BFSI: KEY USE CASES, BY APPLICATION
・ TABLE 111 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 112 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
・ TABLE 113 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016–2021 (USD BILLION)
・ TABLE 114 BFSI: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022–2027 (USD BILLION)
11.2.2 ENHANCED CUSTOMER EXPERIENCE
11.2.3 PREDICTION OF FUTURE OUTCOMES AND TRENDS
11.2.4 ROBOTIC AUTOMATION OF PROCESSES
11.2.5 CREDIT DECISIONS 183
11.3 RETAIL AND ECOMMERCE
11.3.1 AI HELPS UNDERSTAND CONSUMER BEHAVIOR, HELPING MARKETERS INFLUENCE THEIR BUYING DECISION
・ TABLE 115 RETAIL AND ECOMMERCE: KEY USE CASES, BY APPLICATION
・ TABLE 116 RETAIL AND ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 117 RETAIL AND ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
・ TABLE 118 RETAIL AND ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016–2021 (USD BILLION)
・ TABLE 119 RETAIL AND ECOMMERCE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022–2027 (USD BILLION)
11.3.2 PRODUCT RECOMMENDATION AND PLANNING
11.3.3 CUSTOMER RELATIONSHIP MANAGEMENT
11.3.4 VISUAL SEARCH
11.3.5 VIRTUAL ASSISTANT 187
11.3.6 PRICE OPTIMIZATION
11.3.7 PAYMENT SERVICES MANAGEMENT
11.3.8 SUPPLY CHAIN MANAGEMENT AND DEMAND PLANNING
11.3.9 VIRTUAL STORES
11.3.10 OTHER APPLICATIONS
11.4 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS
11.4.1 AI ENHANCES USER EXPERIENCE AND CONVENIENT FEATURES IN HUMAN-MACHINE INTERFACE
・ TABLE 120 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: KEY USE CASES, BY APPLICATION
・ TABLE 121 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 122 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
・ TABLE 123 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016–2021 (USD BILLION)
・ TABLE 124 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022–2027 (USD BILLION)
11.4.2 AUTONOMOUS DRIVING
11.4.3 HUMAN-MACHINE INTERFACE
11.4.4 SEMIAUTONOMOUS DRIVING
11.5 GOVERNMENT AND DEFENSE
11.5.1 AI TECHNOLOGIES TO HELP SOLVE COMPLEX PROBLEMS AND ENHANCE DECISION-MAKING PROCESS
・ TABLE 125 GOVERNMENT AND DEFENSE: KEY USE CASES, BY APPLICATION
・ TABLE 126 GOVERNMENT AND DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 127 GOVERNMENT AND DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
・ TABLE 128 GOVERNMENT AND DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016–2021 (USD BILLION)
・ TABLE 129 GOVERNMENT AND DEFENSE: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022–2027 (USD BILLION)
11.5.2 CUSTOMER SERVICE CHATBOTS
11.5.3 AUTONOMOUS DRONES 195
11.5.4 SURVEILLANCE
11.5.5 PREDICTING A CRIME AND RECOMMENDING OPTIMAL POLICE PRESENCE
11.5.6 IDENTIFYING FRAUDULENT BENEFITS CLAIMS
11.6 HEALTHCARE AND LIFESCIENCES
11.6.1 USE OF AI TO ACCELERATE GROWTH OF MEDICAL IMAGING AND DIAGNOSTICS
・ TABLE 130 HEALTHCARE AND LIFESCIENCES: KEY USE CASES, BY APPLICATION
・ TABLE 131 HEALTHCARE AND LIFESCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 132 HEALTHCARE AND LIFESCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
・ TABLE 133 HEALTHCARE AND LIFESCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016–2021 (USD MILLION)
・ TABLE 134 HEALTHCARE AND LIFESCIENCES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
11.6.2 PATIENT DATA AND RISK ANALYSIS
11.6.3 LIFESTYLE MANAGEMENT AND MONITORING
11.6.4 PRECISION MEDICINE
11.6.5 INPATIENT CARE AND HOSPITAL MANAGEMENT
11.6.6 MEDICAL IMAGING AND DIAGNOSTICS
11.6.7 DRUG DISCOVERY
11.6.8 VIRTUAL ASSISTANT 199
11.6.9 WEARABLES
11.6.10 MEDICAL RESEARCH 200
11.7 IT/ITES
11.7.1 RISE IN COMPLEXITY AND FAST INNOVATIONS TO DRIVE NEED FOR AI TO MANAGE IT OPERATIONS EFFECTIVELY 200
・ TABLE 135 IT/ITES: KEY USE CASES, BY APPLICATION
・ TABLE 136 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 137 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
・ TABLE 138 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016–2021 (USD BILLION)
・ TABLE 139 IT/ITES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022–2027 (USD BILLION)
11.7.2 PREDICTIVE MAINTENANCE
11.7.3 VIRTUAL ASSISTANTS FOR CUSTOMER SUPPORT
11.8 ENERGY AND UTILITIES
11.8.1 ADVANCED AI TECHNOLOGIES TO HELP BUILD ACCOUN・ TABLE, TRANSPARENT, FAIR, AND SECURE SYSTEMS
・ TABLE 140 ENERGY AND UTILITIES: KEY USE CASES, BY APPLICATION
・ TABLE 141 ENERGY AND UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD MILLION)
・ TABLE 142 ENERGY AND UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 143 ENERGY AND UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016–2021 (USD BILLION)
・ TABLE 144 ENERGY AND UTILITIES: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022–2027 (USD BILLION)
11.8.2 ENERGY EFFICIENCY DECISION-MAKING
11.8.3 FAULT PREDICTION 205
11.8.4 ARTIFICIAL INTELLIGENCE IN POWER GRIDS - SMART GRIDS AND SECTOR COUPLING
11.8.5 ARTIFICIAL INTELLIGENCE IN ELECTRICITY TRADING
11.8.6 ARTIFICIAL INTELLIGENCE IN THE VIRTUAL POWER PLANT
11.8.7 ARTIFICIAL INTELLIGENCE IN THE SMART WATER METER
11.9 TELECOMMUNICATION
11.9.1 DEPLOYMENT OF AI SOLUTIONS TO ENHANCE CONTACT CENTER EFFECTIVENESS, REDUCE OPERATIONAL COSTS, AND IMPROVE SERVICE
・ TABLE 145 TELECOMMUNICATIONS: KEY USE CASES, BY APPLICATION
・ TABLE 146 TELECOMMUNICATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 147 TELECOMMUNICATION: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
・ TABLE 148 TELECOMMUNICATION: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016–2021 (USD BILLION)
・ TABLE 149 TELECOMMUNICATION: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022–2027 (USD BILLION)
11.9.2 NETWORK OPTIMIZATION
11.9.3 NETWORK ANOMALIES 208
11.10 MANUFACTURING
11.10.1 AI TECHNOLOGIES ENHANCE PERFORMANCE AND REDUCE REDUNDANCIES IN MANUFACTURING
・ TABLE 150 MANUFACTURING: KEY USE CASES, BY APPLICATION
・ TABLE 151 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 152 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
・ TABLE 153 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2016–2021 (USD BILLION)
・ TABLE 154 MANUFACTURING: ARTIFICIAL INTELLIGENCE MARKET, BY APPLICATION, 2022–2027 (USD BILLION)
11.10.2 MATERIAL MOVEMENT 211
11.10.3 PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION
11.10.4 PRODUCTION PLANNING
11.10.5 FIELD SERVICES
11.10.6 RECLAMATION
11.10.7 QUALITY CONTROL 212
11.10.8 PRODUCTION LINE OPTIMIZATION
11.11 OTHER VERTICALS
・ TABLE 155 OTHER VERTICALS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD MILLION)
・ TABLE 156 OTHER VERTICALS: ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD MILLION)
12.1 INTRODUCTION
・ FIGURE 42 CHINA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
・ FIGURE 43 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
・ TABLE 157 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION)
・ TABLE 158 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION)
12.2 NORTH AMERICA
12.2.1 NORTH AMERICA: MARKET DRIVERS
・ FIGURE 44 NORTH AMERICA: MARKET SNAPSHOT
・ TABLE 159 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016–2021 (USD BILLION)
・ TABLE 160 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022–2027 (USD BILLION)
・ TABLE 161 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016–2021 (USD BILLION)
・ TABLE 162 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022–2027 (USD BILLION)
・ TABLE 163 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016–2021 (USD BILLION)
・ TABLE 164 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022–2027 (USD BILLION)
・ TABLE 165 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016–2021 (USD BILLION)
・ TABLE 166 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022–2027 (USD BILLION)
・ TABLE 167 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016–2021 (USD BILLION)
・ TABLE 168 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD BILLION)
・ TABLE 169 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION)
・ TABLE 170 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION)
・ TABLE 171 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016–2021 (USD BILLION)
・ TABLE 172 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022–2027 (USD BILLION)
・ TABLE 173 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION)
・ TABLE 174 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION)
・ TABLE 175 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION)
・ TABLE 176 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION)
・ TABLE 177 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016–2021 (USD BILLION)
・ TABLE 178 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022–2027 (USD BILLION)
・ TABLE 179 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD BILLION)
・ TABLE 180 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD BILLION)
・ TABLE 181 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2016–2021 (USD BILLION)
・ TABLE 182 NORTH AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD BILLION)
12.2.2 US
12.2.2.1 INNOVATIONS AND INITIATIVES TO ENABLE QUICK ADOPTION OF ADVANCED TECHNOLOGIES
・ TABLE 183 US: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION)
・ TABLE 184 US: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION)
・ TABLE 185 US: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION)
・ TABLE 186 US: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION)
12.2.3 CANADA
12.2.3.1 RAPID INVESTMENTS IN R&D TO ADOPT ADVANCED TECHNOLOGIES
12.3 EUROPE
12.3.1 EUROPE: MARKET DRIVERS
・ TABLE 187 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016–2021 (USD BILLION)
・ TABLE 188 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022–2027 (USD BILLION)
・ TABLE 189 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016–2021 (USD BILLION)
・ TABLE 190 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022–2027 (USD BILLION)
・ TABLE 191 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016–2021 (USD BILLION)
・ TABLE 192 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022–2027 (USD BILLION)
・ TABLE 193 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016–2021 (USD BILLION)
・ TABLE 194 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022–2027 (USD BILLION)
・ TABLE 195 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016–2021 (USD BILLION)
・ TABLE 196 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD BILLION)
・ TABLE 197 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION)
・ TABLE 198 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION)
・ TABLE 199 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016–2021 (USD BILLION)
・ TABLE 200 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022–2027 (USD BILLION)
・ TABLE 201 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION)
・ TABLE 202 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION)
・ TABLE 203 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION)
・ TABLE 204 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION)
・ TABLE 205 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016–2021 (USD BILLION)
・ TABLE 206 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022–2027 (USD BILLION)
・ TABLE 207 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD BILLION)
・ TABLE 208 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD BILLION)
・ TABLE 209 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2016–2021 (USD BILLION)
・ TABLE 210 EUROPE: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD BILLION)
12.3.2 UK
12.3.2.1 INITIATIVES BY GOVERNMENT TO POSITION UK AS GLOBAL SCIENCE SUPERPOWER
・ TABLE 211 UK: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION)
・ TABLE 212 UK: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION)
・ TABLE 213 UK: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION)
・ TABLE 214 UK: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION)
12.3.3 GERMANY
12.3.3.1 STRONG INFRASTRUCTURE AND SKILLED LABOR FORCE TO PROVIDE EASE TO AI CAPABILITIES
12.3.4 FRANCE
12.3.4.1 HIGH POTENTIAL CLIENT BASE AND A HEAVY CAPITAL INFLOW FROM VARIOUS INVESTORS
12.3.5 ITALY
12.3.5.1 SPREAD OF CYBER THREATS ACROSS THE COUNTRY TO DRIVE AI-BASED SOLUTIONS
12.3.6 SPAIN
12.3.6.1 SEVERAL INITIATIVES AND DEVELOPMENTS TO PROVIDE HUGE POTENTIAL FOR AI ACROSS VARIOUS SECTORS
12.3.7 REST OF EUROPE
12.4 ASIA PACIFIC
12.4.1 ASIA PACIFIC: MARKET DRIVERS
・ FIGURE 45 ASIA PACIFIC: MARKET SNAPSHOT
・ TABLE 215 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016–2021 (USD BILLION)
・ TABLE 216 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022–2027 (USD BILLION)
・ TABLE 217 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016–2021 (USD BILLION)
・ TABLE 218 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022–2027 (USD BILLION)
・ TABLE 219 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016–2021 (USD BILLION)
・ TABLE 220 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022–2027 (USD BILLION)
・ TABLE 221 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016–2021 (USD BILLION)
・ TABLE 222 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022–2027 (USD BILLION)
・ TABLE 223 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016–2021 (USD BILLION)
・ TABLE 224 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD BILLION)
・ TABLE 225 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION)
・ TABLE 226 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION)
・ TABLE 227 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016–2021 (USD BILLION)
・ TABLE 228 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022–2027 (USD BILLION)
・ TABLE 229 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION)
・ TABLE 230 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION)
・ TABLE 231 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION)
・ TABLE 232 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION)
・ TABLE 233 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016–2021 (USD BILLION)
・ TABLE 234 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022–2027 (USD BILLION)
・ TABLE 235 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD BILLION)
・ TABLE 236 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD BILLION)
・ TABLE 237 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2016–2021 (USD BILLION)
・ TABLE 238 ASIA PACIFIC: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD BILLION)
12.4.2 CHINA
12.4.2.1 SIGNIFICANT UNTAPPED AI OPPORTUNITIES
・ TABLE 239 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION)
・ TABLE 240 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION)
・ TABLE 241 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION)
・ TABLE 242 CHINA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION)
12.4.3 JAPAN
12.4.3.1 POTENTIAL OF ORGANIC GROWTH CAPABILITIES
12.4.4 SOUTH KOREA
12.4.4.1 NEED FOR ENHANCED AI INFRASTRUCTURE
12.4.5 INDIA
12.4.5.1 GROWING NUMBER OF AI STARTUPS AND INITIATIVES
12.4.6 REST OF ASIA PACIFIC
12.5 MIDDLE EAST AND AFRICA
12.5.1 MIDDLE EAST AND AFRICA: MARKET DRIVERS
・ TABLE 243 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016–2021 (USD MILLION)
・ TABLE 244 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022–2027 (USD MILLION)
・ TABLE 245 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016–2021 (USD MILLION)
・ TABLE 246 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022–2027 (USD MILLION)
・ TABLE 247 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016–2021 (USD MILLION)
・ TABLE 248 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022–2027 (USD MILLION)
・ TABLE 249 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016–2021 (USD MILLION)
・ TABLE 250 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022–2027 (USD MILLION)
・ TABLE 251 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016–2021 (USD MILLION)
・ TABLE 252 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION)
・ TABLE 253 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION)
・ TABLE 254 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)
・ TABLE 255 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016–2021 (USD MILLION)
・ TABLE 256 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022–2027 (USD MILLION)
・ TABLE 257 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION)
・ TABLE 258 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
・ TABLE 259 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION)
・ TABLE 260 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
・ TABLE 261 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016–2021 (USD MILLION)
・ TABLE 262 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022–2027 (USD MILLION)
・ TABLE 263 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD MILLION)
・ TABLE 264 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION)
・ TABLE 265 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2016–2021 (USD MILLION)
・ TABLE 266 MIDDLE EAST AND AFRICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
12.5.2 SAUDI ARABIA
12.5.2.1 DEMAND FOR GROWTH OF INNOVATIVE TECHNOLOGIES
12.5.3 UAE
12.5.3.1 LARGE TECH GIANTS TO OFFER A POTENTIAL MARKET FOR AI TECHNOLOGIES 261
12.5.4 SOUTH AFRICA
12.5.4.1 INITIATIVES BY GOVERNMENT TO EDUCATE AND CREATE AWARENESS REGARDING ADVANCED TECHNOLOGIES
12.5.5 REST OF MIDDLE EAST AND AFRICA
12.6 CENTRAL AMERICA
12.6.1 CENTRAL AMERICA: MARKET DRIVERS
・ TABLE 267 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016–2021 (USD MILLION)
・ TABLE 268 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022–2027 (USD MILLION)
・ TABLE 269 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016–2021 (USD MILLION)
・ TABLE 270 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022–2027 (USD MILLION)
・ TABLE 271 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016–2021 (USD MILLION)
・ TABLE 272 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022–2027 (USD MILLION)
・ TABLE 273 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016–2021 (USD MILLION)
・ TABLE 274 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022–2027 (USD MILLION)
・ TABLE 275 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016–2021 (USD MILLION)
・ TABLE 276 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION)
・ TABLE 277 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION)
・ TABLE 278 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)
・ TABLE 279 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016–2021 (USD MILLION)
・ TABLE 280 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022–2027 (USD MILLION)
・ TABLE 281 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION)
・ TABLE 282 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
・ TABLE 283 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION)
・ TABLE 284 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
・ TABLE 285 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016–2021 (USD MILLION)
・ TABLE 286 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022–2027 (USD MILLION)
・ TABLE 287 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD MILLION)
・ TABLE 288 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION)
・ TABLE 289 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2016–2021 (USD MILLION)
・ TABLE 290 CENTRAL AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
12.6.2 COSTA RICA
12.6.2.1 DEVELOPMENTS BY GLOBAL TECHNOLOGY PLAYERS IN COSTA RICA
12.6.3 REST OF CENTRAL AMERICA
12.7 LATIN AMERICA
12.7.1 LATIN AMERICA: MARKET DRIVERS
・ TABLE 291 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016–2021 (USD MILLION)
・ TABLE 292 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022–2027 (USD MILLION)
・ TABLE 293 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2016–2021 (USD MILLION)
・ TABLE 294 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY HARDWARE, 2022–2027 (USD MILLION)
・ TABLE 295 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2016–2021 (USD MILLION)
・ TABLE 296 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY PROCESSOR, 2022–2027 (USD MILLION)
・ TABLE 297 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2016–2021 (USD MILLION)
・ TABLE 298 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SOFTWARE, 2022–2027 (USD MILLION)
・ TABLE 299 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2016–2021 (USD MILLION)
・ TABLE 300 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY SERVICE, 2022–2027 (USD MILLION)
・ TABLE 301 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD MILLION)
・ TABLE 302 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD MILLION)
・ TABLE 303 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2016–2021 (USD MILLION)
・ TABLE 304 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY MACHINE LEARNING, 2022–2027 (USD MILLION)
・ TABLE 305 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION)
・ TABLE 306 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
・ TABLE 307 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION)
・ TABLE 308 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
・ TABLE 309 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016–2021 (USD MILLION)
・ TABLE 310 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022–2027 (USD MILLION)
・ TABLE 311 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD MILLION)
・ TABLE 312 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD MILLION)
・ TABLE 313 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2016–2021 (USD MILLION)
・ TABLE 314 LATIN AMERICA: ARTIFICIAL INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
12.7.2 BRAZIL
12.7.2.1 TRADE TIES BETWEEN US AND BRAZIL TO SHAPE AI TECHNOLOGICAL LANDSCAPE
12.7.3 MEXICO
12.7.3.1 ASSISTANCE BY GOVERNMENT TO ADOPT EMERGING AI TECHNOLOGIES
12.7.4 REST OF LATIN AMERICA
13.1 OVERVIEW
13.2 KEY PLAYER STRATEGIES
・ TABLE 315 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN AI MARKET
13.3 REVENUE ANALYSIS
・ FIGURE 46 REVENUE ANALYSIS FOR KEY COMPANIES, 2018–2021
13.4 MARKET SHARE ANALYSIS
・ FIGURE 47 ARTIFICIAL INTELLIGENCE MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2022
・ TABLE 316 ARTIFICIAL INTELLIGENCE MARKET: DEGREE OF COMPETITION
13.5 KEY COMPANY EVALUATION QUADRANT
13.5.1 STARS
13.5.2 EMERGING LEADERS
13.5.3 PERVASIVE PLAYERS
13.5.4 PARTICIPANTS
・ FIGURE 48 KEY ARTIFICIAL INTELLIGENCE MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2022
13.6 STARTUP/SME EVALUATION MATRIX
13.6.1 PROGRESSIVE COMPANIES
13.6.2 RESPONSIVE COMPANIES
13.6.3 DYNAMIC COMPANIES
13.6.4 STARTING BLOCKS
・ FIGURE 49 STARTUP/SME ARTIFICIAL INTELLIGENCE PLAYERS, COMPANY EVALUATION MATRIX, 2022
13.7 COMPETITIVE BENCHMARKING
・ TABLE 317 ARTIFICIAL INTELLIGENCE MARKET: DETAILED LIST OF KEY STARTUPS/SMES
・ TABLE 318 ARTIFICIAL INTELLIGENCE MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS (STARTUPS/SMES)
13.8 COMPETITIVE SCENARIO
13.8.1 PRODUCT LAUNCHES
・ TABLE 319 PRODUCT LAUNCHES, 2018–2022 287
13.8.2 DEALS
・ TABLE 320 DEALS, 2018–2022
13.8.3 OTHERS
・ TABLE 321 OTHERS, 2019–2020
14.1 INTRODUCTION
14.2 MAJOR PLAYERS
(BUSINESS OVERVIEW, PRODUCTS/SOLUTIONS/SERVICES OFFERED, RECENT DEVELOPMENTS, COVID-19-RELATED DEVELOPMENTS, MNM VIEW, RIGHT TO WIN, STRATEGIC CHOICES, AND WEAKNESSES AND COMPETITIVE THREATS)*
14.2.1 GOOGLE
・ TABLE 322 GOOGLE: BUSINESS OVERVIEW
・ FIGURE 50 GOOGLE: COMPANY SNAPSHOT
・ TABLE 323 GOOGLE: PRODUCTS OFFERED
・ TABLE 324 GOOGLE: SERVICES OFFERED
・ TABLE 325 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 326 GOOGLE: DEALS
14.2.2 MICROSOFT
・ TABLE 327 MICROSOFT: BUSINESS OVERVIEW 297
・ FIGURE 51 MICROSOFT: COMPANY SNAPSHOT 298
・ TABLE 328 MICROSOFT: PRODUCTS OFFERED 298
・ TABLE 329 MICROSOFT: SERVICES OFFERED 299
・ TABLE 330 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 331 MICROSOFT: DEALS
14.2.3 IBM
・ TABLE 332 IBM: BUSINESS OVERVIEW
・ FIGURE 52 IBM: COMPANY SNAPSHOT
・ TABLE 333 IBM: PRODUCTS OFFERED
・ TABLE 334 IBM: SERVICES OFFERED
・ TABLE 335 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 336 IBM: DEALS
14.2.4 INTEL
・ TABLE 337 INTEL: BUSINESS OVERVIEW
・ FIGURE 53 INTEL: COMPANY SNAPSHOT
・ TABLE 338 INTEL: PRODUCTS OFFERED
・ TABLE 339 INTEL: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 340 INTEL: DEALS
14.2.5 ORACLE
・ TABLE 341 ORACLE: BUSINESS OVERVIEW
・ FIGURE 54 ORACLE: COMPANY SNAPSHOT
・ TABLE 342 ORACLE: PRODUCTS OFFERED
・ TABLE 343 ORACLE: SERVICES OFFERED
・ TABLE 344 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 345 ORACLE: DEALS
14.2.6 AWS
・ TABLE 346 AWS: BUSINESS OVERVIEW
・ FIGURE 55 AWS: COMPANY SNAPSHOT
・ TABLE 347 AWS: PRODUCTS OFFERED
・ TABLE 348 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 349 AWS: DEALS
14.2.7 SALESFORCE
・ TABLE 350 SALESFORCE: BUSINESS OVERVIEW
・ FIGURE 56 SALESFORCE: COMPANY SNAPSHOT 328
・ TABLE 351 SALESFORCE: PRODUCTS OFFERED 328
・ TABLE 352 SALESFORCE: SERVICES OFFERED 328
・ TABLE 353 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 354 SALESFORCE: DEALS
14.2.8 SAP
・ TABLE 355 SAP: BUSINESS OVERVIEW
・ FIGURE 57 SAP: COMPANY SNAPSHOT
・ TABLE 356 SAP: PRODUCTS OFFERED
・ TABLE 357 SAP: SERVICES OFFERED
・ TABLE 358 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 359 SAP: DEALS
14.2.9 SAS INSTITUTE
・ TABLE 360 SAS INSTITUTE: BUSINESS OVERVIEW
・ FIGURE 58 SAS INSTITUTE: COMPANY SNAPSHOT
・ TABLE 361 SAS INSTITUTE: PRODUCTS OFFERED
・ TABLE 362 SAS INSTITUTE: SERVICES OFFERED
・ TABLE 363 SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 364 SAS INSTITUTE: DEALS
14.2.10 CISCO
・ TABLE 365 CISCO: BUSINESS OVERVIEW
・ FIGURE 59 CISCO: COMPANY SNAPSHOT
・ TABLE 366 CISCO: PRODUCTS OFFERED
・ TABLE 367 CISCO: SERVICES OFFERED
・ TABLE 368 CISCO: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 369 CISCO: DEALS
14.2.11 META
・ TABLE 370 META: BUSINESS OVERVIEW
・ FIGURE 60 META: COMPANY SNAPSHOT
・ TABLE 371 META: PRODUCTS OFFERED
・ TABLE 372 META: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 373 META: DEALS
14.2.12 HPE
・ TABLE 374 HPE: BUSINESS OVERVIEW
・ FIGURE 61 HPE: COMPANY SNAPSHOT
・ TABLE 375 HPE: PRODUCTS OFFERED
・ TABLE 376 HPE: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 377 HPE: DEALS
14.2.13 SIEMENS
・ TABLE 378 SIEMENS: BUSINESS OVERVIEW 359
・ FIGURE 62 SIEMENS: COMPANY SNAPSHOT
・ TABLE 379 SIEMENS: PRODUCTS OFFERED
・ TABLE 380 SIEMENS: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 381 SIEMENS: DEALS
14.2.14 HUAWEI
・ TABLE 382 HUAWEI: BUSINESS OVERVIEW
・ FIGURE 63 HUAWEI: COMPANY SNAPSHOT
・ TABLE 383 HUAWEI: PRODUCTS OFFERED
・ TABLE 384 HUAWEI: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 385 HUAWEI: DEALS
14.2.15 NVIDIA
・ TABLE 386 NVIDIA: BUSINESS OVERVIEW
・ FIGURE 64 NVIDIA: COMPANY SNAPSHOT
・ TABLE 387 NVIDIA: PRODUCTS OFFERED
・ TABLE 388 NVIDIA: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 389 NVIDIA: DEALS
14.2.16 BAIDU
・ TABLE 390 BAIDU: BUSINESS OVERVIEW
・ FIGURE 65 BAIDU: COMPANY SNAPSHOT
・ TABLE 391 BAIDU: PRODUCTS OFFERED
・ TABLE 392 BAIDU: SERVICES OFFERED
・ TABLE 393 BAIDU: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 394 BAIDU: DEALS
14.2.17 SAMSUNG
・ TABLE 395 SAMSUNG: BUSINESS OVERVIEW 375
・ TABLE 396 SAMSUNG: PRODUCTS OFFERED
・ TABLE 397 SAMSUNG: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 398 SAMSUNG: DEALS
14.2.18 IFLYTEK
・ TABLE 399 IFLYTEK: BUSINESS OVERVIEW 378
・ TABLE 400 IFLYTEK: PRODUCTS OFFERED
・ TABLE 401 IFLYTEK: SERVICES OFFERED
・ TABLE 402 IFLYTEK: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 403 IFLYTEK: DEALS
14.2.19 ALIBABA CLOUD
・ TABLE 404 ALIBABA: BUSINESS OVERVIEW 381
・ TABLE 405 ALIBABA CLOUD: PRODUCTS OFFERED
・ TABLE 406 ALIBABA CLOUD: SERVICES OFFERED
・ TABLE 407 ALIBABA CLOUD: PRODUCT LAUNCHES AND ENHANCEMENTS
・ TABLE 408 ALIBABA CLOUD: DEALS
14.2.20 GENERAL VISION
14.2.21 DARKTRACE
14.2.22 BLACKBERRY LIMITED
14.2.23 DIDI CHUXING
14.2.24 FACE++
14.2.25 INBENTA
14.2.26 ANJU SOFTWARE
14.2.27 BUTTERFLY NETWORK 389
14.2.28 ATOMWISE
14.2.29 INTRINSIC
14.2.30 AIBRAIN
14.2.31 ADAPTEVA
14.2.32 KONIKU
14.2.33 KNUEDGE
14.2.34 SK HYNIX
14.2.35 PROGRESS DATARPM 393
14.2.36 PRECISION HAWK
14.2.37 AGEAGLE AERIAL SYSTEM
14.2.38 NEURALA
14.2.39 TWITTER
14.2.40 AUREA SOFTWARE
14.2.41 PERSADO
14.2.42 8X8
14.2.43 APPIER
14.2.44 GUMGUM
14.2.45 IPRO
14.3 OTHER PLAYERS/SMES
14.3.1 GRAPHCORE
14.3.2 PREFERRED NETWORKS
14.3.3 ZENSED
14.3.4 APPLIED BRAIN RESEARCH
14.3.5 PILOT AI LABS
14.3.6 IRIS AUTOMATION 401
14.3.7 GAMAYA
14.3.8 EC2CE
14.3.9 DESCARTES LABS
14.3.10 MYTHIC
*DETAILS ON BUSINESS OVERVIEW, PRODUCTS/SOLUTIONS/SERVICES OFFERED, RECENT DEVELOPMENTS, COVID-19-RELATED DEVELOPMENTS, MNM VIEW, RIGHT TO WIN, STRATEGIC CHOICES, AND WEAKNESSES AND COMPETITIVE THREATS MIGHT NOT BE CAPTURED IN CASE OF UNLISTED COMPANIES.
15.1 INTRODUCTION
15.2 NATURAL LANGUAGE PROCESSING MARKET—GLOBAL FORECAST TO 2026
15.2.1 MARKET DEFINITION 404
15.2.2 MARKET OVERVIEW 404
15.2.2.1 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT
・ TABLE 409 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2015–2019 (USD MILLION)
・ TABLE 410 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2019–2026 (USD MILLION)
15.2.2.2 NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION TYPE
・ TABLE 411 SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2015–2019 (USD MILLION)
・ TABLE 412 SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2019–2026 (USD MILLION)
15.2.2.3 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE
・ TABLE 413 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2015–2019 (USD MILLION)
・ TABLE 414 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2019–2026 (USD MILLION)
15.2.2.4 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE
・ TABLE 415 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2015–2019 (USD MILLION)
・ TABLE 416 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2019–2026 (USD MILLION)
15.2.2.5 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE
・ TABLE 417 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2015–2019 (USD MILLION)
・ TABLE 418 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2019–2026 (USD MILLION)
15.2.2.6 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION
・ TABLE 419 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2015–2019 (USD MILLION)
・ TABLE 420 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2019–2026 (USD MILLION)
15.2.2.7 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL
・ TABLE 421 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2015–2019 (USD MILLION)
・ TABLE 422 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2019–2026 (USD MILLION)
15.2.2.8 NATURAL LANGUAGE PROCESSING MARKET, BY REGION
・ TABLE 423 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2015–2019 (USD MILLION)
・ TABLE 424 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2019–2026 (USD MILLION)
・ TABLE 425 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2015–2019 (USD MILLION)
・ TABLE 426 NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2019–2026 (USD MILLION)
・ TABLE 427 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2015–2019 (USD MILLION)
・ TABLE 428 EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2019–2026 (USD MILLION)
・ TABLE 429 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2015–2019 (USD MILLION)
・ TABLE 430 ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2019–2026 (USD MILLION)
・ TABLE 431 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2015–2019 (USD MILLION)
・ TABLE 432 MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2019–2026 (USD MILLION)
・ TABLE 433 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2015–2019 (USD MILLION)
・ TABLE 434 LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2019–2026 (USD MILLION)
15.3 CONVERSATIONAL AI MARKET—GLOBAL FORECAST TO 2025
15.3.1 MARKET DEFINITION 414
15.3.2 MARKET OVERVIEW 414
15.3.2.1 CONVERSATIONAL AI MARKET, BY COMPONENT
・ TABLE 435 CONVERSATIONAL AI MARKET, BY COMPONENT, 2019–2025 (USD MILLION)
・ TABLE 436 CONVERSATIONAL AI MARKET, BY SERVICE, 2019–2025 (USD MILLION)
15.3.2.2 CONVERSATIONAL AI MARKET, BY TYPE
・ TABLE 437 CONVERSATIONAL AI MARKET, BY TYPE, 2019–2025 (USD MILLION)
15.3.2.3 CONVERSATIONAL AI MARKET, BY TECHNOLOGY
・ TABLE 438 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2019–2025 (USD MILLION)
15.3.2.4 CONVERSATIONAL AI MARKET, BY DEPLOYMENT MODE
・ TABLE 439 CONVERSATIONAL AI MARKET, BY DEPLOYMENT MODE, 2019–2025 (USD MILLION)
15.3.2.5 CONVERSATIONAL AI MARKET, BY APPLICATION
・ TABLE 440 CONVERSATIONAL AI MARKET, BY APPLICATION, 2019–2025 (USD MILLION)
15.3.2.6 CONVERSATIONAL AI MARKET, BY VERTICAL
・ TABLE 441 CONVERSATIONAL AI MARKET, BY VERTICAL, 2019–2025 (USD MILLION)
15.3.2.7 CONVERSATIONAL AI MARKET, BY REGION
・ TABLE 442 CONVERSATIONAL AI MARKET, BY REGION, 2019–2025 (USD MILLION)
・ TABLE 443 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY COUNTRY, 2019–2025 (USD MILLION)
・ TABLE 444 EUROPE: CONVERSATIONAL AI MARKET, BY COUNTRY, 2019–2025 (USD MILLION)
・ TABLE 445 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY COUNTRY, 2019–2025 (USD MILLION)
・ TABLE 446 MIDDLE EAST AND AFRICA: CONVERSATIONAL AI MARKET, BY COUNTRY, 2019–2025 (USD MILLION)
・ TABLE 447 LATIN AMERICA: CONVERSATIONAL AI MARKET, BY COUNTRY, 2019–2025 (USD MILLION)
16.1 DISCUSSION GUIDE
16.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
16.3 CUSTOMIZATIONS OFFERED
16.4 RELATED REPORTS
16.5 AUTHOR DETAILS