マーケットレポート詳細

人工知能(AI)の世界市場:2027年に至る技術別、用途別予測

Artificial Intelligence Market by Offering (Hardware, Software, Services), Technology (Machine Learning, Natural Language Processing), Deployment Mode, Organization Size, Business Function (Law, Security), Vertical and Region - Global forecast to 2027

出版元:MarketsandMarkets   出版元について
発行年:2022年8月
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商品コード:MAM3007

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【レポート紹介】

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】

◆人工知能(AI)の世界市場予測2016-2027年

・市場規模(US$)

◆オファリング別、市場-2027年

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$)

◆技術別、市場-2027年

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$)

◆展開モード別、市場-2027年

・オンプレミス
・クラウド
※(市場規模US$)

◆組織規模別、市場-2027年

・中小企業
・大企業
※(市場規模US$)

◆ビジネス機能別、市場-2027年

・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$)

◆業界別、市場-2027年

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$)

◆主要国地域別市場-2027年

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

◆市場分析

・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

◆人工知能(AI)の主要企業プロフィール動向

・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】

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   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      RESEARCH METHODOLOGY

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

3      EXECUTIVE SUMMARY

・     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      PREMIUM INSIGHTS

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      MARKET OVERVIEW AND INDUSTRY TRENDS

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      ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING

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      ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY

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      ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE

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      ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE

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   ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION

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   ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL

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   ARTIFICIAL INTELLIGENCE MARKET, BY REGION

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   COMPETITIVE LANDSCAPE

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   COMPANY PROFILES

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   ADJACENT AND RELATED MARKETS

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   APPENDIX

16.1          DISCUSSION GUIDE
16.2          KNOWLEDGESTORE: MARKETSANDMARKETS’  SUBSCRIPTION PORTAL
16.3          CUSTOMIZATIONS OFFERED
16.4          RELATED REPORTS
16.5          AUTHOR DETAILS


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