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The base year for the calculation is 2022 and 2018 to 2022 will be historical period. At the same time, data
for the year 2023 will be an estimated one while the forecasted data will be from year 2023 to 2030.
Historical Years
From 2018
Till 2022
Base Year
2022
Forecast Period
From 2023
Till 2030
Primary Research Methodology
Secondary Research Methodology
Market Size Estimation Methodology
Data Triangulation
Business Segment/ Overview:
Investment in Research and Development
Recent Developments:
Business Strategy
SWOT Analysis
Key Drivers, Restraints and Opportunities
Market Attractiveness Analysis for Each Segment and Region
PESTEL Analysis
Porter 5 Force’s Analysis
Value Chain Analysis
North America (United States, Canada, Mexico)
Europe (UK, France, Germany, Italy, Russia, Spain)
Asia Pacific (China, Japan, Korea, India, South East Asia)
South America (Brazil, Argentina, Colombia)
Middle East & Africa (GCC, Egypt, South Africa, Nigeria, Turkey)
1 2
4
3

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Offering
• Hardware
• Software
• Services
Algorithm Application
End-User
• Deep Learning
• Querying Method
• Natural Language
Processing
• Context-Aware Processing
• Robot-assisted Surgery
• Virtual Nursing Assistant
• Administrative Workflow
Assistance
• Fraud Detection
• Dosage Error Reduction
• Clinical Trial Participant
Identifier
• Preliminary Diagnosis
• Others
• Healthcare Providers
• Pharmaceutical &
Biotechnology Company
• Patients
• Payers
Regions
• North America
• Europe
• Asia Pacific
• South America
• Middle East & Africa

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1.1 Research Methodology...............................................................................................28
1.1.1 Primary Research........................................................................................................ 29
1.1.2 Modes of Primary Research:....................................................................................... 30
1.2 Secondary Research Methodology:.............................................................................30
1.3 Market Estimation......................................................................................................31
1.3.1 Top-Down Method ..................................................................................................... 32
1.3.2 Bottom-Up Method .................................................................................................... 32
1.3.3 Data Triangulation ...................................................................................................... 33
1.4 Questionnaire ............................................................................................................34
2.1 Global AI in Healthcare Industry Introduction .............................................................36
2.2 Objectives of the Study...............................................................................................37
2.3 USP of the Report.......................................................................................................37
2.4 Who is this report for?................................................................................................38
2.5 Regional Fragmentation .............................................................................................38
2.6 Report Duration .........................................................................................................39
2.7 List of Stakeholders ....................................................................................................39
3.1 Global AI in Healthcare Market, 2018 – 2030, (USD Million).........................................40
3.2 Global AI in Healthcare Value, Absolute & Opportunity Analysis..................................40
3.3 Global AI in Healthcare Market Y-o-Y Growth Projection by Region (2023 - 2030) ........41
3.4 Global AI in Healthcare Market: Snapshot...................................................................42
4.1 Product Overview and Scope of AI in Healthcare.........................................................44
4.2 Global AI in Healthcare Revenue Market by Regions (2018-2030) ................................45
4.2.1 North America AI in Healthcare Status and Prospect (2018-2030) .............................. 46
4.2.1.1 North America AI in Healthcare Value, Absolute & Opportunity
Analysis............................................................................................................46
4.2.2 Europe AI in Healthcare Status and Prospect (2018-2030) .......................................... 47
4.2.2.1 Europe AI in Healthcare Value, Absolute & Opportunity Analysis ..................47
4.2.3 Asia Pacific AI in Healthcare Status and Prospect (2018-2030).................................... 48

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4.2.3.1 Asia Pacific AI in Healthcare Value, Absolute & Opportunity Analysis............48
4.2.4 Latin America AI in Healthcare Status and Prospect (2018-2030)................................ 49
4.2.4.1 Latin America AI in Healthcare Value, Absolute & Opportunity
Analysis............................................................................................................49
4.2.5 Middle East and Africa AI in Healthcare Status and Prospect (2018-2030) .................. 50
4.2.5.1 Middle East and Africa AI in Healthcare Value, Absolute &
Opportunity Analysis .......................................................................................50
4.3 Global AI in Healthcare Market Size (2018-2030).........................................................51
4.3.1 Global AI in Healthcare Revenue Status and Outlook (2018-2030).............................. 51
5.1 Global AI in Healthcare Revenue and Share by Manufacturers (2018-2022)..................52
5.2 Global AI in Healthcare Mergers and Acquisition Analysis/ Top Winning
Strategies/ New Launches Analysis .............................................................................54
5.3 Company Categorization.............................................................................................55
5.4 Top Winning Strategies, by Manufacturers (2018-2022)...............................................56
6.1 Overall Company’s Disclosure Score............................................................................57
7.1 Global AI in Healthcare Market – COVID – 19 Impact Analysis......................................58
7.1.1 Influencing Factors...................................................................................................... 59
7.1.2 Forecast Assumptions................................................................................................. 59
7.1.3 Impact of COVID-19 on Global AI in Healthcare Market.............................................. 60
7.1.4 Consumer Buying Behavior on Global AI in Healthcare Market .................................. 60
8.1 Market Drivers...........................................................................................................61
8.1.1 Increasing demand for personalized medicine and treatment .................................... 61
8.1.2 Technological advancements in the drug discovery and development process........... 62
8.1.3 Growing complexity of healthcare datasets................................................................ 63
8.2 Market Restraints.......................................................................................................64
8.2.1 Restraints for AI in Healthcare Market: Impact Analysis ............................................. 64
8.3 Opportunity ...............................................................................................................65
8.4 Market Trends............................................................................................................65
8.5 Technological Road Map.............................................................................................66
8.6 PESTEL Analysis for AI in Healthcare Market................................................................67
8.6.1 Political....................................................................................................................... 67

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8.6.2 Economic .................................................................................................................... 67
8.6.3 Social .......................................................................................................................... 68
8.6.4 Technological.............................................................................................................. 68
8.6.5 Legal ........................................................................................................................... 68
8.6.6 Environmental ............................................................................................................ 68
8.7 Porter’s Five Forces Analysis for AI in Healthcare Market.............................................69
8.7.1 Power of Suppliers...................................................................................................... 70
8.7.2 Threat of Substitutes .................................................................................................. 71
8.7.3 Potential of New Entrants into an Industry................................................................. 72
8.7.4 Power of Customers.................................................................................................... 73
8.7.5 Competition in the Industry........................................................................................ 74
8.8 Product Life Cycle of AI in Healthcare Market..............................................................75
8.9 Market Attractiveness Analysis...................................................................................76
8.9.1 Market Attractiveness Analysis by Type Segment....................................................... 76
8.9.2 Market Attractiveness Analysis by Application Segment ............................................ 77
9.1 Patent Analysis...........................................................................................................78
10.1 Global AI in Healthcare Revenue and Market Share (%) by Offering (2018-2030)..........79
10.1.1 Hardware.................................................................................................................... 80
10.1.1.1 Hardware AI in Healthcare Value, Absolute & Opportunity Analysis..............80
10.1.1.2 AI in Healthcare Market for Hardware, by Country (2021 Vs 2024)................81
10.1.2 Software ..................................................................................................................... 82
10.1.2.1 Software AI in Healthcare Value, Absolute & Opportunity Analysis ...............82
10.1.2.2 AI in Healthcare Market for Software, by Country (2021 Vs 2024) .................83
10.1.3 Services....................................................................................................................... 84
10.1.3.1 Services AI in Healthcare Value, Absolute & Opportunity Analysis.................84
10.1.3.2 AI in Healthcare Market for Services, by Country (2021 Vs 2024) ..................85
11.1 Global AI in Healthcare Revenue and Market Share (%) by Algorithm (2018-
2030) .........................................................................................................................86
11.1.1 Deep Learning............................................................................................................. 87
11.1.1.1 Deep Learning AI in Healthcare Value, Absolute & Opportunity
Analysis............................................................................................................87
11.1.1.2 AI in Healthcare Market for Deep Learning, by Country (2021 Vs
2024)................................................................................................................88

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11.1.2 Querying Method ....................................................................................................... 89
11.1.2.1 Querying Method AI in Healthcare Value, Absolute & Opportunity
Analysis............................................................................................................89
11.1.2.2 AI in Healthcare Market for Querying Method, by Country (2021 Vs
2024)................................................................................................................90
11.1.3 Natural Language Processing ...................................................................................... 91
11.1.3.1 Natural Language Processing AI in Healthcare Value, Absolute &
Opportunity Analysis .......................................................................................91
11.1.3.2 AI in Healthcare Market for Natural Language Processing, by Country
(2021 Vs 2024).................................................................................................92
11.1.4 Context-Aware Processing .......................................................................................... 93
11.1.4.1 Context-Aware Processing AI in Healthcare Value, Absolute &
Opportunity Analysis .......................................................................................93
11.1.4.2 AI in Healthcare Market for Context-Aware Processing, by Country
(2021 Vs 2024).................................................................................................94
12.1 Global AI in Healthcare Revenue and Market Share (%) by Application (2018-
2030) .........................................................................................................................95
12.1.1 Robot-assisted Surgery ............................................................................................... 97
12.1.1.1 Robot-assisted Surgery AI in Healthcare Value, Absolute &
Opportunity Analysis .......................................................................................97
12.1.1.2 AI in Healthcare Market for Robot-assisted Surgery, by Country
(2021 Vs 2024).................................................................................................98
12.1.2 Virtual Nursing Assistant............................................................................................. 99
12.1.2.1 Virtual Nursing Assistant AI in Healthcare Value, Absolute &
Opportunity Analysis .......................................................................................99
12.1.2.2 AI in Healthcare Market for Virtual Nursing Assistant, by Country
(2021 Vs 2024)...............................................................................................100
12.1.3 Administrative Workflow Assistance ........................................................................ 101
12.1.3.1 Administrative Workflow Assistance AI in Healthcare Value, Absolute
& Opportunity Analysis..................................................................................101
12.1.3.2 AI in Healthcare Market for Administrative Workflow Assistance, by
Country (2021 Vs 2024).................................................................................102
12.1.4 Fraud Detection........................................................................................................ 103
12.1.4.1 Fraud Detection AI in Healthcare Value, Absolute & Opportunity
Analysis..........................................................................................................103
12.1.4.2 AI in Healthcare Market for Fraud Detection, by Country (2021 Vs
2024)..............................................................................................................104
12.1.5 Dosage Error Reduction ............................................................................................ 105
12.1.5.1 Dosage Error Reduction AI in Healthcare Value, Absolute &
Opportunity Analysis .....................................................................................105

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12.1.5.2 AI in Healthcare Market for Dosage Error Reduction, by Country
(2021 Vs 2024)...............................................................................................106
12.1.6 Clinical Trial Participant Identifier............................................................................. 107
12.1.6.1 Clinical Trial Participant Identifier AI in Healthcare Value, Absolute &
Opportunity Analysis .....................................................................................107
12.1.6.2 AI in Healthcare Market for Clinical Trial Participant Identifier, by
Country (2021 Vs 2024).................................................................................108
12.1.7 Preliminary Diagnosis ............................................................................................... 109
12.1.7.1 Preliminary Diagnosis AI in Healthcare Value, Absolute &
Opportunity Analysis .....................................................................................109
12.1.7.2 AI in Healthcare Market for Preliminary Diagnosis, by Country (2021
Vs 2024).........................................................................................................110
12.1.8 Others....................................................................................................................... 111
12.1.8.1 Others AI in Healthcare Value, Absolute & Opportunity Analysis.................111
12.1.8.2 AI in Healthcare Market for Others, by Country (2021 Vs 2024)...................112
13.1 Global AI in Healthcare Revenue and Market Share (%) by End-User (2018-2030).......113
13.1.1 Healthcare Providers ................................................................................................ 114
13.1.1.1 Healthcare Providers AI in Healthcare Value, Absolute & Opportunity
Analysis..........................................................................................................114
13.1.1.2 AI in Healthcare Market for Healthcare Providers, by Country (2021
Vs 2024).........................................................................................................115
13.1.2 Pharmaceutical & Biotechnology Company .............................................................. 116
13.1.2.1 Pharmaceutical & Biotechnology Company AI in Healthcare Value,
Absolute & Opportunity Analysis ..................................................................116
13.1.2.2 AI in Healthcare Market for Pharmaceutical & Biotechnology
Company, by Country (2021 Vs 2024) ...........................................................117
13.1.3 Patients .................................................................................................................... 118
13.1.3.1 Patients AI in Healthcare Value, Absolute & Opportunity Analysis...............118
13.1.3.2 AI in Healthcare Market for Patients, by Country (2021 Vs 2024) ................119
13.1.4 Payers....................................................................................................................... 120
13.1.4.1 Payers AI in Healthcare Value, Absolute & Opportunity Analysis .................120
13.1.4.2 AI in Healthcare Market for Payers, by Country (2021 Vs 2024)...................121
14.1 IBM Corporation ......................................................................................................123
14.1.1 IBM Corporation Basic Information, Manufacturing Base, SalesArea and its
Competitors.............................................................................................................. 123
14.1.2 Business Segment/ Overview:................................................................................... 124
14.1.3 AI in Healthcare Product Types Specification:........................................................... 125

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14.1.4 Financials.................................................................................................................. 127
14.1.5 Investment in Research and Development................................................................ 128
14.1.6 Recent Developments:.............................................................................................. 130
14.1.7 Business Strategy...................................................................................................... 130
14.1.8 Management Change................................................................................................ 130
14.1.9 IBM Corporation S.W.O.T Analysis............................................................................ 131
14.1.10 COVID-19 Impact Analysis......................................................................................... 131
14.2 Anju Life Sciences Software ......................................................................................132
14.3 CloudMedx ..............................................................................................................132
14.4 DeepMind Technologies ...........................................................................................132
14.5 Enlitic Inc. ................................................................................................................132
14.6 GE Healthcare ..........................................................................................................132
14.7 General Vision..........................................................................................................132
14.8 Google Inc................................................................................................................132
14.9 Amazon Web Services ..............................................................................................132
14.10 iCarbonX..................................................................................................................132
14.11 Intel Corporation......................................................................................................132
14.12 Johnson & Johnson...................................................................................................132
14.13 Koninklijke Philips ....................................................................................................132
15.1 Global AI in Healthcare Revenue and Market Share (%) by Region (2018 - 2030) ........134
16.1 North America AI in Healthcare Market by Country, (2018-2030)...............................135
16.2 North America AI in Healthcare Market Size (2018-2030)...........................................135
16.3 North America AI in Healthcare Market Y-o-Y Growth Projection by Country
(2023-2030)..............................................................................................................136
16.3.1 North America AI in Healthcare Market Revenue (USD Million) Size by
Offering (2018-2030)................................................................................................. 137
16.3.2 North America AI in Healthcare Market Size by Offering 2022 and 2030 .................. 137
16.3.3 North America AI in Healthcare Market Revenue (USD Million) Size by
Algorithm (2018-2030).............................................................................................. 138
16.3.4 North America AI in Healthcare Market Size by Algorithm 2022 and 2030................ 138
16.3.5 North America AI in Healthcare Market Revenue (USD Million) Size by
Application (2018-2030)............................................................................................ 139
16.3.6 North America AI in Healthcare Market Size by Application 2022 and 2030 ............. 139

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16.3.7 North America AI in Healthcare Market Revenue (USD Million) Size by End-
User (2018-2030) ...................................................................................................... 140
16.3.8 North America AI in Healthcare Market Size by End-User 2022 and 2030 ................. 140
16.4 United States ...........................................................................................................141
16.4.1 United States AI in Healthcare Market Revenue (USD Million) Size by Offering
(2018-2030) .............................................................................................................. 141
16.4.2 United States AI in Healthcare Market Share by Offering in 2022 ............................. 141
16.4.3 United States AI in Healthcare Market Revenue (USD Million) Size by
Algorithm (2018-2030).............................................................................................. 142
16.4.4 United States AI in Healthcare Market Share by Algorithm in 2022 .......................... 142
16.4.5 United States AI in Healthcare Market Revenue (USD Million) Size by
Application (2018-2030)............................................................................................ 143
16.4.6 United States AI in Healthcare Market Share by Application in 2022 ........................ 143
16.4.7 United States AI in Healthcare Market Revenue (USD Million) Size by End-
User (2018-2030) ...................................................................................................... 144
16.4.8 United States AI in Healthcare Market Share by End-User in 2022............................ 144
16.5 Canada.....................................................................................................................145
16.5.1 Canada AI in Healthcare Market Revenue (USD Million) Size by Offering
(2018-2030) .............................................................................................................. 145
16.5.2 Canada AI in Healthcare Market Share % by Offering in 2022................................... 145
16.5.3 Canada AI in Healthcare Market Revenue (USD Million) Size by Algorithm
(2018-2030) .............................................................................................................. 146
16.5.4 Canada AI in Healthcare Market Share % by Algorithm in 2022 ................................ 146
16.5.5 Canada AI in Healthcare Market Revenue (USD Million) Size by Application
(2018-2030) .............................................................................................................. 147
16.5.6 Canada AI in Healthcare Market Share % by Application in 2022.............................. 147
16.5.7 Canada AI in Healthcare Market Revenue (USD Million) Size by End-User
(2018-2030) .............................................................................................................. 148
16.5.8 Canada AI in Healthcare Market Share % by End-User in 2022.................................. 148
16.6 Mexico.....................................................................................................................149
16.6.1 Mexico AI in Healthcare Market Revenue (USD Million) Size by Offering (2018-
2030) ........................................................................................................................ 149
16.6.2 Mexico AI in Healthcare Market Share by Offering in 2022....................................... 149
16.6.3 Mexico AI in Healthcare Market Revenue (USD Million) Size by Algorithm
(2018-2030) .............................................................................................................. 150
16.6.4 Mexico AI in Healthcare Market Share by Algorithm in 2022.................................... 150
16.6.5 Mexico AI in Healthcare Market Revenue (USD Million) Size by Application
(2018-2030) .............................................................................................................. 151

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16.6.6 Mexico AI in Healthcare Market Share by Application in 2022.................................. 151
16.6.7 Mexico AI in Healthcare Market Revenue (USD Million) Size by End-User
(2018-2030) .............................................................................................................. 152
16.6.8 Mexico AI in Healthcare Market Share by End-User in 2022 ..................................... 152
17.1 Europe AI in Healthcare Market by Country, (2018-2030) ..........................................153
17.2 Europe AI in Healthcare Market Size (2018-2030)......................................................153
17.3 Europe AI in Healthcare Market Y-o-Y Growth Projection by Country (2023-2030) .....154
17.3.1 Europe AI in Healthcare Market Revenue (USD Million) Size by Offering (2018-
2030) ........................................................................................................................ 155
17.3.2 Europe AI in Healthcare Market Size by Offering 2022 and 2030 .............................. 155
17.3.3 Europe AI in Healthcare Market Revenue (USD Million) Size by Algorithm
(2018-2030) .............................................................................................................. 156
17.3.4 Europe AI in Healthcare Market Size by Algorithm 2022 and 2030............................ 156
17.3.5 Europe AI in Healthcare Market Revenue (USD Million) Size by Application
(2018-2030) .............................................................................................................. 157
17.3.6 Europe AI in Healthcare Market Size by Application 2022 and 2030 ......................... 157
17.3.7 Europe AI in Healthcare Market Revenue (USD Million) Size by End-User
(2018-2030) .............................................................................................................. 158
17.3.8 Europe AI in Healthcare Market Size by End-User 2022 and 2030............................. 158
17.4 United Kingdom .......................................................................................................159
17.4.1 United Kingdom AI in Healthcare Market Revenue and Share by Offering
(2018-2030) .............................................................................................................. 159
17.4.2 United Kingdom AI in Healthcare Market Revenue and Share by Algorithm
(2018-2030) .............................................................................................................. 159
17.4.3 United Kingdom AI in Healthcare Market Revenue and Share by Application
(2018-2030) .............................................................................................................. 159
17.4.4 United Kingdom AI in Healthcare Market Revenue and Share by End-User
(2018-2030) .............................................................................................................. 159
17.5 France......................................................................................................................159
17.5.1 France AI in Healthcare Market Revenue and Share by Offering (2018-2030)........... 159
17.5.2 France AI in Healthcare Market Revenue and Share by Algorithm (2018-2030) ........ 159
17.5.3 France AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 159
17.5.4 France AI in Healthcare Market Revenue and Share by End-User (2018-2030).......... 159
17.6 Germany..................................................................................................................159
17.6.1 Germany AI in Healthcare Market Revenue and Share by Offering (2018-2030) ....... 159

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17.6.2 Germany AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 159
17.6.3 Germany AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 159
17.6.4 Germany AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 159
17.7 Italy .........................................................................................................................160
17.7.1 Italy AI in Healthcare Market Revenue and Share by Offering (2018-2030)............... 160
17.7.2 Italy AI in Healthcare Market Revenue and Share by Algorithm (2018-2030)............ 160
17.7.3 Italy AI in Healthcare Market Revenue and Share by Application (2018-2030).......... 160
17.7.4 Italy AI in Healthcare Market Revenue and Share by End-User (2018-2030) ............. 160
17.8 Russia ......................................................................................................................160
17.8.1 Russia AI in Healthcare Market Revenue and Share by Offering (2018-2030)............ 160
17.8.2 Russia AI in Healthcare Market Revenue and Share by Algorithm (2018-2030)......... 160
17.8.3 Russia AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 160
17.8.4 Russia AI in Healthcare Market Revenue and Share by End-User (2018-2030) .......... 160
17.9 Spain........................................................................................................................160
17.9.1 Spain AI in Healthcare Market Revenue and Share by Offering (2018-2030)............. 160
17.9.2 Spain AI in Healthcare Market Revenue and Share by Algorithm (2018-2030) .......... 160
17.9.3 Spain AI in Healthcare Market Revenue and Share by Application (2018-2030)........ 160
17.9.4 Spain AI in Healthcare Market Revenue and Share by End-User (2018-2030)............ 160
17.10 Sweden....................................................................................................................161
17.10.1 Sweden AI in Healthcare Market Revenue and Share by Offering (2018-2030)......... 161
17.10.2 Sweden AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 161
17.10.3 Sweden AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 161
17.10.4 Sweden AI in Healthcare Market Revenue and Share by End-User (2018-2030)........ 161
17.11 Denmark..................................................................................................................161
17.11.1 Denmark AI in Healthcare Market Revenue and Share by Offering (2018-2030) ....... 161
17.11.2 Denmark AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 161
17.11.3 Denmark AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 161
17.11.4 Denmark AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 161
17.12 Netherlands .............................................................................................................161

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17.12.1 Netherlands AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 161
17.12.2 Netherlands AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 161
17.12.3 Netherlands AI in Healthcare Market Revenue and Share by Application
(2018-2030) .............................................................................................................. 161
17.12.4 Netherlands AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 161
17.13 Switzerland..............................................................................................................162
17.13.1 Switzerland AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 162
17.13.2 Switzerland AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 162
17.13.3 Switzerland AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 162
17.13.4 Switzerland AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 162
17.14 Belgium....................................................................................................................162
17.14.1 Belgium AI in Healthcare Market Revenue and Share by Offering (2018-2030)......... 162
17.14.2 Belgium AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 162
17.14.3 Belgium AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 162
17.14.4 Belgium AI in Healthcare Market Revenue and Share by End-User (2018-2030) ....... 162
17.15 Rest of Europe..........................................................................................................163
17.15.1 Rest of Europe AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 163
17.15.2 Rest of Europe AI in Healthcare Market Revenue and Share by Algorithm
(2018-2030) .............................................................................................................. 163
17.15.3 Rest of Europe AI in Healthcare Market Revenue and Share by Application
(2018-2030) .............................................................................................................. 163
17.15.4 Rest of Europe AI in Healthcare Market Revenue and Share by End-User
(2018-2030) .............................................................................................................. 163
18.1 Asia Pacific AI in Healthcare Market by Country, (2018-2030) ....................................164
18.2 Asia Pacific AI in Healthcare Market Size (2018-2030)................................................164
18.3 Asia Pacific AI in Healthcare Market Y-o-Y Growth Projection by Country (2023-
2030) .......................................................................................................................165

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18.3.1 Asia Pacific AI in Healthcare Market Revenue (USD Million) Size by Offering
(2018-2030) .............................................................................................................. 166
18.3.2 Asia Pacific AI in Healthcare Market Size by Offering 2022 and 2030 ........................ 166
18.3.3 Asia Pacific AI in Healthcare Market Revenue (USD Million) Size by Algorithm
(2018-2030) .............................................................................................................. 167
18.3.4 Asia Pacific AI in Healthcare Market Size by Algorithm 2022 and 2030 ..................... 167
18.3.5 Asia Pacific AI in Healthcare Market Revenue (USD Million) Size by
Application (2018-2030)............................................................................................ 168
18.3.6 Asia Pacific AI in Healthcare Market Size by Application 2022 and 2030 ................... 168
18.3.7 Asia Pacific AI in Healthcare Market Revenue (USD Million) Size by End-User
(2018-2030) .............................................................................................................. 169
18.3.8 Asia Pacific AI in Healthcare Market Size by End-User 2022 and 2030....................... 169
18.4 China .......................................................................................................................170
18.4.1 China AI in Healthcare Market Revenue and Share by Offering (2018-2030)............. 170
18.4.2 China AI in Healthcare Market Revenue and Share by Algorithm (2018-2030).......... 170
18.4.3 China AI in Healthcare Market Revenue and Share by Application (2018-2030)........ 170
18.4.4 China AI in Healthcare Market Revenue and Share by End-User (2018-2030) ........... 170
18.5 Japan .......................................................................................................................170
18.5.1 Japan AI in Healthcare Market Revenue and Share by Offering (2018-2030) ............ 170
18.5.2 Japan AI in Healthcare Market Revenue and Share by Algorithm (2018-2030).......... 170
18.5.3 Japan AI in Healthcare Market Revenue and Share by Application (2018-2030) ....... 170
18.5.4 Japan AI in Healthcare Market Revenue and Share by End-User (2018-2030) ........... 170
18.6 Korea.......................................................................................................................170
18.6.1 Korea AI in Healthcare Market Revenue and Share by Offering (2018-2030) ............ 170
18.6.2 Korea AI in Healthcare Market Revenue and Share by Algorithm (2018-2030).......... 170
18.6.3 Korea AI in Healthcare Market Revenue and Share by Application (2018-2030) ....... 170
18.6.4 Korea AI in Healthcare Market Revenue and Share by End-User (2018-2030)........... 170
18.7 India ........................................................................................................................171
18.7.1 India AI in Healthcare Market Revenue and Share by Offering (2018-2030).............. 171
18.7.2 India AI in Healthcare Market Revenue and Share by Algorithm (2018-2030)........... 171
18.7.3 India AI in Healthcare Market Revenue and Share by Application (2018-2030)......... 171
18.7.4 India AI in Healthcare Market Revenue and Share by End-User (2018-2030) ............ 171
18.8 Australia ..................................................................................................................171
18.8.1 Australia AI in Healthcare Market Revenue and Share by Offering (2018-2030) ....... 171
18.8.2 Australia AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 171

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18.8.3 Australia AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 171
18.8.4 Australia AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 171
18.9 Philippines ...............................................................................................................171
18.9.1 Philippines AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 171
18.9.2 Philippines AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 171
18.9.3 Philippines AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 171
18.9.4 Philippines AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 171
18.10 Singapore.................................................................................................................172
18.10.1 Singapore AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 172
18.10.2 Singapore AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 172
18.10.3 Singapore AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 172
18.10.4 Singapore AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 172
18.11 Malaysia ..................................................................................................................172
18.11.1 Malaysia AI in Healthcare Market Revenue and Share by Offering (2018-2030) ....... 172
18.11.2 Malaysia AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 172
18.11.3 Malaysia AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 172
18.11.4 Malaysia AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 172
18.12 Thailand...................................................................................................................173
18.12.1 Thailand AI in Healthcare Market Revenue and Share by Offering (2018-2030)........ 173
18.12.2 Thailand AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 173
18.12.3 Thailand AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 173
18.12.4 Thailand AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 173
18.13 Indonesia.................................................................................................................173

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18.13.1 Indonesia AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 173
18.13.2 Indonesia AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 173
18.13.3 Indonesia AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 173
18.13.4 Indonesia AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 173
18.14 Rest of APAC ............................................................................................................174
18.14.1 Rest of APAC AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 174
18.14.2 Rest of APAC AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 174
18.14.3 Rest of APAC AI in Healthcare Market Revenue and Share by Application
(2018-2030) .............................................................................................................. 174
18.14.4 Rest of APAC AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 174
19.1 South America AI in Healthcare Market by Country, (2018-2030)...............................175
19.2 South America AI in Healthcare Market Size (2018-2030)...........................................175
19.3 South America AI in Healthcare Market Y-o-Y Growth Projection by Country
(2023-2030)..............................................................................................................176
19.3.1 South America AI in Healthcare Market Revenue (USD Million) Size by
Offering (2018-2030)................................................................................................. 177
19.3.2 South America AI in Healthcare Market Size by Offering 2022 and 2030 .................. 177
19.3.3 South America AI in Healthcare Market Revenue (USD Million) Size by
Algorithm (2018-2030).............................................................................................. 178
19.3.4 South America AI in Healthcare Market Size by Algorithm 2022 and 2030................ 178
19.3.5 South America AI in Healthcare Market Revenue (USD Million) Size by
Application (2018-2030)............................................................................................ 179
19.3.6 South America AI in Healthcare Market Size by Application 2022 and 2030 ............. 179
19.3.7 South America AI in Healthcare Market Revenue (USD Million) Size by End-
User (2018-2030) ...................................................................................................... 180
19.3.8 South America AI in Healthcare Market Size by End-User 2022 and 2030 ................. 180
19.4 Brazil .......................................................................................................................181
19.4.1 Brazil AI in Healthcare Market Revenue and Share by Offering (2018-2030)............. 181
19.4.2 Brazil AI in Healthcare Market Revenue and Share by Algorithm (2018-2030).......... 181

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19.4.3 Brazil AI in Healthcare Market Revenue and Share by Application (2018-2030)........ 181
19.4.4 Brazil AI in Healthcare Market Revenue and Share by End-User (2018-2030) ........... 181
19.5 Argentina.................................................................................................................181
19.5.1 Argentina AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 181
19.5.2 Argentina AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 181
19.5.3 Argentina AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 181
19.5.4 Argentina AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 181
19.6 Colombia .................................................................................................................182
19.6.1 Colombia AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 182
19.6.2 Colombia AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 182
19.6.3 Colombia AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 182
19.6.4 Colombia AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 182
19.7 Peru.........................................................................................................................182
19.7.1 Peru AI in Healthcare Market Revenue and Share by Offering (2018-2030) .............. 182
19.7.2 Peru AI in Healthcare Market Revenue and Share by Algorithm (2018-2030) ........... 182
19.7.3 Peru AI in Healthcare Market Revenue and Share by Application (2018-2030) ......... 182
19.7.4 Peru AI in Healthcare Market Revenue and Share by End-User (2018-2030)............. 182
19.8 Chile ........................................................................................................................182
19.8.1 Chile AI in Healthcare Market Revenue and Share by Offering (2018-2030).............. 182
19.8.2 Chile AI in Healthcare Market Revenue and Share by Algorithm (2018-2030)........... 182
19.8.3 Chile AI in Healthcare Market Revenue and Share by Application (2018-2030)......... 182
19.8.4 Chile AI in Healthcare Market Revenue and Share by End-User (2018-2030) ............ 182
19.9 Rest of South America ..............................................................................................183
19.9.1 Rest of South America AI in Healthcare Market Revenue and Share by
Offering (2018-2030)................................................................................................. 183
19.9.2 Rest of South America AI in Healthcare Market Revenue and Share by
Algorithm (2018-2030).............................................................................................. 183
19.9.3 Rest of South America AI in Healthcare Market Revenue and Share by
Application (2018-2030)............................................................................................ 183
19.9.4 Rest of South America AI in Healthcare Market Revenue and Share by End-
User (2018-2030) ...................................................................................................... 183

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20.1 Middle East and Africa AI in Healthcare Market by Country, (2018-2030)...................184
20.2 Middle East and Africa AI in Healthcare Market Size (2018-2030)...............................184
20.3 Middle East and Africa AI in Healthcare Market Y-o-Y Growth Projection by
Country (2023-2030).................................................................................................185
20.3.1 Middle East and Africa AI in Healthcare Market Revenue (USD Million) Size by
Offering (2018-2030)................................................................................................. 186
20.3.2 Middle East and Africa AI in Healthcare Market Size by Offering 2022 and
2030.......................................................................................................................... 186
20.3.3 Middle East and Africa AI in Healthcare Market Revenue (USD Million) Size by
Algorithm (2018-2030).............................................................................................. 187
20.3.4 Middle East and Africa AI in Healthcare Market Size by Algorithm 2022 and
2030.......................................................................................................................... 187
20.3.5 Middle East and Africa AI in Healthcare Market Revenue (USD Million) Size by
Application (2018-2030)............................................................................................ 188
20.3.6 Middle East and Africa AI in Healthcare Market Size by Application 2022 and
2030.......................................................................................................................... 188
20.3.7 Middle East and Africa AI in Healthcare Market Revenue (USD Million) Size by
End-User (2018-2030) ............................................................................................... 189
20.3.8 Middle East and Africa AI in Healthcare Market Size by End-User 2022 and
2030.......................................................................................................................... 189
20.4 Saudi Arabia.............................................................................................................190
20.4.1 Saudi Arabia AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 190
20.4.2 Saudi Arabia AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 190
20.4.3 Saudi Arabia AI in Healthcare Market Revenue and Share by Application
(2018-2030) .............................................................................................................. 190
20.4.4 Saudi Arabia AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 190
20.5 Turkey .....................................................................................................................190
20.5.1 Turkey AI in Healthcare Market Revenue and Share by Offering (2018-2030)........... 190
20.5.2 Turkey AI in Healthcare Market Revenue and Share by Algorithm (2018-2030)........ 190
20.5.3 Turkey AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 190
20.5.4 Turkey AI in Healthcare Market Revenue and Share by End-User (2018-2030) ......... 190
20.6 Nigeria.....................................................................................................................191
20.6.1 Nigeria AI in Healthcare Market Revenue and Share by Offering (2018-2030) ......... 191

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20.6.2 Nigeria AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 191
20.6.3 Nigeria AI in Healthcare Market Revenue and Share by Application (2018-
2030) ........................................................................................................................ 191
20.6.4 Nigeria AI in Healthcare Market Revenue and Share by End-User (2018-2030)........ 191
20.7 UAE..........................................................................................................................191
20.7.1 UAE AI in Healthcare Market Revenue and Share by Offering (2018-2030)............... 191
20.7.2 UAE AI in Healthcare Market Revenue and Share by Algorithm (2018-2030) ............ 191
20.7.3 UAE AI in Healthcare Market Revenue and Share by Application (2018-2030).......... 191
20.7.4 UAE AI in Healthcare Market Revenue and Share by End-User (2018-2030).............. 191
20.8 Egypt .......................................................................................................................191
20.8.1 Egypt AI in Healthcare Market Revenue and Share by Offering (2018-2030)............. 191
20.8.2 Egypt AI in Healthcare Market Revenue and Share by Algorithm (2018-2030).......... 191
20.8.3 Egypt AI in Healthcare Market Revenue and Share by Application (2018-2030)........ 191
20.8.4 Egypt AI in Healthcare Market Revenue and Share by End-User (2018-2030) ........... 191
20.9 South Africa .............................................................................................................192
20.9.1 South Africa AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 192
20.9.2 South Africa AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 192
20.9.3 South Africa AI in Healthcare Market Revenue and Share by Application
(2018-2030) .............................................................................................................. 192
20.9.4 South Africa AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 192
20.10 GCC Countries ..........................................................................................................192
20.10.1 GCC Countries AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 192
20.10.2 GCC Countries AI in Healthcare Market Revenue and Share by Algorithm
(2018-2030) .............................................................................................................. 192
20.10.3 GCC Countries AI in Healthcare Market Revenue and Share by Application
(2018-2030) .............................................................................................................. 192
20.10.4 GCC Countries AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 192
20.11 Rest of MEA .............................................................................................................193
20.11.1 Rest of MEA AI in Healthcare Market Revenue and Share by Offering (2018-
2030) ........................................................................................................................ 193
20.11.2 Rest of MEA AI in Healthcare Market Revenue and Share by Algorithm (2018-
2030) ........................................................................................................................ 193

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20.11.3 Rest of MEA AI in Healthcare Market Revenue and Share by Application
(2018-2030) .............................................................................................................. 193
20.11.4 Rest of MEA AI in Healthcare Market Revenue and Share by End-User (2018-
2030) ........................................................................................................................ 193
21.1 Key Takeaways.........................................................................................................194
21.2 Analyst Point of View ...............................................................................................194

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FIG. 1 Primary Research Method 29
FIG. 2 Market Research Process 30
FIG. 3 Source of Secondary Research 31
FIG. 4 Top-Down Method 32
FIG. 5 Bottom-Up Method 32
FIG. 6 Data Triangulation 33
FIG. 7 Global AI in Healthcare Market, 2018 – 2030, (USD Million) 40
FIG. 8 Global AI in Healthcare Value, Absolute & Opportunity Analysis 40
FIG. 9 Global AI in Healthcare Market, Y-o-Y Growth Projection (2023-2030) 41
FIG. 10 Global AI in Healthcare Revenue Market Share (%) by Regions in 2018, 2022, 2030 45
FIG. 11 North America AI in Healthcare Revenue (USD Million) and Growth Rate (2018-2030) 46
FIG. 12 North America AI in Healthcare Value, Absolute & Opportunity Analysis 46
FIG. 13 Europe AI in Healthcare Revenue (USD Million) and Growth Rate (2018-2030) 47
FIG. 14 Europe AI in Healthcare Value, Absolute & Opportunity Analysis 47
FIG. 15 Asia Pacific AI in Healthcare Revenue (USD Million) and Growth Rate (2018-2030) 48
FIG. 16 Asia Pacific AI in Healthcare Value, Absolute & Opportunity Analysis 48
FIG. 17 Latin America AI in Healthcare Revenue (USD Million) and Growth Rate (2018-2030) 49
FIG. 18 Latin America AI in Healthcare Value, Absolute & Opportunity Analysis 49
FIG. 19 Middle East and Africa AI in Healthcare Revenue (USD Million) and Growth Rate (2018-2030) 50
FIG. 20 Middle East and Africa AI in Healthcare Value, Absolute & Opportunity Analysis 50
FIG. 21 Global AI in Healthcare Revenue (USD Million) Status and Outlook (2018-2030) 51
FIG. 22 Global AI in Healthcare Revenue Share by Manufacturers 53
FIG. 23 Top Winning Strategies, by Manufacturers (2018-2022) 56
FIG. 24 Overall Company’s Disclosure Score 57
FIG. 25 Global AI in Healthcare Market – PESTEL Analysis 67
FIG. 26 Porter’s Five Forces Analysis 69
FIG. 27 Power of Suppliers 70
FIG. 28 Threat of Substitutes 71
FIG. 29 Potential of New Entrants into an Industry 72
FIG. 30 Power of Customers 73
FIG. 31 Competition in the Industry 74
FIG. 32 Product Life Cycle 75
FIG. 33 Market Attractiveness Analysis by Type Segment 76
FIG. 34 Market Attractiveness Analysis by Application Segment 77
FIG. 35 2022 Revenue Market Share (%) of AI in Healthcare by Offering 79
FIG. 36 Global Hardware Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 80
FIG. 37 Global Hardware Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 80
FIG. 38 AI in Healthcare Market for Hardware, by Country (2021 Vs 2024) 81
FIG. 39 Global Software Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 82
FIG. 40 Global Software Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 82
FIG. 41 AI in Healthcare Market for Software, by Country (2021 Vs 2024) 83
FIG. 42 Global Services Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 84
FIG. 43 Global Services Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 84
FIG. 44 AI in Healthcare Market for Services, by Country (2021 Vs 2024) 85
FIG. 45 2022 Revenue Market Share (%) of AI in Healthcare by Algorithm 86

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FIG. 46 Global Deep Learning Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 87
FIG. 47 Global Deep Learning Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 87
FIG. 48 AI in Healthcare Market for Deep Learning, by Country (2021 Vs 2024) 88
FIG. 49 Global Querying Method Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 89
FIG. 50 Global Querying Method Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 89
FIG. 51 AI in Healthcare Market for Querying Method, by Country (2021 Vs 2024) 90
FIG. 52 Global Natural Language Processing Market Revenue (USD Million) and Growth Rate (%), (2018 –
2030) 91
FIG. 53 Global Natural Language Processing Market Revenue (USD Million) and Growth Rate (%), (2018 –
2030) 91
FIG. 54 AI in Healthcare Market for Natural Language Processing, by Country (2021 Vs 2024) 92
FIG. 55 Global Context-Aware Processing Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 93
FIG. 56 Global Context-Aware Processing Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 93
FIG. 57 AI in Healthcare Market for Context-Aware Processing, by Country (2021 Vs 2024) 94
FIG. 58 2022 Revenue Market Share (%) of AI in Healthcare by Application 96
FIG. 59 Global Robot-assisted Surgery Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 97
FIG. 60 Global Robot-assisted Surgery Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 97
FIG. 61 AI in Healthcare Market for Robot-assisted Surgery, by Country (2021 Vs 2024) 98
FIG. 62 Global Virtual Nursing Assistant Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 99
FIG. 63 Global Virtual Nursing Assistant Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 99
FIG. 64 AI in Healthcare Market for Virtual Nursing Assistant, by Country (2021 Vs 2024) 100
FIG. 65 Global Administrative Workflow Assistance Market Revenue (USD Million) and Growth Rate (%), (2018
– 2030) 101
FIG. 66 Global Administrative Workflow Assistance Market Revenue (USD Million) and Growth Rate (%), (2018
– 2030) 101
FIG. 67 AI in Healthcare Market for Administrative Workflow Assistance, by Country (2021 Vs 2024) 102
FIG. 68 Global Fraud Detection Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 103
FIG. 69 Global Fraud Detection Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 103
FIG. 70 AI in Healthcare Market for Fraud Detection, by Country (2021 Vs 2024) 104
FIG. 71 Global Dosage Error Reduction Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 105
FIG. 72 Global Dosage Error Reduction Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 105
FIG. 73 AI in Healthcare Market for Dosage Error Reduction, by Country (2021 Vs 2024) 106
FIG. 74 Global Clinical Trial Participant Identifier Market Revenue (USD Million) and Growth Rate (%), (2018 –
2030) 107
FIG. 75 Global Clinical Trial Participant Identifier Market Revenue (USD Million) and Growth Rate (%), (2018 –
2030) 107
FIG. 76 AI in Healthcare Market for Clinical Trial Participant Identifier, by Country (2021 Vs 2024) 108
FIG. 77 Global Preliminary Diagnosis Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 109
FIG. 78 Global Preliminary Diagnosis Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 109
FIG. 79 AI in Healthcare Market for Preliminary Diagnosis, by Country (2021 Vs 2024) 110
FIG. 80 Global Others Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 111
FIG. 81 Global Others Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 111
FIG. 82 AI in Healthcare Market for Others, by Country (2021 Vs 2024) 112
FIG. 83 2022 Revenue Market Share (%) of AI in Healthcare by End-User 113
FIG. 84 Global Healthcare Providers Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 114
FIG. 85 Global Healthcare Providers Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 114
FIG. 86 AI in Healthcare Market for Healthcare Providers, by Country (2021 Vs 2024) 115
FIG. 87 Global Pharmaceutical & Biotechnology Company Market Revenue (USD Million) and Growth Rate (%),
(2018 – 2030) 116

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FIG. 88 Global Pharmaceutical & Biotechnology Company Market Revenue (USD Million) and Growth Rate (%),
(2018 – 2030) 116
FIG. 89 AI in Healthcare Market for Pharmaceutical & Biotechnology Company, by Country (2021 Vs 2024) 117
FIG. 90 Global Patients Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 118
FIG. 91 Global Patients Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 118
FIG. 92 AI in Healthcare Market for Patients, by Country (2021 Vs 2024) 119
FIG. 93 Global Payers Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 120
FIG. 94 Global Payers Market Revenue (USD Million) and Growth Rate (%), (2018 – 2030) 120
FIG. 95 AI in Healthcare Market for Payers, by Country (2021 Vs 2024) 121
FIG. 96 IBM Corporation Revenue Market Share (%) (2018-2022) 127
FIG. 97 IBM Corporation R&D Investment (USD Million) (2020-2021) 128
FIG. 98 IBM Corporation Net Sales, By Region (2019-2020) 128
FIG. 99 IBM Corporation Net Sales, By Segments (2020-2021) (USD Million) 129
FIG. 100 2018, 2022 and 2030 Revenue Market Share (%) of AI in Healthcare by Region 134
FIG. 101 North America AI in Healthcare Market Share (%) by Country (2018-2030) 135
FIG. 102 North America AI in Healthcare Market Y-o-Y Growth Projection 136
FIG. 103 North America AI in Healthcare Market Size by Offering 2022 and 2030 137
FIG. 104 North America AI in Healthcare Market Size by Algorithm 2022 and 2030 138
FIG. 105 North America AI in Healthcare Market Size by Application 2022 and 2030 139
FIG. 106 North America AI in Healthcare Market Size by End-User 2022 and 2030 140
FIG. 107 United States AI in Healthcare Market Share % by Offering in 2022 141
FIG. 108 United States AI in Healthcare Market Share % by Algorithm in 2022 142
FIG. 109 United States AI in Healthcare Market Share % by Application in 2022 143
FIG. 110 United States AI in Healthcare Market Share % by End-User in 2022 144
FIG. 111 Canada AI in Healthcare Market Share % by Offering in 2022 145
FIG. 112 Canada AI in Healthcare Market Share % by Algorithm in 2022 146
FIG. 113 Canada AI in Healthcare Market Share % by Application in 2022 147
FIG. 114 Canada AI in Healthcare Market Share % by End-User in 2022 148
FIG. 115 Mexico AI in Healthcare Market Share % by Offering in 2022 149
FIG. 116 Mexico AI in Healthcare Market Share % by Algorithm in 2022 150
FIG. 117 Mexico AI in Healthcare Market Share % by Application in 2022 151
FIG. 118 Mexico AI in Healthcare Market Share % by End-User in 2022 152
FIG. 119 Europe AI in Healthcare Market Share (%) by Country (2018-2030) 153
FIG. 120 Europe AI in Healthcare Market Y-o-Y Growth Projection 154
FIG. 121 Europe AI in Healthcare Market Size by Offering 2022 and 2030 155
FIG. 122 Europe AI in Healthcare Market Size by Algorithm 2022 and 2030 156
FIG. 123 Europe AI in Healthcare Market Size by Application 2022 and 2030 157
FIG. 124 Europe AI in Healthcare Market Size by End-User 2022 and 2030 158
FIG. 125 Asia Pacific AI in Healthcare Market Share (%) by Country (2018-2030) 164
FIG. 126 Asia Pacific AI in Healthcare Market Y-o-Y Growth Projection 165
FIG. 127 Asia Pacific AI in Healthcare Market Size by Offering 2022 and 2030 166
FIG. 128 Asia Pacific AI in Healthcare Market Size by Algorithm 2022 and 2030 167
FIG. 129 Asia Pacific AI in Healthcare Market Size by Application 2022 and 2030 168
FIG. 130 Asia Pacific AI in Healthcare Market Size by End-User 2022 and 2030 169
FIG. 131 South America AI in Healthcare Market Share (%) by Country (2018-2030) 175
FIG. 132 South America AI in Healthcare Market Y-o-Y Growth Projection 176
FIG. 133 South America AI in Healthcare Market Size by Offering 2022 and 2030 177
FIG. 134 South America AI in Healthcare Market Size by Algorithm 2022 and 2030 178

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FIG. 135 South America AI in Healthcare Market Size by Application 2022 and 2030 179
FIG. 136 South America AI in Healthcare Market Size by End-User 2022 and 2030 180
FIG. 137 Middle East and Africa AI in Healthcare Market Share (%) by Country (2018-2030) 184
FIG. 138 Middle East and Africa AI in Healthcare Market Y-o-Y Growth Projection 185
FIG. 139 Middle East and Africa AI in Healthcare Market Size by Offering 2022 and 2030 186
FIG. 140 Middle East and Africa AI in Healthcare Market Size by Algorithm 2022 and 2030 187
FIG. 141 Middle East and Africa AI in Healthcare Market Size by Application 2022 and 2030 188
FIG. 142 Middle East and Africa AI in Healthcare Market Size by End-User 2022 and 2030 189

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TABLE 1 Market Snapshot 42
TABLE 2 AI in Healthcare Market Revenue (USD Million) Comparison by Regions (2018-2030) 45
TABLE 3 Global AI in Healthcare Revenue (USD Million) by Manufacturers (2018-2022) 52
TABLE 4 Global AI in Healthcare Revenue Share by Manufacturers (2018-2022) 53
TABLE 5 Global AI in Healthcare Market: Market Evaluation Framework 54
TABLE 6 Restraints For AI in Healthcare Market: Impact Analysis 64
TABLE 7 Global AI in Healthcare Revenue (USD Million) by Offering (2018-2030) 79
TABLE 8 Global AI in Healthcare Revenue Share (%) by Offering (2018-2030) 79
TABLE 9 Global AI in Healthcare Revenue (USD Million) by Algorithm (2018-2030) 86
TABLE 10 Global AI in Healthcare Revenue Share (%) by Algorithm (2018-2030) 86
TABLE 11 Global AI in Healthcare Revenue (USD Million) by Application (2018-2030) 95
TABLE 12 Global AI in Healthcare Revenue Share (%) by Application (2018-2030) 95
TABLE 13 Global AI in Healthcare Revenue (USD Million) by End-User (2018-2030) 113
TABLE 14 Global AI in Healthcare Revenue Share (%) by End-User (2018-2030) 113
TABLE 15 IBM Corporation Basic Information, Manufacturing Base, Sales Area and Its Competitors 123
TABLE 16 IBM Corporation Revenue (USD Million), Gross Margin (%) and Market Share (%) (2018-2022) 127
TABLE 17 Global AI in Healthcare Revenue (USD Billion) by Region (2018- 2030) 134
TABLE 18 North America AI in Healthcare Market by Country Revenue, 2018-2030 135
TABLE 19 North America AI in Healthcare Market (USD Million) Size by Offering (2018-2030) 137
TABLE 20 North America AI in Healthcare Market (USD Million) Size by Algorithm (2018-2030) 138
TABLE 21 North America AI in Healthcare Market (USD Million) Size by Application (2018-2030) 139
TABLE 22 North America AI in Healthcare Market (USD Million) Size by End-User (2018-2030) 140
TABLE 23 United States AI in Healthcare Market (USD Million) Size by Offering (2018-2030) 141
TABLE 24 United States AI in Healthcare Market (USD Million) Size by Algorithm (2018-2030) 142
TABLE 25 United States AI in Healthcare Market (USD Million) Size by Application (2018-2030) 143
TABLE 26 United States AI in Healthcare Market (USD Million) Size by End-User (2018-2030) 144
TABLE 27 Canada AI in Healthcare Market (USD Million) Size by Offering (2018-2030) 145
TABLE 28 Canada AI in Healthcare Market (USD Million) Size by Algorithm (2018-2030) 146
TABLE 29 Canada AI in Healthcare Market (USD Million) Size by Application (2018-2030) 147
TABLE 30 Canada AI in Healthcare Market (USD Million) Size by End-User (2018-2030) 148
TABLE 31 Mexico AI in Healthcare Market (USD Million) Size by Offering (2018-2030) 149
TABLE 32 Mexico AI in Healthcare Market (USD Million) Size by Algorithm (2018-2030) 150
TABLE 33 Mexico AI in Healthcare Market (USD Million) Size by Application (2018-2030) 151
TABLE 34 Mexico AI in Healthcare Market (USD Million) Size by End-User (2018-2030) 152
TABLE 35 Europe AI in Healthcare Market by Country Revenue, 2018-2030 153
TABLE 36 Europe AI in Healthcare Market (USD Million) Size by Offering (2018-2030) 155
TABLE 37 Europe AI in Healthcare Market (USD Million) Size by Algorithm (2018-2030) 156
TABLE 38 Europe AI in Healthcare Market (USD Million) Size by Application (2018-2030) 157
TABLE 39 Europe AI in Healthcare Market (USD Million) Size by End-User (2018-2030) 158
TABLE 40 Asia Pacific AI in Healthcare Market by Country Revenue, 2018-2030 164
TABLE 41 Asia Pacific AI in Healthcare Market (USD Million) Size by Offering (2018-2030) 166
TABLE 42 Asia Pacific AI in Healthcare Market (USD Million) Size by Algorithm (2018-2030) 167
TABLE 43 Asia Pacific AI in Healthcare Market (USD Million) Size by Application (2018-2030) 168

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TABLE 44 Asia Pacific AI in Healthcare Market (USD Million) Size by End-User (2018-2030) 169
TABLE 45 South America AI in Healthcare Market by Country Revenue, 2018-2030 175
TABLE 46 South America AI in Healthcare Market (USD Million) Size by Offering (2018-2030) 177
TABLE 47 South America AI in Healthcare Market (USD Million) Size by Algorithm (2018-2030) 178
TABLE 48 South America AI in Healthcare Market (USD Million) Size by Application (2018-2030) 179
TABLE 49 South America AI in Healthcare Market (USD Million) Size by End-User (2018-2030) 180
TABLE 50 Middle East and Africa AI in Healthcare Market by Country Revenue, 2018-2030 184
TABLE 51 Middle East and Africa AI in Healthcare Market (USD Million) Size by Offering (2018-2030) 186
TABLE 52 Middle East and Africa AI in Healthcare Market (USD Million) Size by Algorithm (2018-2030) 187
TABLE 53 Middle East and Africa AI in Healthcare Market (USD Million) Size by Application (2018-2030) 188
TABLE 54 Middle East and Africa AI in Healthcare Market (USD Million) Size by End-User (2018-2030) 189

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1.1 Research Methodology
Our research involves the extensive use of both primary and secondary data sources for market surveys, estimates, and analyzing
forecasts. The report is based on an in-depth qualitative and quantitative analysis of the AI in Healthcare Market. We at CMR
tend to draw on various study methods, including investigations, surveys, secondary data, and market observation. Our approach
helps build a better market consensus view for size, shape, and industry trends within each segment. We carefully factor in
industry trends and actual developments for identifying key growth factors and the future course of the market. The gathered
data has been interpreted and analyzed to provide a conclusion.
The complete process involves the study of various factors, such as market scenarios, government policies, competitive
environment, historical data, current trends, technological advancements, and progress in related industries, along with threats
and challenges.

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1.1.1 Primary Research
The primary research involves sources from the entire value chain, i.e., from supply to demand side players. The efforts include
contacting participants through emails, telephonic conversations, referrals, professional networks, and formal interactions. These
players were interviewed to obtain qualitative and quantitative information regarding the AI in Healthcare Market. Primarily, the
interviews were conducted to design the scope of the report to identify segment analysis.
Our primary research interviews and discussion panel comprises vital opinion leaders, industry experts, manufacturers, and
organizations. We have pooled these experts to gather first-hand insights into the market studied. Moreover, market surveys
were performed to get insights into market trends and competitive analysis. Primary research was conducted to validate data
that had been gained by doing secondary research and to fill the data gaps after the secondary research process.
Thus, the primary research study helps us to identify segmentation types, product price range, product applications, major players
involved, raw material suppliers, downstream demand, industry status, and outlook. We analyze respective risks, influence
factors, opportunities, market barriers, industry trends, and key player strategies associated with AI in Healthcare Market by
performing primaries with an exhaustive list of participants.
FIG. 1 Primary Research Method
Extensive Primary Research Helps Us to:
• Validate data findings and strengthens research proceeds
• Develop an in-depth market understanding
• Supply authentic information about market size, share breakdown, growth, and forecast

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1.1.2 Modes of Primary Research:
We have conducted primary research involving direct interaction with the source, usually a customer or prospective customer.
Methods used while doing primary research includes Interviews, Surveys, Focus Group, etc.
FIG. 2 Market Research Process
1.2 Secondary Research Methodology:
In secondary research, we collect data on the global AI in Healthcare market through White Papers, Case Studies, Blogs, Reference
Clients, News, Articles, Press Releases, Research Reports, Annual Reports, Company Investor Presentations, Scientific Journals,
National Customs, Industry Associations, and the company's filings with the SEC. Sources and approaches differ from market to
market and product to product. We also have paid data sources like Hoovers, Bloomberg BusinessWeek, Factiva (Dow Jones),
Statista, Reuters, One Source, and more. After conducting secondary research, we conduct primary research by interacting with
industry experts such as VPs, product managers, and various industry consultants. The number of interviews conducted depends
on market size and the availability of market recovery data.
Based on the understanding of requirements, we conducted secondary research to identify the segment specifications and
qualitative and quantitative data along with the factors responsible for the growth of the global AI in Healthcare market.
Moreover, quantitative and qualitative data were also extracted from paid databases, which proved to be useful for in-depth
technical study of the market. Secondary research is used to identify and collect information useful for the extensive, technical,
market-oriented, and table tops survey of the market. It was used to obtain important information about the top companies,
market classification, and segmentation according to industry trends to the bottom-most levels, and key developments related
to market and technology perspectives. Secondary research has mainly been applied to obtain critical information about the
industry’s supply chain, the market downstream buyers, technical dynamics development trends. Furthermore, it also helps to
gain insight on the key vendors of this market, and market classification & segmentation according to the industry trends, regional
markets, and key developments from a market and business-oriented perspective.

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FIG. 3 Source of Secondary Research
1.3 Market Estimation
Top-down and bottom-up approaches have been implemented to validate the AI in Healthcare market size estimation. The
market estimations in this report are based on the marketed sale price of products. The percentage breakdown of regions and
segments are derived based on the data gathered from primary and secondary sources, based upon the weightage assigned to
the individual segment.
The competitive scenario has been understood by identifying major players involved in the market. The company's revenue for
the AI in Healthcare market has been estimated through secondary and validated through primary research. We have done the
company's secondary research through annual reports, news articles, and other trusted sources. Primary research included
interviews of key opinion leaders and industry experts such as experienced front-line staff, directors, CEOs, and marketing
executives.
This research studies includes all the associated factors impacting market growth. This data is combined and added with detailed
inputs and analysis, which is presented in this report.

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1.3.1 Top-Down Method
FIG. 4 Top-Down Method
1.3.2 Bottom-Up Method
FIG. 5 Bottom-Up Method

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1.3.3 Data Triangulation
After completing market engineering with calculations for market statistics, market size estimations, market forecasting, market
breakdown, and other data gathering, extensive primary research was conducted to gather information and verify and validate
the critical numbers arrived at. The data was triangulated by studying various factors and trends from both, the demand and
supply sides. Along with this, the market size was validated using the top-down and bottom-up approach.
FIG. 6 Data Triangulation

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1.4 Questionnaire
At Cognitive Market Research, we have designed questionnaire focused on AI in Healthcare Market for the statistical study. This
questionnaire is the key part of our research methodology which is shared with number of AI in Healthcare industry experts of
entire value chain, located across the globe. This study help us to gather accurate quantitative and qualitative data for the final
report.

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2.1 Global AI in Healthcare Industry Introduction

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2.2 Objectives of the Study
• Our objective for the AI in Healthcare market is to help in making imperative business decisions, securing investments,
determining new business opportunities in the market. Further, the report helps to analyze overall marketing needs of
customers, and avoiding business failures
• To know the potential market size and growth rate before launching a new product line. The report in a way help in
designing R&D budget wisely by estimating maximum total profit
• To identify the AI in Healthcare market dynamics, industrial insights, and economic progression for critical information
about the market conditions and specific business landscape
• To assess the overall competitive landscape of a particular business sector and to provide complete analysis in regards
with various external factors impacting the market growth
• To create a strong foundation for building a strategy and foster insight into market conditions so that market players
can make better business decisions. Besides, our aim is to provide complete portfolio of the major players involved the
market
• To define the scope which will further help in creating new products that will surpass the gap between current offerings
and customers’ needs
• To help in revealing significant clues concerning buying habits, regional culture, lifestyle, and population density that
plays an integral role in shaping market behavior
• To strategically analyze micro markets with respect to individual growth trends, prospects, and contributions to the
total market.
2.3 USP of the Report
Cognitive market research is a market research, analysis and solutions focused company that provides clients with strategic and
tactical support to draw informed business conclusions. We are a dedicated and enthusiastic group of people who firmly believe
in doing our best in what we do, and we never back down from any challenge.
Cognitive Market Research provides coverage, analysis, information, statistics and reports on global and regional markets,
industries, sectors and domains including pharmaceuticals, chemicals and materials, technology and media, food and beverages,
packaging and consumer and other industries. We provide a 360-degree view of the market and provide accurate forecasts, and
also cover the competitive landscape, providing detailed market segmentation, key trends and strategic recommendations to
keep our clients ahead of the competition.
We broadly categorize our products into custom market research and syndicated market research reports. A syndicated research
report covers data, information and analysis on a subject or subject that may benefit one or more businesses or individuals. Topics
or headlines may vary by macro industry or micro market level. We offer unique report titles which cover the entire landscape of
the specific industry from a host of industry verticals.

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2.4 Who is this report for?
The research study and report are been made exclusively for an institution or person who is strategizing to build a business or
strategically wants to expand certain portfolio. This report will help in analyzing complete market scenario across the globe who
wish to expand its current business or is willing to invest in some profitable sector. This report will prove beneficial for person or
an organization who wish to be updated regarding their business environment, consumers’ behaviour, and their requirements.
The environment is constantly changing, in such scenario this report will help in understanding market parameters through 360-
degree view.
The report is thus ideal for KOL, CEO's, CFO's, directors, and others. It is also helpful to senior executives, business development
managers, marketing managers, and consultants. Furthermore, government bodies, agencies and other kind of organizations can
also leverage our report to understand market.
2.5 Regional Fragmentation
NA:
➢ U.S., Canada, Mexico
EU:
➢ Germany, UK, Italy, France, Spain, Switzerland, Sweden, Rest of EU
APAC:
➢ China, Japan, India, South Korea, Australia, Philippines, Vietnam, Malaysia, Rest of APAC
LA:
➢ Brazil, Chile, Argentina, Colombia, Peru, Rest of Latin America
MEA:
➢ Saudi Arabia, UAE, Egypt, South Africa, Iraq, Kuwait, Morocco, Others

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2.6 Report Duration
Note: *The complete report is been projected in USD Dollars. In the process of analysis, findings from other currency is been
converted to USD Dollars
**All the estimations in terms of volume and revenue are presented in Units and USD Million respectively.
2.7 List of Stakeholders
➢ Raw material suppliers
➢ Manufacturers and Distributors
➢ OEM’s
➢ Government and financial institutions
➢ Technology investors
➢ Venture capitalists
➢ Associations, organizations, forums, and alliances
➢ End-users
2023-2030
2022
2018-2022