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市场调查报告书
商品编码
1285890

医疗保健领域的人工智能市场（组件：软件/平台和服务；终端用户：医院和保健供应商、制药和生物技术公司及其他） - 2023-2031年全球行业分析、规模、份额、增长、趋势和预测

AI in Healthcare Market (Component: Software/Platform, and Services; End-user: Hospital & Healthcare Providers, Pharmaceuticals & Biotechnology Companies, and Others) - Global Industry Analysis, Size, Share, Growth, Trends, and Forecast, 2023-2031
出版日期: | 出版商: Transparency Market Research | 英文 320 Pages | 商品交期: 2-10个工作天内

价格

医疗保健市场中的人工智能 - 报告的范围

TMR关于全球AI in Healthcare市场的报告研究了过去以及当前的增长趋势和机会，以便在2023年至2031年的预测期间获得对市场指标的宝贵见解。报告提供了2017-2031年期间全球人工智能在医疗保健市场的收入，考虑到2023年为基准年，2031年为预测年。报告还提供了2023年至2031年全球人工智能在医疗保健市场的复合年增长率（CAGR %）。

该报告是在广泛的研究后编写的。一级研究涉及大部分的研究工作，其中分析师与关键的意见领袖、行业领袖和意见制造者进行了访谈。二级研究包括参考主要参与者的产品资料、年度报告、新闻稿和相关文件，以了解等离子体材料市场。

该报告深入研究了全球等离子体材料市场的竞争格局。在全球人工智能医疗市场运作的主要参与者已被确定，其中每一个都在各种属性方面进行了分析。公司概况、财务状况、最近的发展和SWOT是本报告中介绍的全球人工智能在医疗保健市场中的参与者的属性。

目录

第一章：前言

  • 市场介绍
  • 市场细分
  • 主要研究目标

第二章：假设和研究方法

  • 研究方法
    • 主要和次要来源清单
  • 数据建模的关键假设

第三章：执行摘要：全球市场

第四章：市场概述

  • 市场定义
  • 技术/产品路线图
  • 市场因素分析
    • 预测因素
    • 生态系统分析
    • 市场动态（增长影响因素）
      • 驱动因素
      • 限制因素
      • 机会
      • 驱动因素和限制因素的影响分析
  • COVID-19的影响分析
    • COVID-19对市场的影响
  • 市场机会评估 - 按地区（北美/欧洲/亚太/中东和非洲/南美）划分
    • 按成分分类
    • 按应用分类
    • 按终端用户

第五章：全球市场分析和预测

  • 市场收入分析，2017-2031
    • 历史增长趋势，2017-2022
    • 预测趋势，2023-2031

第六章：全球市场分析：按组件分类

  • 关键部分的分析
  • 市场规模预测：按组件划分，2018-2031年
    • 软件/平台
    • 服务
      • 管理服务
      • 专业服务

第7章 ：全球市场分析：按应用分类

  • 关键部分分析
  • 市场规模预测：按应用分类，2018-2031年
    • 机器人辅助手术
    • 虚拟护理助理
    • 行政工作流程协助
    • 欺诈检测
    • 减少用药错误
    • 连接的机器
    • 临床试验参与者识别器
    • 医学影像和诊断学
    • 药物发现
    • 其他

第8章：全球市场分析：按终端用户分类

  • 关键部分分析
  • 市场规模预测：按终端用户，2018-2031年
    • 医院和医疗机构
    • 制药和生物技术公司
    • 其他

第九章：全球市场分析和预测：按地区划分

  • 关键发现
  • 2018-2031年各地区市场规模预测
    • 北美洲
    • 欧洲
    • 亚太地区
    • 中东和非洲
    • 南美洲

第十章：北美市场分析与预测

  • 区域展望
  • 市场规模分析和预测（2018-2031年）
    • 按元件分类
    • 按应用分类
    • 按终端用户分类
  • 市场规模预测：按国家，2018 - 2031年
    • 美国
    • 加拿大
    • 墨西哥

第11章 ：欧洲市场分析和预测

  • 区域展望
  • 市场规模分析和预测（2018-2031年）
    • 按元件分类
    • 按应用分类
    • 按终端用户
  • 市场规模预测：按国家/次区域，2018 - 2031年
    • 德国
    • 英国
    • 法国
    • 意大利
    • 西班牙
    • 欧洲其他地区

第十二章 ：亚太地区市场分析和预测

  • 区域展望
  • 市场规模分析和预测（2018-2031年）
    • 按元件分类
    • 按应用分类
    • 按终端用户
  • 市场规模预测：按国家/次区域，2018 - 2031年
    • 中国
    • 印度
    • 日本
    • 东盟
    • 亚太其他地区

第13章 ：中东和非洲市场分析和预测

  • 区域展望
  • 市场规模分析和预测（2018-2031年）
    • 按组件
    • 按应用分类
    • 按终端用户
  • 市场规模预测：按国家/次区域，2018 - 2031年
    • 沙特阿拉伯
    • 阿拉伯联合酋长国
    • 南非
    • 中东和非洲其他地区

第十四章：南美市场分析与预测

  • 区域展望
  • 市场规模分析和预测（2018-2031年）
    • 按组件分类
    • 按应用分类
    • 按终端用户
  • 市场规模预测：按国家/次区域，2018 - 2031年
    • 巴西
    • 阿根廷
    • 南美其他地区

第15章 ：竞争格局

  • 市场竞争矩阵：按领先企业划分
  • 按公司层级结构分類的竞争格局
  • 竞争规模，2022年
  • 2022年区域层面的竞争规模
  • 市场收入份额分析（%）：按领先企业划分（2022年）
  • 初创企业名单
  • 竞争演变
    • 主要并购、扩张、合作、合同、交易等。

第16章 ：公司简介

  • IBM Corporation
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness
  • NVIDIA Corporation
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness
  • Microsoft Corporation
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness
  • Intel Corporation
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness
  • GE HealthCare
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness
  • Siemens Healthineers AG
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness
  • Medtronic Plc
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness
  • Koninklijke Philips N.V.
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness
  • Google LLC
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness
  • CloudMinds Technology Inc.
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness
  • General Vision Inc.
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness
  • BenevolentAI
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness
  • Others
    • Impact of COVID-19
    • TMR View
    • Competitive Threats and Weakness

第十七章 ：主要收获

Product Code: TMRGL85584

AI in Healthcare Market - Scope of Report

TMR's report on the global AI in Healthcare Market studies the past as well as the current growth trends and opportunities to gain valuable insights of the indicators of the market during the forecast period from 2023 to 2031. The report provides revenue of the global AI in Healthcare Market for the period 2017-2031, considering 2023 as the base year and 2031 as the forecast year. The report also provides the compound annual growth rate (CAGR %) of the global AI in Healthcare Market from 2023 to 2031.

The report has been prepared after an extensive research. Primary research involved bulk of the research efforts, wherein analysts carried out interviews with key opinion leaders, industry leaders, and opinion makers. Secondary research involved referring to key players' product literature, annual reports, press releases, and relevant documents to understand the AI in Healthcare market.

Secondary research also included Internet sources, statistical data from government agencies, websites, and trade associations. Analysts employed a combination of top-down and bottom-up approaches to study various attributes of the global AI in Healthcare market.

The report includes an elaborate executive summary, along with a snapshot of the growth behavior of various segments included in the scope of the study. Moreover, the report throws light on the changing competitive dynamics in the global AI in Healthcare market. These serve as valuable tools for existing market players as well as for entities interested in participating in the global AI in Healthcare market.

The report delves into the competitive landscape of the global AI in Healthcare market. Key players operating in the global AI in Healthcare Market have been identified and each one of these has been profiled in terms of various attributes. Company overview, financial standings, recent developments, and SWOT are the attributes of players in the global AI in Healthcare Market profiled in this report.

Key Questions Answered in Global AI in Healthcare Market Report:

  • What is the sales/revenue generated by AI in Healthcare across all regions during the forecast period?
  • What are the opportunities in the global AI in Healthcare market?
  • What are the major drivers, restraints, opportunities, and threats in the market?
  • Which regional market is set to expand at the fastest CAGR during the forecast period?
  • Which segment is expected to generate the highest revenue globally in 2031?
  • Which segment is projected to expand at the highest CAGR during the forecast period?
  • What are the market positions of different companies operating in the global market?

AI in Healthcare Market - Research Objectives and Research Approach

The comprehensive report on the global AI in Healthcare Market begins with an overview, followed by the scope and objectives of the study. The report provides detailed explanation of the objectives behind this study and key vendors and distributors operating in the market and regulatory scenario for approval of products.

For reading comprehensibility, the report has been compiled in a chapter-wise layout, with each section divided into smaller ones. The report comprises an exhaustive collection of graphs and tables that are appropriately interspersed. Pictorial representation of actual and projected values of key segments is visually appealing to readers. This also allows comparison of the market shares of key segments in the past and at the end of the forecast period.

The report analyzes the global AI in Healthcare Market in terms of product, end-user, and region. Key segments under each criterion have been studied at length, and the market share for each of these at the end of 2031 has been provided. Such valuable insights enable market stakeholders in making informed business decisions for investment in the global AI in Healthcare market.

Table of Contents

1. Preface

  • 1.1. Market Introduction
  • 1.2. Market Segmentation
  • 1.3. Key Research Objectives

2. Assumptions and Research Methodology

  • 2.1. Research Methodology
    • 2.1.1. List of Primary and Secondary Sources
  • 2.2. Key Assumptions for Data Modelling

3. Executive Summary: Global Artificial Intelligence (AI) in Healthcare Market

4. Market Overview

  • 4.1. Market Definition
  • 4.2. Technology/ Product Roadmap
  • 4.3. Market Factor Analysis
    • 4.3.1. Forecast Factors
    • 4.3.2. Ecosystem Analysis
    • 4.3.3. Market Dynamics (Growth Influencers)
      • 4.3.3.1. Drivers
      • 4.3.3.2. Restraints
      • 4.3.3.3. Opportunities
      • 4.3.3.4. Impact Analysis of Drivers and Restraints
  • 4.4. COVID-19 Impact Analysis
    • 4.4.1. Impact of COVID-19 on Artificial Intelligence (AI) in Healthcare Market
  • 4.5. Market Opportunity Assessment - by Region (North America/ Europe/ Asia Pacific/ Middle East & Africa/ South America)
    • 4.5.1. By Component
    • 4.5.2. By Application
    • 4.5.3. By End-user

5. Global Artificial Intelligence (AI) in Healthcare Market Analysis and Forecast

  • 5.1. Market Revenue Analysis (US$ Bn), 2017-2031
    • 5.1.1. Historic Growth Trends, 2017-2022
    • 5.1.2. Forecast Trends, 2023-2031

6. Global Artificial Intelligence (AI) in Healthcare Market Analysis, by Component

  • 6.1. Key Segment Analysis
  • 6.2. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Forecast, by Component, 2018 - 2031
    • 6.2.1. Software/Platform
    • 6.2.2. Services
      • 6.2.2.1. Managed Services
      • 6.2.2.2. Professional Services

7. Global Artificial Intelligence (AI) in Healthcare Market Analysis, by Application

  • 7.1. Key Segment Analysis
  • 7.2. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Forecast, by Application, 2018 - 2031
    • 7.2.1. Robot-assisted Surgery
    • 7.2.2. Virtual Nursing Assistants
    • 7.2.3. Administrative Workflow Assistance
    • 7.2.4. Fraud Detection
    • 7.2.5. Dosage Error Reduction
    • 7.2.6. Connected Machines
    • 7.2.7. Clinical Trial Participant Identifier
    • 7.2.8. Medical imaging & Diagnostics
    • 7.2.9. Drug Discovery
    • 7.2.10. Others

8. Global Artificial Intelligence (AI) in Healthcare Market Analysis, by End-user

  • 8.1. Key Segment Analysis
  • 8.2. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Forecast, by End-user, 2018 - 2031
    • 8.2.1. Hospital & Healthcare Providers
    • 8.2.2. Pharmaceuticals & Biotechnology Companies
    • 8.2.3. Others

9. Global Artificial Intelligence (AI) in Healthcare Market Analysis and Forecasts, by Region

  • 9.1. Key Findings
  • 9.2. Market Size (US$ Bn) Forecast by Region, 2018-2031
    • 9.2.1. North America
    • 9.2.2. Europe
    • 9.2.3. Asia Pacific
    • 9.2.4. Middle East & Africa
    • 9.2.5. South America

10. North America Artificial Intelligence (AI) in Healthcare Market Analysis and Forecast

  • 10.1. Regional Outlook
  • 10.2. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Analysis and Forecast (2018 - 2031)
    • 10.2.1. By Component
    • 10.2.2. By Application
    • 10.2.3. By End-user
  • 10.3. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Forecast, by Country, 2018 - 2031
    • 10.3.1. U.S.
    • 10.3.2. Canada
    • 10.3.3. Mexico

11. Europe Artificial Intelligence (AI) in Healthcare Market Analysis and Forecast

  • 11.1. Regional Outlook
  • 11.2. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Analysis and Forecast (2018 - 2031)
    • 11.2.1. By Component
    • 11.2.2. By Application
    • 11.2.3. By End-user
  • 11.3. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Forecast, by Country/Sub-region, 2018 - 2031
    • 11.3.1. Germany
    • 11.3.2. UK
    • 11.3.3. France
    • 11.3.4. Italy
    • 11.3.5. Spain
    • 11.3.6. Rest of Europe

12. Asia Pacific Artificial Intelligence (AI) in Healthcare Market Analysis and Forecast

  • 12.1. Regional Outlook
  • 12.2. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Analysis and Forecast (2018 - 2031)
    • 12.2.1. By Component
    • 12.2.2. By Application
    • 12.2.3. By End-user
  • 12.3. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Forecast, by Country/Sub-region, 2018 - 2031
    • 12.3.1. China
    • 12.3.2. India
    • 12.3.3. Japan
    • 12.3.4. ASEAN
    • 12.3.5. Rest of Asia Pacific

13. Middle East & Africa Artificial Intelligence (AI) in Healthcare Market Analysis and Forecast

  • 13.1. Regional Outlook
  • 13.2. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Analysis and Forecast (2018 - 2031)
    • 13.2.1. By Component
    • 13.2.2. By Application
    • 13.2.3. By End-user
  • 13.3. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Forecast, by Country/Sub-region, 2018 - 2031
    • 13.3.1. Saudi Arabia
    • 13.3.2. United Arab Emirates
    • 13.3.3. South Africa
    • 13.3.4. Rest of Middle East & Africa

14. South America Artificial Intelligence (AI) in Healthcare Market Analysis and Forecast

  • 14.1. Regional Outlook
  • 14.2. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Analysis and Forecast (2018 - 2031)
    • 14.2.1. By Component
    • 14.2.2. By Application
    • 14.2.3. By End-user
  • 14.3. Artificial Intelligence (AI) in Healthcare Market Size (US$ Bn) Forecast, by Country/Sub-region, 2018 - 2031
    • 14.3.1. Brazil
    • 14.3.2. Argentina
    • 14.3.3. Rest of South America

15. Competition Landscape

  • 15.1. Market Competition Matrix, by Leading Players
  • 15.2. Competitive Landscape by Tier Structure of Companies
  • 15.3. Scale of Competition, 2022
  • 15.4. Scale of Competition at Regional Level, 2022
  • 15.5. Market Revenue Share Analysis (%), by Leading Players (2022)
  • 15.6. List of Startups
  • 15.7. Competition Evolution
    • 15.7.1. Major Mergers & Acquisitions, Expansions, Partnership, Contracts, Deals, etc.

16. Company Profiles

  • 16.1. IBM Corporation
    • 16.1.1. Business Overview
    • 16.1.2. Company Revenue
    • 16.1.3. Product Portfolio
    • 16.1.4. Geographic Footprint
    • 16.1.5. Recent Developments
    • 16.1.6. Impact of COVID-19
    • 16.1.7. TMR View
    • 16.1.8. Competitive Threats and Weakness
  • 16.2. NVIDIA Corporation
    • 16.2.1. Business Overview
    • 16.2.2. Company Revenue
    • 16.2.3. Product Portfolio
    • 16.2.4. Geographic Footprint
    • 16.2.5. Recent Developments
    • 16.2.6. Impact of COVID-19
    • 16.2.7. TMR View
    • 16.2.8. Competitive Threats and Weakness
  • 16.3. Microsoft Corporation
    • 16.3.1. Business Overview
    • 16.3.2. Company Revenue
    • 16.3.3. Product Portfolio
    • 16.3.4. Geographic Footprint
    • 16.3.5. Recent Developments
    • 16.3.6. Impact of COVID-19
    • 16.3.7. TMR View
    • 16.3.8. Competitive Threats and Weakness
  • 16.4. Intel Corporation
    • 16.4.1. Business Overview
    • 16.4.2. Company Revenue
    • 16.4.3. Product Portfolio
    • 16.4.4. Geographic Footprint
    • 16.4.5. Recent Developments
    • 16.4.6. Impact of COVID-19
    • 16.4.7. TMR View
    • 16.4.8. Competitive Threats and Weakness
  • 16.5. GE HealthCare
    • 16.5.1. Business Overview
    • 16.5.2. Company Revenue
    • 16.5.3. Product Portfolio
    • 16.5.4. Geographic Footprint
    • 16.5.5. Recent Developments
    • 16.5.6. Impact of COVID-19
    • 16.5.7. TMR View
    • 16.5.8. Competitive Threats and Weakness
  • 16.6. Siemens Healthineers AG
    • 16.6.1. Business Overview
    • 16.6.2. Company Revenue
    • 16.6.3. Product Portfolio
    • 16.6.4. Geographic Footprint
    • 16.6.5. Recent Developments
    • 16.6.6. Impact of COVID-19
    • 16.6.7. TMR View
    • 16.6.8. Competitive Threats and Weakness
  • 16.7. Medtronic Plc
    • 16.7.1. Business Overview
    • 16.7.2. Company Revenue
    • 16.7.3. Product Portfolio
    • 16.7.4. Geographic Footprint
    • 16.7.5. Recent Developments
    • 16.7.6. Impact of COVID-19
    • 16.7.7. TMR View
    • 16.7.8. Competitive Threats and Weakness
  • 16.8. Koninklijke Philips N.V.
    • 16.8.1. Business Overview
    • 16.8.2. Company Revenue
    • 16.8.3. Product Portfolio
    • 16.8.4. Geographic Footprint
    • 16.8.5. Recent Developments
    • 16.8.6. Impact of COVID-19
    • 16.8.7. TMR View
    • 16.8.8. Competitive Threats and Weakness
  • 16.9. Google LLC
    • 16.9.1. Business Overview
    • 16.9.2. Company Revenue
    • 16.9.3. Product Portfolio
    • 16.9.4. Geographic Footprint
    • 16.9.5. Recent Developments
    • 16.9.6. Impact of COVID-19
    • 16.9.7. TMR View
    • 16.9.8. Competitive Threats and Weakness
  • 16.10. CloudMinds Technology Inc.
    • 16.10.1. Business Overview
    • 16.10.2. Company Revenue
    • 16.10.3. Product Portfolio
    • 16.10.4. Geographic Footprint
    • 16.10.5. Recent Developments
    • 16.10.6. Impact of COVID-19
    • 16.10.7. TMR View
    • 16.10.8. Competitive Threats and Weakness
  • 16.11. General Vision Inc.
    • 16.11.1. Business Overview
    • 16.11.2. Company Revenue
    • 16.11.3. Product Portfolio
    • 16.11.4. Geographic Footprint
    • 16.11.5. Recent Developments
    • 16.11.6. Impact of COVID-19
    • 16.11.7. TMR View
    • 16.11.8. Competitive Threats and Weakness
  • 16.12. BenevolentAI
    • 16.12.1. Business Overview
    • 16.12.2. Company Revenue
    • 16.12.3. Product Portfolio
    • 16.12.4. Geographic Footprint
    • 16.12.5. Recent Developments
    • 16.12.6. Impact of COVID-19
    • 16.12.7. TMR View
    • 16.12.8. Competitive Threats and Weakness
  • 16.13. Others
    • 16.13.1. Business Overview
    • 16.13.2. Company Revenue
    • 16.13.3. Product Portfolio
    • 16.13.4. Geographic Footprint
    • 16.13.5. Recent Developments
    • 16.13.6. Impact of COVID-19
    • 16.13.7. TMR View
    • 16.13.8. Competitive Threats and Weakness

17. Key Takeaways

List of Tables

  • Table 1: Acronyms Used in AI in Healthcare Market
  • Table 2: North America AI in Healthcare Market Revenue Analysis, by Country, 2023 and 2031 (US$ Bn)
  • Table 3: Europe AI in Healthcare Market Revenue Analysis, by Country, 2023 and 2031 (US$ Bn)
  • Table 4: Asia Pacific AI in Healthcare Market Revenue Analysis, by Country, 2023 and 2031 (US$ Bn)
  • Table 5: Middle East & Africa AI in Healthcare Market Revenue Analysis, by Country, 2023 and 2031 (US$ Bn)
  • Table 6: South America AI in Healthcare Market Revenue Analysis, by Country, 2023 and 2031 (US$ Bn)
  • Table 7: Forecast Factors: Relevance and Impact
  • Table 8: Impact Analysis of Drivers & Restraints
  • Table 9: Global AI in Healthcare Market Value (US$ Bn) Forecast, by Component, 2018 - 2031
  • Table 10: Global AI in Healthcare Market Value (US$ Bn) Forecast, by Application, 2018 - 2031
  • Table 11: Global AI in Healthcare Market Value (US$ Bn) Forecast, by End-user, 2018 - 2031
  • Table 12: Global AI in Healthcare Market Value (US$ Bn) Forecast, by Region, 2018 - 2031
  • Table 13: North America AI in Healthcare Market Value (US$ Bn) Forecast, by Component, 2018 - 2031
  • Table 14: North America AI in Healthcare Market Value (US$ Bn) Forecast, by Application, 2018 - 2031
  • Table 15: North America AI in Healthcare Market Value (US$ Bn) Forecast, by End-user, 2018 - 2031
  • Table 16: North America AI in Healthcare Market Value (US$ Bn) Forecast, by Country, 2018 - 2031
  • Table 17: U.S. AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 18: Canada AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 19: Mexico AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 20: Europe AI in Healthcare Market Value (US$ Bn) Forecast, by Component, 2018 - 2031
  • Table 21: Europe AI in Healthcare Market Value (US$ Bn) Forecast, by Application, 2018 - 2031
  • Table 22: Europe AI in Healthcare Market Value (US$ Bn) Forecast, by End-user, 2018 - 2031
  • Table 23: Europe AI in Healthcare Market Value (US$ Bn) Forecast, by Country, 2018 - 2031
  • Table 24: Germany AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 25: U.K. AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 26: France AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 27: Spain AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 28: Italy AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 29: Asia Pacific AI in Healthcare Market Value (US$ Bn) Forecast, by Component, 2018 - 2031
  • Table 30: Asia Pacific AI in Healthcare Market Value (US$ Bn) Forecast, by Application, 2018 - 2031
  • Table 31: Asia Pacific AI in Healthcare Market Value (US$ Bn) Forecast, by End-user, 2018 - 2031
  • Table 32: Asia Pacific AI in Healthcare Market Value (US$ Bn) Forecast, by Country, 2018 - 2031
  • Table 33: China AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 34: India AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 35: Japan AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 36: ASEAN AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 37: Middle East & Africa AI in Healthcare Market Value (US$ Bn) Forecast, by Component, 2018 - 2031
  • Table 38: Middle East & Africa AI in Healthcare Market Value (US$ Bn) Forecast, by Application, 2018 - 2031
  • Table 39: Middle East & Africa AI in Healthcare Market Value (US$ Bn) Forecast, by End-user, 2018 - 2031
  • Table 40: Middle East & Africa AI in Healthcare Market Value (US$ Bn) Forecast, by Country, 2018 - 2031
  • Table 41: Saudi Arabia AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 42: United Arab Emirates AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 43: South Africa AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 44: South America AI in Healthcare Market Value (US$ Bn) Forecast, by Component, 2018 - 2031
  • Table 45: South America AI in Healthcare Market Value (US$ Bn) Forecast, by Application, 2018 - 2031
  • Table 46: South America AI in Healthcare Market Value (US$ Bn) Forecast, by End-user, 2018 - 2031
  • Table 47: South America AI in Healthcare Market Value (US$ Bn) Forecast, by Country, 2018 - 2031
  • Table 48: Brazil AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 49: Argentina AI in Healthcare Market Revenue CAGR Breakdown (%), by Growth Term
  • Table 50: Mergers & Acquisitions, Partnerships (1/2)
  • Table 51: Mergers & Acquisitions, Partnerships (2/2)

List of Figures

  • Figure 1: Global AI in Healthcare Market Size (US$ Bn) Forecast, 2018-2031
  • Figure 2: Global AI in Healthcare Market Revenue (US$ Bn) Opportunity Assessment, by Region, 2023E
  • Figure 3: Top Segment Analysis of AI in Healthcare Market
  • Figure 4: Global AI in Healthcare Market Revenue (US$ Bn) Opportunity Assessment, by Region, 2031F
  • Figure 5: Global AI in Healthcare Market Attractiveness Assessment, by Component
  • Figure 6: Global AI in Healthcare Market Attractiveness Assessment, by Application
  • Figure 7: Global AI in Healthcare Market Attractiveness Assessment, by End-user
  • Figure 8: Global AI in Healthcare Market Attractiveness Assessment, by Region
  • Figure 9: Global AI in Healthcare Market Revenue (US$ Bn) Historic Trends, 2018 - 2021
  • Figure 10: Global AI in Healthcare Market Revenue Opportunity (US$ Bn) Historic Trends, 2018 - 2021
  • Figure 11: Global AI in Healthcare Market Value Share Analysis, by Component, 2023
  • Figure 12: Global AI in Healthcare Market Value Share Analysis, by Component, 2031
  • Figure 13: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Software/Platform, 2023 - 2031
  • Figure 14: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Services, 2023 - 2031
  • Figure 15: Global AI in Healthcare Market Value Share Analysis, by Application, 2023
  • Figure 16: Global AI in Healthcare Market Value Share Analysis, by Application, 2031
  • Figure 17: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Robot-Assisted Surgery, 2023 - 2031
  • Figure 18: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Virtual Nursing Assistants, 2023 - 2031
  • Figure 19: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Administrative Workflow Assistance, 2023 - 2031
  • Figure 20: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Fraud Detection, 2023 - 2031
  • Figure 21: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Dosage Error Reduction, 2023 - 2031
  • Figure 22: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Connected Machines, 2023 - 2031
  • Figure 23: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Clinical Trial Participant Identifier, 2023 - 2031
  • Figure 24: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Medical Imaging & Diagnostics, 2023 - 2031
  • Figure 25: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Drug Discovery, 2023 - 2031
  • Figure 26: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
  • Figure 27: Global AI in Healthcare Market Value Share Analysis, by End-user, 2023
  • Figure 28: Global AI in Healthcare Market Value Share Analysis, by End-user, 2031
  • Figure 29: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Hospital & Healthcare Providers, 2023 - 2031
  • Figure 30: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Pharmaceuticals & Biotechnology Companies, 2023 - 2031
  • Figure 31: Global AI in Healthcare Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
  • Figure 32: Global AI in Healthcare Market Opportunity (US$ Bn), by Region
  • Figure 33: Global AI in Healthcare Market Opportunity Share (%), by Region, 2023-2031
  • Figure 34: Global AI in Healthcare Market Size (US$ Bn), by Region, 2023 & 2031
  • Figure 35: Global AI in Healthcare Market Value Share Analysis, by Region, 2023
  • Figure 36: Global AI in Healthcare Market Value Share Analysis, by Region, 2031
  • Figure 37: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), 2023 - 2031
  • Figure 38: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), 2023 - 2031
  • Figure 39: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), 2023 - 2031
  • Figure 40: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), 2023 - 2031
  • Figure 41: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), 2023 - 2031
  • Figure 42: North America Absolute Dollar Opportunity
  • Figure 43: North America AI in Healthcare Market Value Share Analysis, by Component, 2023
  • Figure 44: North America AI in Healthcare Market Value Share Analysis, by Component, 2031
  • Figure 45: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Software/Platform, 2023 - 2031
  • Figure 46: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Services, 2023 - 2031
  • Figure 47: North America AI in Healthcare Market Value Share Analysis, by Application, 2023
  • Figure 48: North America AI in Healthcare Market Value Share Analysis, by Application, 2031
  • Figure 49: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Robot-Assisted Surgery, 2023 - 2031
  • Figure 50: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Virtual Nursing Assistants, 2023 - 2031
  • Figure 51: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Administrative Workflow Assistance, 2023 - 2031
  • Figure 52: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Fraud Detection, 2023 - 2031
  • Figure 53: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Dosage Error Reduction, 2023 - 2031
  • Figure 54: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Connected Machines, 2023 - 2031
  • Figure 55: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Clinical Trial Participant Identifier, 2023 - 2031
  • Figure 56: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Medical Imaging & Diagnostics, 2023 - 2031
  • Figure 57: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Drug Discovery, 2023 - 2031
  • Figure 58: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
  • Figure 59: North America AI in Healthcare Market Value Share Analysis, by End-user, 2023
  • Figure 60: North America AI in Healthcare Market Value Share Analysis, by End-user, 2031
  • Figure 61: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Hospital & Healthcare Providers, 2023 - 2031
  • Figure 62: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Pharmaceuticals & Biotechnology Companies, 2023 - 2031
  • Figure 63: North America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
  • Figure 64: North America AI in Healthcare Market Value Share Analysis, by Country, 2023
  • Figure 65: North America AI in Healthcare Market Value Share Analysis, by Country, 2031
  • Figure 66: U.S. AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 67: Canada AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 68: Mexico AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 69: Europe Absolute Dollar Opportunity
  • Figure 70: Europe AI in Healthcare Market Value Share Analysis, by Component, 2023
  • Figure 71: Europe AI in Healthcare Market Value Share Analysis, by Component, 2031
  • Figure 72: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Software/Platform, 2023 - 2031
  • Figure 73: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Services, 2023 - 2031
  • Figure 74: Europe AI in Healthcare Market Value Share Analysis, by Application, 2023
  • Figure 75: Europe AI in Healthcare Market Value Share Analysis, by Application, 2031
  • Figure 76: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Robot-Assisted Surgery, 2023 - 2031
  • Figure 77: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Virtual Nursing Assistants, 2023 - 2031
  • Figure 78: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Administrative Workflow Assistance, 2023 - 2031
  • Figure 79: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Fraud Detection, 2023 - 2031
  • Figure 80: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Dosage Error Reduction, 2023 - 2031
  • Figure 81: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Connected Machines, 2023 - 2031
  • Figure 82: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Clinical Trial Participant Identifier, 2023 - 2031
  • Figure 83: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Medical Imaging & Diagnostics, 2023 - 2031
  • Figure 84: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Drug Discovery, 2023 - 2031
  • Figure 85: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
  • Figure 86: Europe AI in Healthcare Market Value Share Analysis, by End-user, 2023
  • Figure 87: Europe AI in Healthcare Market Value Share Analysis, by End-user, 2031
  • Figure 88: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Hospital & Healthcare Providers, 2023 - 2031
  • Figure 89: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Pharmaceuticals & Biotechnology Companies, 2023 - 2031
  • Figure 90: Europe AI in Healthcare Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
  • Figure 91: Europe AI in Healthcare Market Value Share Analysis, by Country, 2023
  • Figure 92: Europe AI in Healthcare Market Value Share Analysis, by Country, 2031
  • Figure 93: Germany AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 94: U.K. AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 95: France AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 96: Spain AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 97: Italy AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 98: Asia Pacific Absolute Dollar Opportunity
  • Figure 99: Asia Pacific AI in Healthcare Market Value Share Analysis, by Component, 2023
  • Figure 100: Asia Pacific AI in Healthcare Market Value Share Analysis, by Component, 2031
  • Figure 101: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Software/Platform, 2023 - 2031
  • Figure 102: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Services, 2023 - 2031
  • Figure 103: Asia Pacific AI in Healthcare Market Value Share Analysis, by Application, 2023
  • Figure 104: Asia Pacific AI in Healthcare Market Value Share Analysis, by Application, 2031
  • Figure 105: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Robot-Assisted Surgery, 2023 - 2031
  • Figure 106: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Virtual Nursing Assistants, 2023 - 2031
  • Figure 107: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Administrative Workflow Assistance, 2023 - 2031
  • Figure 108: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Fraud Detection, 2023 - 2031
  • Figure 109: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Dosage Error Reduction, 2023 - 2031
  • Figure 110: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Connected Machines, 2023 - 2031
  • Figure 111: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Clinical Trial Participant Identifier, 2023 - 2031
  • Figure 112: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Medical Imaging & Diagnostics, 2023 - 2031
  • Figure 113: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Drug Discovery, 2023 - 2031
  • Figure 114: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
  • Figure 115: Asia Pacific AI in Healthcare Market Value Share Analysis, by End-user, 2023
  • Figure 116: Asia Pacific AI in Healthcare Market Value Share Analysis, by End-user, 2031
  • Figure 117: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Hospital & Healthcare Providers, 2023 - 2031
  • Figure 118: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Pharmaceuticals & Biotechnology Companies, 2023 - 2031
  • Figure 119: Asia Pacific AI in Healthcare Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
  • Figure 120: Asia Pacific AI in Healthcare Market Value Share Analysis, by Country, 2023
  • Figure 121: Asia Pacific AI in Healthcare Market Value Share Analysis, by Country, 2031
  • Figure 122: China AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 123: India AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 124: Japan AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 125: ASEAN AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 126: Middle East & Africa Absolute Dollar Opportunity
  • Figure 127: Middle East & Africa AI in Healthcare Market Value Share Analysis, by Component, 2023
  • Figure 128: Middle East & Africa AI in Healthcare Market Value Share Analysis, by Component, 2031
  • Figure 129: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Software/Platform, 2023 - 2031
  • Figure 130: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Services, 2023 - 2031
  • Figure 131: Middle East & Africa AI in Healthcare Market Value Share Analysis, by Application, 2023
  • Figure 132: Middle East & Africa AI in Healthcare Market Value Share Analysis, by Application, 2031
  • Figure 133: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Robot-Assisted Surgery, 2023 - 2031
  • Figure 134: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Virtual Nursing Assistants, 2023 - 2031
  • Figure 135: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Administrative Workflow Assistance, 2023 - 2031
  • Figure 136: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Fraud Detection, 2023 - 2031
  • Figure 137: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Dosage Error Reduction, 2023 - 2031
  • Figure 138: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Connected Machines, 2023 - 2031
  • Figure 139: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Clinical Trial Participant Identifier, 2023 - 2031
  • Figure 140: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Medical Imaging & Diagnostics, 2023 - 2031
  • Figure 141: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Drug Discovery, 2023 - 2031
  • Figure 142: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
  • Figure 143: Middle East & Africa AI in Healthcare Market Value Share Analysis, by End-user, 2023
  • Figure 144: Middle East & Africa AI in Healthcare Market Value Share Analysis, by End-user, 2031
  • Figure 145: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Hospital & Healthcare Providers, 2023 - 2031
  • Figure 146: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Pharmaceuticals & Biotechnology Companies, 2023 - 2031
  • Figure 147: Middle East & Africa AI in Healthcare Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
  • Figure 148: Middle East & Africa AI in Healthcare Market Value Share Analysis, by Country, 2023
  • Figure 149: Middle East & Africa AI in Healthcare Market Value Share Analysis, by Country, 2031
  • Figure 150: Saudi Arabia AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 151: United Arab Emirates AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 152: South Africa AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 153: South America Absolute Dollar Opportunity
  • Figure 154: South America AI in Healthcare Market Value Share Analysis, by Component, 2023
  • Figure 155: South America AI in Healthcare Market Value Share Analysis, by Component, 2031
  • Figure 156: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Software/Platform, 2023 - 2031
  • Figure 157: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Services, 2023 - 2031
  • Figure 158: South America AI in Healthcare Market Value Share Analysis, by Application, 2023
  • Figure 159: South America AI in Healthcare Market Value Share Analysis, by Application, 2031
  • Figure 160: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Robot-Assisted Surgery, 2023 - 2031
  • Figure 161: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Virtual Nursing Assistants, 2023 - 2031
  • Figure 162: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Administrative Workflow Assistance, 2023 - 2031
  • Figure 163: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Fraud Detection, 2023 - 2031
  • Figure 164: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Dosage Error Reduction, 2023 - 2031
  • Figure 165: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Connected Machines, 2023 - 2031
  • Figure 166: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Clinical Trial Participant Identifier, 2023 - 2031
  • Figure 167: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Medical Imaging & Diagnostics, 2023 - 2031
  • Figure 168: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Drug Discovery, 2023 - 2031
  • Figure 169: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
  • Figure 170: South America AI in Healthcare Market Value Share Analysis, by End-user, 2023
  • Figure 171: South America AI in Healthcare Market Value Share Analysis, by End-user, 2031
  • Figure 172: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Hospital & Healthcare Providers, 2023 - 2031
  • Figure 173: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Pharmaceuticals & Biotechnology Companies, 2023 - 2031
  • Figure 174: South America AI in Healthcare Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
  • Figure 175: South America AI in Healthcare Market Value Share Analysis, by Country, 2023
  • Figure 176: South America AI in Healthcare Market Value Share Analysis, by Country, 2031
  • Figure 177: Brazil AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
  • Figure 178: Argentina AI in Healthcare Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031