AI In Healthcare Market Size, Share & Trends Report

AI In Healthcare Market Size, Share & Trends Analysis Report By Component (Hardware, Services), By Application, By End-use, By Technology, By Region, And Segment Forecasts, 2024 - 2030

  • Report ID: GVR-3-68038-951-7
  • Number of Pages: 150
  • Format: Electronic (PDF)
  • Historical Range: 2018 - 2022
  • Industry: Healthcare

Market Segmentation

  • AI In Healthcare Component Outlook (Revenue, USD Million, 2018 - 2030)
    • Hardware
      • Processor
        • MPU (Memory Protection Unit)
        • FPGA (Field-programmable Gate Array)
        • GPU (Graphics Processing Unit)
        • ASIC (Application-specific Integrated Circuit)
      • Memory
      • Network
        • Adapter
        • Interconnect
        • Switch
    • Software Solutions
      • AI Platform
        • Application Program Interface (API)
        • Machine Learning Framework
      • AI Solutions
        • On-premise
        • Cloud-based
    • Services
      • Deployment & Integration
      • Support & Maintenance
      • Others (Consulting, Compliance Management etc.)
  • AI In Healthcare Application Outlook (Revenue, USD Million, 2018 - 2030)
    • Robot-assisted Surgery
    • Virtual Assistants
    • Administrative Workflow Assistants
    • Connected Medical Devices
    • Medical Imaging & Diagnostics
    • Clinical Trials
    • Fraud Detection
    • Cybersecurity
    • Dosage Error Reduction
    • Precision Medicine
    • Drug discovery & Development
    • Lifestyle Management & Remote Patient Monitoring
    • Wearables
    • Others (Patient Engagement, etc.)
  • AI In Healthcare Technology Outlook (Revenue, USD Million, 2018 - 2030)
    • Machine Learning
      • Deep Learning
      • Supervised
      • Unsupervised
      • Others (Reinforcement Learning, Semi-supervised)
    • Natural Language Processing
      • Smart Assistance
      • OCR (Optical Character Recognition)
      • Auto Coding
      • Text Analytics
      • Speech Analytics
      • Classification and Categorization
    • Context-aware Computing
    • Computer Vision
  • AI In Healthcare End-user Outlook (Revenue, USD Million, 2018 - 2030)
    • Healthcare Providers (Hospitals, Outpatient Facilities, and Others)
    • Healthcare Payers
    • Healthcare Companies (Pharmaceutical, Biotechnology, Medical Devices)
    • Patients
    • Others
  • AI In Healthcare Regional Outlook (Revenue, USD Million, 2018 - 2030)
    • North America
      • North America AI In Healthcare Market, by Component
        • Hardware
          • Processor
            • MPU (memory protection unit)
            • FPGA (Field-programmable gate array)
            • GPU (Graphics processing unit)
            • ASIC (Application-specific integrated circuit)
          • Memory
          • Network
            • Adapter
            • Interconnect
            • Switch
        • Software Solutions
          • AI platform
            • Application Program Interface (API)
            • Machine Learning Framework
          • AI Solutions
            • On premise
            • Cloud based
        • Services
          • Deployment & Integration
          • Support & Maintenance
          • Others (Consulting, Compliance management, etc.)
      • North America AI In Healthcare Market, by Application
        • Robot Assisted Surgery
        • Virtual Assistants
        • Administrative Workflow Assistants
        • Connected Medical devices
        • Medical Imaging & Diagnostics
        • Clinical Trials
        • Fraud Detection
        • Cybersecurity
        • Dosage Error Reduction
        • Precision medicine
        • Drug discovery & development
        • Lifestyle management & remote patient monitoring
        • Wearables
        • Others (Patient engagement, etc.)
      • North America AI In Healthcare Market, by Technology
        • Machine Learning
          • Deep learning
          • Supervised
          • Unsupervised
          • Others (Reinforcement learning, Semi supervised)
        • Natural Language Processing
          • Smart Assistance
          • OCR (Optical Character Recognition)
          • Auto Coding
          • Text analytics
          • Speech analytics
          • Classification and categorization
        • Context-Aware Computing'
        • Computer Vision
      • North America AI In Healthcare Market, by End-User
        • Healthcare providers (hospitals, outpatient facilities, and others)
        • Healthcare payers
        • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
        • Patients
        • Others
      • U.S.
        • U.S. AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • U.S. AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • U.S. AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • U.S. AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Canada
        • Canada AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Canada AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Canada AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Canada AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
    • Europe
      • Europe AI In Healthcare Market, by Component
        • Hardware
          • Processor
            • MPU (memory protection unit)
            • FPGA (Field-programmable gate array)
            • GPU (Graphics processing unit)
            • ASIC (Application-specific integrated circuit)
          • Memory
          • Network
            • Adapter
            • Interconnect
            • Switch
        • Software Solutions
          • AI platform
            • Application Program Interface (API)
            • Machine Learning Framework
          • AI Solutions
            • On premise
            • Cloud based
        • Services
          • Deployment & Integration
          • Support & Maintenance
          • Others (Consulting, Compliance management etc.)
      • Europe AI In Healthcare Market, by Application
        • Robot Assisted Surgery
        • Virtual Assistants
        • Administrative Workflow Assistants
        • Connected Medical devices
        • Medical Imaging & Diagnostics
        • Clinical Trials
        • Fraud Detection
        • Cybersecurity
        • Dosage Error Reduction
        • Precision medicine
        • Drug discovery & development
        • Lifestyle management & remote patient monitoring
        • Wearables
        • Others (Patient engagement, etc.)
      • Europe AI In Healthcare Market, by Technology
        • Machine Learning
          • Deep learning
          • Supervised
          • Unsupervised
          • Others (Reinforcement learning, Semi supervised)
        • Natural Language Processing
          • Smart Assistance
          • OCR (Optical Character Recognition)
          • Auto Coding
          • Text analytics
          • Speech analytics
          • Classification and categorization
        • Context-Aware Computing'
        • Computer Vision
      • Europe AI In Healthcare Market, by End-User
        • Healthcare providers (hospitals, outpatient facilities, and others)
        • Healthcare payers
        • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
        • Patients
        • Others
      • Germany
        • Germany AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Germany AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Germany AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Germany AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • U.K.
        • UK AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
          • Others (Consulting, Compliance management etc.)
        • UK AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • UK AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • UK AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Italy
        • Italy AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Italy AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Italy AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Italy AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Spain
        • Spain AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Spain AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Spain AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Spain AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • France
        • France AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • France AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • France AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • France AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Sweden
        • Sweden AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Sweden AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Sweden AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Sweden AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Denmark
        • Denmark AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Denmark AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Denmark AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Denmark AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Norway
        • Norway AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Norway AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Norway AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Norway AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Russia
        • Russia AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Russia AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Russia AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Russia AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
    • Asia Pacific
      • Asia Pacific AI In Healthcare Market, by Component
        • Hardware
          • Processor
            • MPU (memory protection unit)
            • FPGA (Field-programmable gate array)
            • GPU (Graphics processing unit)
            • ASIC (Application-specific integrated circuit)
          • Memory
          • Network
            • Adapter
            • Interconnect
            • Switch
        • Software Solutions
          • AI platform
            • Application Program Interface (API)
            • Machine Learning Framework
          • AI Solutions
            • On premise
            • Cloud based
        • Services
          • Deployment & Integration
          • Support & Maintenance
          • Others (Consulting, Compliance management etc.)
      • Asia Pacific AI In Healthcare Market, by Application
        • Robot Assisted Surgery
        • Virtual Assistants
        • Administrative Workflow Assistants
        • Connected Medical devices
        • Medical Imaging & Diagnostics
        • Clinical Trials
        • Fraud Detection
        • Cybersecurity
        • Dosage Error Reduction
        • Precision medicine
        • Drug discovery & development
        • Lifestyle management & remote patient monitoring
        • Wearables
        • Others (Patient engagement, etc.)
      • Asia Pacific AI In Healthcare Market, by Technology
        • Machine Learning
          • Deep learning
          • Supervised
          • Unsupervised
          • Others (Reinforcement learning, Semi supervised)
        • Natural Language Processing
          • Smart Assistance
          • OCR (Optical Character Recognition)
          • Auto Coding
          • Text analytics
          • Speech analytics
          • Classification and categorization
        • Context-Aware Computing'
        • Computer Vision
      • Asia Pacific AI In Healthcare Market, by End-User
        • Healthcare providers (hospitals, outpatient facilities, and others)
        • Healthcare payers
        • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
        • Patients
        • Others
      • Japan
        • Japan AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Japan AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Japan AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Japan AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • China
        • China AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • China AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • China AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • China AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • India
        • India AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • India Japan AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • India AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • India AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Australia
        • Australia AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
            • Software Solutions
              • AI platform
                • Application Program Interface (API)
                • Machine Learning Framework
              • AI Solutions
                • On premise
                • Cloud based
            • Services
              • Deployment & Integration
              • Support & Maintenance
              • Others (Consulting, Compliance management etc.)
        • Australia AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Australia AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Australia AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Singapore
        • Singapore AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Singapore AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Singapore AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Singapore AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Thailand
        • Thailand AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
            • Adapter
            • Interconnect
            • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Thailand AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Thailand AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Thailand AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
    • Latin America
      • Latin America AI In Healthcare Market, by Component
        • Hardware
          • Processor
            • MPU (memory protection unit)
            • FPGA (Field-programmable gate array)
            • GPU (Graphics processing unit)
            • ASIC (Application-specific integrated circuit)
          • Memory
          • Network
            • Adapter
            • Interconnect
            • Switch
          • Software Solutions
            • AI platform
            • Application Program Interface (API)
            • Machine Learning Framework
            • AI Solutions
            • On premise
            • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
      • Latin America AI In Healthcare Market, by Application
        • Robot Assisted Surgery
        • Virtual Assistants
        • Administrative Workflow Assistants
        • Connected Medical devices
        • Medical Imaging & Diagnostics
        • Clinical Trials
        • Fraud Detection
        • Cybersecurity
        • Dosage Error Reduction
        • Precision medicine
        • Drug discovery & development
        • Lifestyle management & remote patient monitoring
        • Wearables
        • Others (Patient engagement, etc.)
      • Latin America AI In Healthcare Market, by Technology
        • Machine Learning
          • Deep learning
          • Supervised
          • Unsupervised
          • Others (Reinforcement learning, Semi supervised)
        • Natural Language Processing
          • Smart Assistance
          • OCR (Optical Character Recognition)
          • Auto Coding
          • Text analytics
          • Speech analytics
          • Classification and categorization
        • Context-Aware Computing'
        • Computer Vision
      • Latin America AI In Healthcare Market, by End-User
        • Healthcare providers (hospitals, outpatient facilities, and others)
        • Healthcare payers
        • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
        • Patients
        • Others
      • Brazil
        • Brazil AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Brazil AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Brazil AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Brazil AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Mexico
        • Mexico AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Mexico AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Mexico AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Mexico AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Argentina
        • Argentina AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Argentina AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Argentina AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Argentina AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
    • MEA
      • MEA AI In Healthcare Market, by Component
        • Hardware
          • Processor
            • MPU (memory protection unit)
            • FPGA (Field-programmable gate array)
            • GPU (Graphics processing unit)
            • ASIC (Application-specific integrated circuit)
          • Memory
          • Network
            • Adapter
            • Interconnect
            • Switch
        • Software Solutions
          • AI platform
            • Application Program Interface (API)
            • Machine Learning Framework
          • AI Solutions
            • On premise
            • Cloud based
        • Services
          • Deployment & Integration
          • Support & Maintenance
          • Others (Consulting, Compliance management etc.)
      • MEA AI In Healthcare Market, by Application
        • Robot Assisted Surgery
        • Virtual Assistants
        • Administrative Workflow Assistants
        • Connected Medical devices
        • Medical Imaging & Diagnostics
        • Clinical Trials
        • Fraud Detection
        • Cybersecurity
        • Dosage Error Reduction
        • Precision medicine
        • Drug discovery & development
        • Lifestyle management & remote patient monitoring
        • Wearables
        • Others (Patient engagement, etc.)
      • MEA AI In Healthcare Market, by Technology
        • Machine Learning
          • Deep learning
          • Supervised
          • Unsupervised
          • Others (Reinforcement learning, Semi supervised)
        • Natural Language Processing
          • Smart Assistance
          • OCR (Optical Character Recognition)
          • Auto Coding
          • Text analytics
          • Speech analytics
          • Classification and categorization
        • Context-Aware Computing'
        • Computer Vision
      • MEA AI In Healthcare Market, by End-User
        • Healthcare providers (hospitals, outpatient facilities, and others)
        • Healthcare payers
        • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
        • Patients
        • Others
      • South Africa
        • South Africa AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • South Africa AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • South Africa AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • South Africa AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Saudi Arabia
        • Saudi Arabia AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Saudi Arabia AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Saudi Arabia AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Saudi Arabia AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • UAE
        • UAE AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • UAE AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • UAE AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • UAE AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others
      • Kuwait
        • Kuwait AI In Healthcare Market, by Component
          • Hardware
            • Processor
              • MPU (memory protection unit)
              • FPGA (Field-programmable gate array)
              • GPU (Graphics processing unit)
              • ASIC (Application-specific integrated circuit)
            • Memory
            • Network
              • Adapter
              • Interconnect
              • Switch
          • Software Solutions
            • AI platform
              • Application Program Interface (API)
              • Machine Learning Framework
            • AI Solutions
              • On premise
              • Cloud based
          • Services
            • Deployment & Integration
            • Support & Maintenance
            • Others (Consulting, Compliance management etc.)
        • Kuwait AI In Healthcare Market, by Application
          • Robot Assisted Surgery
          • Virtual Assistants
          • Administrative Workflow Assistants
          • Connected Medical devices
          • Medical Imaging & Diagnostics
          • Clinical Trials
          • Fraud Detection
          • Cybersecurity
          • Dosage Error Reduction
          • Precision medicine
          • Drug discovery & development
          • Lifestyle management & remote patient monitoring
          • Wearables
          • Others (Patient engagement, etc.)
        • Kuwait AI In Healthcare Market, by Technology
          • Machine Learning
            • Deep learning
            • Supervised
            • Unsupervised
            • Others (Reinforcement learning, Semi supervised)
          • Natural Language Processing
            • Smart Assistance
            • OCR (Optical Character Recognition)
            • Auto Coding
            • Text analytics
            • Speech analytics
            • Classification and categorization
          • Context-Aware Computing'
          • Computer Vision
        • Kuwait AI In Healthcare Market, by End-User
          • Healthcare providers (hospitals, outpatient facilities, and others)
          • Healthcare payers
          • Healthcare companies (Pharmaceutical, Biotechnology, Medical Devices)
          • Patients
          • Others

AI In Healthcare Market Dynamics

Drivers: Shortage of Public Health Workforce

The shortage of public health workforce has become a major concern in many countries around the world. This can mainly be attributed to the growing demand for physicians, which is higher than the supply of physicians. According to WHO, in 2019, there was a shortage of approximately 4.3 million nurses, doctors, and other healthcare professionals globally. In addition, the organization also predicts a shortfall of 15 million healthcare workers globally by 2030. As per a report published by the Association of American Medical Colleges (AAMC) in April 2019, the U.S. is anticipated to face a shortage of nearly 46,900 to 121,900 physicians by 2032. In the UK, the deficit is expected to be around 190,000 clinicians by 2027 and India already has a deficit of approximately 600,000 doctors and 2 million nurses. Globally, there have been several reforms to reduce the demand and supply gap. Easy practice policies for international medical graduates, faster physician licensing process, and increase in access to affordable medical facilities are among the few initiatives expected to reduce this gap to some extent. In addition, introduction of AI technologies in healthcare industry is expected to save millions of dollars. According to Accenture, with AI implementation, the U.S. can save nearly USD 150 billion by 2026 in healthcare industry.

Drivers: Increasing Application of AI in Various Healthcare Areas

Established countries, such as the U.S., Canada, Australia, and the UK, expend a large share of their GDP on healthcare facilities. In these nations, the cost and demand for care is rising promptly, therefore surging the requirement for digital technologies. In past years, the UK and the U.S. have implemented AI technologies to decrease the cost of care and enhance clinical services. In the U.S., AI has been adopted mainly due to shift to value-based care systems. In 2017, NHS deployed AI-based chatbots on the basis of trial in order to reduce the pressure on emergency triage procedure. Analytics coupled with AI technologies can significantly help in data mining of medical records, which may help in building an effective platform. AI technology is in early introduction phase and already has numerous applications in healthcare segments such as automated imaging, drug development & designing, and AI surgical robots. Technology giants are making use of past patient data, both structured and unstructured, by storing medical records. Furthermore, numerous national companies are investing in AI space by merging with smaller technology companies, which represents the growth potential of AI in the upcoming years. 

Restraint: High Implementation Cost

Procurement of AI systems and utilizing them on a commercial scale requires high investment. In 2018, a study projected that the cost of integrating AI in healthcare globally is expected to be approximately USD 36 billion. The cost of these systems is high due to the use of advanced technology and infrastructure required to support these systems. The price of the first IBM Watson system, which was showcased in the 2011 Jeopardy show, was estimated to be nearly USD 3 million and this accounts only for the cost of hardware components. The overall cost of the system, including cloud storage and other infrastructure, is expected to be much higher than USD 3 million. The potential end users of these systems are large-sized hospitals and pharmaceutical companies & other healthcare companies. Currently, these systems are less affordable, which may impede market growth, however, increase in adoption is expected to lower their cost.

What Does This Report Include?

This section will provide insights into the contents included in this AI in healthcare market report and help gain clarity on the structure of the report to assist readers in navigating smoothly.

AI in healthcare market qualitative analysis

  • Industry overview

  • Industry trends

  • Market drivers and restraints

  • Market size

  • Growth prospects

  • Porter’s analysis

  • PESTEL analysis

  • Key market opportunities prioritized

  • Competitive landscape

    • Company overview

    • Financial performance

    • Product benchmarking

    • Latest strategic developments

AI in healthcare market quantitative analysis

  • Market size, estimates, and forecast from 2018 to 2030

  • Market estimates and forecast for product segments up to 2030

  • Regional market size and forecast for product segments up to 2030

  • Market estimates and forecast for application segments up to 2030

  • Regional market size and forecast for application segments up to 2030

  • Company financial performance

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