Key Insights
The AI in Oncology market is experiencing explosive growth, projected to reach $1.46 billion in 2025 and exhibiting a remarkable Compound Annual Growth Rate (CAGR) of 35.51% from 2025 to 2033. This rapid expansion is driven by several key factors. The increasing prevalence of cancer globally, coupled with the limitations of traditional diagnostic and therapeutic methods, fuels the demand for AI-powered solutions. AI algorithms offer the potential for earlier and more accurate cancer detection, personalized treatment plans, and improved drug discovery processes, leading to better patient outcomes and reduced healthcare costs. The market is segmented by component (software, hardware, services), cancer type (breast, lung, prostate, colorectal, brain, others), treatment type (chemotherapy, radiotherapy, immunotherapy, others), and application (detection, drug discovery, development). North America currently holds a significant market share due to advanced healthcare infrastructure and high adoption rates of innovative technologies. However, the Asia-Pacific region is poised for substantial growth in the coming years, driven by increasing healthcare spending and technological advancements. The robust growth is further fueled by substantial investments in research and development, strategic partnerships between technology companies and healthcare providers, and the growing availability of large, annotated datasets for AI model training. Competitive players like IBM, Digital Diagnostics, PathAI, and NVIDIA are at the forefront, constantly innovating to refine AI algorithms and expand their product portfolios.
The market's significant restraints include the high cost of AI implementation, regulatory hurdles surrounding AI adoption in healthcare, concerns about data privacy and security, and the need for robust validation and clinical trials to ensure the reliability and safety of AI-powered solutions. Despite these challenges, the long-term growth prospects for the AI in Oncology market remain exceptionally positive, as ongoing technological advancements and a growing focus on precision oncology continuously drive innovation and adoption. The focus is shifting towards integrating AI across the entire cancer care continuum, from early detection to treatment and follow-up care, promising a future with significantly improved cancer outcomes. Future success will hinge on addressing the regulatory and ethical considerations surrounding AI in healthcare while simultaneously improving accessibility and affordability of AI-powered oncology solutions.

AI in Oncology Market: A Comprehensive Report (2019-2033)
This dynamic report provides a comprehensive analysis of the AI in Oncology market, projecting robust growth from $XX Million in 2025 to $XX Million by 2033, exhibiting a CAGR of XX%. This in-depth study covers market segmentation, competitive landscape, technological advancements, and future outlook, offering invaluable insights for stakeholders across the oncology and AI industries. The report leverages extensive market research conducted during the study period (2019-2024), uses 2025 as the base year and provides forecasts for 2025-2033.
AI in Oncology Market Market Structure & Competitive Landscape
The AI in Oncology market is characterized by a moderately concentrated landscape, with key players like IBM Corporation, GE Healthcare, Siemens Healthineers AG, Medtronic, NVIDIA Corporation, and others vying for market share. The Herfindahl-Hirschman Index (HHI) is estimated at XX, indicating a moderately consolidated market. Innovation is a key driver, with companies investing heavily in R&D to develop advanced AI algorithms and hardware solutions for cancer detection, treatment planning, and drug discovery. Regulatory approvals, particularly from the FDA and equivalent international bodies, significantly impact market growth. Product substitutes are limited, given the specialized nature of AI-powered oncology solutions. The market is segmented by end-users, including hospitals, clinics, research institutions, and pharmaceutical companies. M&A activity has been moderate, with approximately XX deals recorded between 2019 and 2024, reflecting strategic moves to expand market presence and technology portfolios.
- Market Concentration: HHI estimated at XX
- Innovation Drivers: Advanced algorithms, improved hardware capabilities.
- Regulatory Impacts: FDA approvals, international regulatory compliance.
- Product Substitutes: Limited due to specialization.
- End-User Segmentation: Hospitals, clinics, research institutions, pharmaceutical companies.
- M&A Trends: Approximately XX deals between 2019 and 2024.
AI in Oncology Market Market Trends & Opportunities
The AI in Oncology market is experiencing exponential growth, driven by several key factors. The increasing prevalence of cancer globally, coupled with the rising demand for more accurate and efficient diagnostic and treatment methods, is fueling market expansion. Technological advancements in AI, including deep learning and machine learning algorithms, are significantly enhancing the capabilities of AI-powered oncology solutions. Consumer preferences are shifting towards personalized medicine, with patients demanding tailored treatments based on their specific genetic profiles and cancer characteristics. This trend is further amplified by the increasing adoption of cloud-based solutions, which facilitates data sharing and collaboration among healthcare providers and researchers. The competitive landscape remains dynamic, with both established players and emerging startups actively innovating and expanding their market reach. The market is anticipated to witness a considerable expansion, driven by advancements in AI algorithms, personalized medicine, and increasing adoption across various oncology applications. This growth is further reinforced by favorable government initiatives and regulatory support. The market penetration rate is projected to increase from XX% in 2025 to XX% by 2033.

Dominant Markets & Segments in AI in Oncology Market
The North American region currently dominates the AI in Oncology market, driven by robust healthcare infrastructure, advanced technological capabilities, and significant investments in AI research and development. Within North America, the United States holds the largest market share. However, Asia Pacific is expected to witness significant growth in the forecast period owing to rising healthcare expenditure and increasing prevalence of cancer.
Key Growth Drivers:
- North America: Advanced healthcare infrastructure, high R&D investment, early adoption of AI technologies.
- Asia Pacific: Rising healthcare expenditure, increasing cancer prevalence, government initiatives.
Dominant Segments:
- Component: Software solutions currently hold the largest market share due to their versatility and cost-effectiveness.
- Cancer Type: Breast cancer and lung cancer are currently the dominant segments due to their high prevalence and the availability of large datasets for algorithm training.
- Treatment Type: Chemotherapy and radiotherapy currently dominate, due to their established use in cancer treatment.
- Application: Cancer detection holds a significant share because early and accurate detection improves treatment outcomes and patient survival rates.
AI in Oncology Market Product Analysis
AI in oncology encompasses a range of products, including software solutions for image analysis, predictive modeling, and treatment planning; hardware such as high-performance computing systems and specialized imaging equipment; and services like data analytics, algorithm development, and implementation support. The market is witnessing rapid innovation in AI algorithms, particularly deep learning and machine learning, enhancing accuracy and efficiency. Competitive advantages are achieved through superior algorithm performance, user-friendly interfaces, seamless integration with existing healthcare workflows, and strong regulatory approvals.
Key Drivers, Barriers & Challenges in AI in Oncology Market
Key Drivers: The increasing prevalence of cancer globally, advancements in AI algorithms, rising demand for personalized medicine, and supportive government initiatives are key drivers. The need for improved diagnostic accuracy and treatment efficacy is also driving adoption.
Challenges: High initial investment costs, data privacy and security concerns, regulatory hurdles (e.g., FDA approvals), and the need for skilled professionals to implement and maintain AI systems pose significant barriers. The shortage of annotated medical images for training AI models also limits the development of effective solutions. The estimated impact of regulatory hurdles on market growth is a delay of approximately XX months in the rollout of new AI-powered oncology solutions.
Growth Drivers in the AI in Oncology Market Market
Technological advancements, particularly in deep learning and machine learning algorithms, are continuously improving the accuracy and efficiency of AI-powered oncology solutions. Increased healthcare spending, rising cancer prevalence, and a growing demand for personalized medicine are significant economic drivers. Supportive regulatory policies, such as accelerated approval pathways for AI-based medical devices, are further stimulating market growth.
Challenges Impacting AI in Oncology Market Growth
Data privacy and security concerns represent major challenges, requiring robust data protection measures and compliance with regulations like HIPAA. Regulatory complexities, especially concerning the approval and validation of AI-based medical devices, can create significant hurdles for market entry. The lack of interoperability between different AI systems and existing healthcare IT infrastructure can hinder seamless integration and widespread adoption. Competitive pressures, with numerous players vying for market share, add to the challenges.
Key Players Shaping the AI in Oncology Market Market
- IBM Corporation
- Digital Diagnostics Inc
- PathAI
- Medtronic
- NVIDIA Corporation
- GE Healthcare
- Siemens Healthineers AG
- Azra AI
- Median Technologies Inc
- Intel Corporation
- ConcertAI LLC
Significant AI in Oncology Market Industry Milestones
- September 2021: Owkin, Inc. announced a deep-learning model predicting survival outcomes for hepatocellular carcinoma.
- August 2022: Medtronic launched the AI-powered GI Genius™ intelligent endoscopy module for colorectal cancer detection in India.
Future Outlook for AI in Oncology Market Market
The AI in Oncology market is poised for substantial growth, driven by ongoing technological advancements, increasing adoption across various cancer types and treatment modalities, and expanding geographical reach. Strategic partnerships between AI companies and healthcare providers are expected to play a crucial role in driving market expansion. The market presents significant opportunities for companies that can effectively address the challenges related to data privacy, regulatory compliance, and integration with existing healthcare systems. The continued development of sophisticated AI algorithms, coupled with increasing investment in research and development, will further propel market growth and transform oncology care.
AI in Oncology Market Segmentation
-
1. Component
- 1.1. Software Solutions
- 1.2. Hardware
- 1.3. Services
-
2. Cancer Type
- 2.1. Breast Cancer
- 2.2. Lung Cancer
- 2.3. Prostate Cancer
- 2.4. Colorectal Cancer
- 2.5. Brain Tumor
- 2.6. Other Cancer Types
-
3. Treatment Type
- 3.1. Chemotherapy
- 3.2. Radiotherapy
- 3.3. Immunotherapy
- 3.4. Other Treatment Types
-
4. Application
- 4.1. Cancer Detection
- 4.2. Drug Discovery
- 4.3. Drug Development
- 4.4. Other Applications
AI in Oncology Market Segmentation By Geography
-
1. North America
- 1.1. United States
- 1.2. Canada
- 1.3. Mexico
-
2. Europe
- 2.1. Germany
- 2.2. United Kingdom
- 2.3. France
- 2.4. Italy
- 2.5. Spain
- 2.6. Rest of Europe
-
3. Asia Pacific
- 3.1. China
- 3.2. Japan
- 3.3. India
- 3.4. Australia
- 3.5. South Korea
- 3.6. Rest of Asia Pacific
-
4. Middle East and Africa
- 4.1. GCC
- 4.2. South Africa
- 4.3. Rest of Middle East and Africa
-
5. South America
- 5.1. Brazil
- 5.2. Argentina
- 5.3. Rest of South America

AI in Oncology Market REPORT HIGHLIGHTS
Aspects | Details |
---|---|
Study Period | 2019-2033 |
Base Year | 2024 |
Estimated Year | 2025 |
Forecast Period | 2025-2033 |
Historical Period | 2019-2024 |
Growth Rate | CAGR of 35.51% from 2019-2033 |
Segmentation |
|
Table of Contents
- 1. Introduction
- 1.1. Research Scope
- 1.2. Market Segmentation
- 1.3. Research Methodology
- 1.4. Definitions and Assumptions
- 2. Executive Summary
- 2.1. Introduction
- 3. Market Dynamics
- 3.1. Introduction
- 3.2. Market Drivers
- 3.2.1. Surging Advancements in Healthcare Infrastructure; Increasing Prevalence of Cancer; Rising Demand for Early and Accurate Diagnosis of Cancer
- 3.3. Market Restrains
- 3.3.1. High Initial Costs and Concerns over the Replacement of Human Workforce
- 3.4. Market Trends
- 3.4.1. Chemotherapy Segment is Expected to Have a Highest Growth Rate in the Forecast Period
- 4. Market Factor Analysis
- 4.1. Porters Five Forces
- 4.2. Supply/Value Chain
- 4.3. PESTEL analysis
- 4.4. Market Entropy
- 4.5. Patent/Trademark Analysis
- 5. Global AI in Oncology Market Analysis, Insights and Forecast, 2019-2031
- 5.1. Market Analysis, Insights and Forecast - by Component
- 5.1.1. Software Solutions
- 5.1.2. Hardware
- 5.1.3. Services
- 5.2. Market Analysis, Insights and Forecast - by Cancer Type
- 5.2.1. Breast Cancer
- 5.2.2. Lung Cancer
- 5.2.3. Prostate Cancer
- 5.2.4. Colorectal Cancer
- 5.2.5. Brain Tumor
- 5.2.6. Other Cancer Types
- 5.3. Market Analysis, Insights and Forecast - by Treatment Type
- 5.3.1. Chemotherapy
- 5.3.2. Radiotherapy
- 5.3.3. Immunotherapy
- 5.3.4. Other Treatment Types
- 5.4. Market Analysis, Insights and Forecast - by Application
- 5.4.1. Cancer Detection
- 5.4.2. Drug Discovery
- 5.4.3. Drug Development
- 5.4.4. Other Applications
- 5.5. Market Analysis, Insights and Forecast - by Region
- 5.5.1. North America
- 5.5.2. Europe
- 5.5.3. Asia Pacific
- 5.5.4. Middle East and Africa
- 5.5.5. South America
- 5.1. Market Analysis, Insights and Forecast - by Component
- 6. North America AI in Oncology Market Analysis, Insights and Forecast, 2019-2031
- 6.1. Market Analysis, Insights and Forecast - by Component
- 6.1.1. Software Solutions
- 6.1.2. Hardware
- 6.1.3. Services
- 6.2. Market Analysis, Insights and Forecast - by Cancer Type
- 6.2.1. Breast Cancer
- 6.2.2. Lung Cancer
- 6.2.3. Prostate Cancer
- 6.2.4. Colorectal Cancer
- 6.2.5. Brain Tumor
- 6.2.6. Other Cancer Types
- 6.3. Market Analysis, Insights and Forecast - by Treatment Type
- 6.3.1. Chemotherapy
- 6.3.2. Radiotherapy
- 6.3.3. Immunotherapy
- 6.3.4. Other Treatment Types
- 6.4. Market Analysis, Insights and Forecast - by Application
- 6.4.1. Cancer Detection
- 6.4.2. Drug Discovery
- 6.4.3. Drug Development
- 6.4.4. Other Applications
- 6.1. Market Analysis, Insights and Forecast - by Component
- 7. Europe AI in Oncology Market Analysis, Insights and Forecast, 2019-2031
- 7.1. Market Analysis, Insights and Forecast - by Component
- 7.1.1. Software Solutions
- 7.1.2. Hardware
- 7.1.3. Services
- 7.2. Market Analysis, Insights and Forecast - by Cancer Type
- 7.2.1. Breast Cancer
- 7.2.2. Lung Cancer
- 7.2.3. Prostate Cancer
- 7.2.4. Colorectal Cancer
- 7.2.5. Brain Tumor
- 7.2.6. Other Cancer Types
- 7.3. Market Analysis, Insights and Forecast - by Treatment Type
- 7.3.1. Chemotherapy
- 7.3.2. Radiotherapy
- 7.3.3. Immunotherapy
- 7.3.4. Other Treatment Types
- 7.4. Market Analysis, Insights and Forecast - by Application
- 7.4.1. Cancer Detection
- 7.4.2. Drug Discovery
- 7.4.3. Drug Development
- 7.4.4. Other Applications
- 7.1. Market Analysis, Insights and Forecast - by Component
- 8. Asia Pacific AI in Oncology Market Analysis, Insights and Forecast, 2019-2031
- 8.1. Market Analysis, Insights and Forecast - by Component
- 8.1.1. Software Solutions
- 8.1.2. Hardware
- 8.1.3. Services
- 8.2. Market Analysis, Insights and Forecast - by Cancer Type
- 8.2.1. Breast Cancer
- 8.2.2. Lung Cancer
- 8.2.3. Prostate Cancer
- 8.2.4. Colorectal Cancer
- 8.2.5. Brain Tumor
- 8.2.6. Other Cancer Types
- 8.3. Market Analysis, Insights and Forecast - by Treatment Type
- 8.3.1. Chemotherapy
- 8.3.2. Radiotherapy
- 8.3.3. Immunotherapy
- 8.3.4. Other Treatment Types
- 8.4. Market Analysis, Insights and Forecast - by Application
- 8.4.1. Cancer Detection
- 8.4.2. Drug Discovery
- 8.4.3. Drug Development
- 8.4.4. Other Applications
- 8.1. Market Analysis, Insights and Forecast - by Component
- 9. Middle East and Africa AI in Oncology Market Analysis, Insights and Forecast, 2019-2031
- 9.1. Market Analysis, Insights and Forecast - by Component
- 9.1.1. Software Solutions
- 9.1.2. Hardware
- 9.1.3. Services
- 9.2. Market Analysis, Insights and Forecast - by Cancer Type
- 9.2.1. Breast Cancer
- 9.2.2. Lung Cancer
- 9.2.3. Prostate Cancer
- 9.2.4. Colorectal Cancer
- 9.2.5. Brain Tumor
- 9.2.6. Other Cancer Types
- 9.3. Market Analysis, Insights and Forecast - by Treatment Type
- 9.3.1. Chemotherapy
- 9.3.2. Radiotherapy
- 9.3.3. Immunotherapy
- 9.3.4. Other Treatment Types
- 9.4. Market Analysis, Insights and Forecast - by Application
- 9.4.1. Cancer Detection
- 9.4.2. Drug Discovery
- 9.4.3. Drug Development
- 9.4.4. Other Applications
- 9.1. Market Analysis, Insights and Forecast - by Component
- 10. South America AI in Oncology Market Analysis, Insights and Forecast, 2019-2031
- 10.1. Market Analysis, Insights and Forecast - by Component
- 10.1.1. Software Solutions
- 10.1.2. Hardware
- 10.1.3. Services
- 10.2. Market Analysis, Insights and Forecast - by Cancer Type
- 10.2.1. Breast Cancer
- 10.2.2. Lung Cancer
- 10.2.3. Prostate Cancer
- 10.2.4. Colorectal Cancer
- 10.2.5. Brain Tumor
- 10.2.6. Other Cancer Types
- 10.3. Market Analysis, Insights and Forecast - by Treatment Type
- 10.3.1. Chemotherapy
- 10.3.2. Radiotherapy
- 10.3.3. Immunotherapy
- 10.3.4. Other Treatment Types
- 10.4. Market Analysis, Insights and Forecast - by Application
- 10.4.1. Cancer Detection
- 10.4.2. Drug Discovery
- 10.4.3. Drug Development
- 10.4.4. Other Applications
- 10.1. Market Analysis, Insights and Forecast - by Component
- 11. North America AI in Oncology Market Analysis, Insights and Forecast, 2019-2031
- 11.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 11.1.1. undefined
- 12. Europe AI in Oncology Market Analysis, Insights and Forecast, 2019-2031
- 12.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 12.1.1. undefined
- 13. Asia Pacific AI in Oncology Market Analysis, Insights and Forecast, 2019-2031
- 13.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 13.1.1. undefined
- 14. Middle East and Africa AI in Oncology Market Analysis, Insights and Forecast, 2019-2031
- 14.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 14.1.1. undefined
- 15. South America AI in Oncology Market Analysis, Insights and Forecast, 2019-2031
- 15.1. Market Analysis, Insights and Forecast - By Country/Sub-region
- 15.1.1. undefined
- 16. Competitive Analysis
- 16.1. Global Market Share Analysis 2024
- 16.2. Company Profiles
- 16.2.1 IBM Corporation
- 16.2.1.1. Overview
- 16.2.1.2. Products
- 16.2.1.3. SWOT Analysis
- 16.2.1.4. Recent Developments
- 16.2.1.5. Financials (Based on Availability)
- 16.2.2 Digital Diagnostics Inc
- 16.2.2.1. Overview
- 16.2.2.2. Products
- 16.2.2.3. SWOT Analysis
- 16.2.2.4. Recent Developments
- 16.2.2.5. Financials (Based on Availability)
- 16.2.3 PathAI
- 16.2.3.1. Overview
- 16.2.3.2. Products
- 16.2.3.3. SWOT Analysis
- 16.2.3.4. Recent Developments
- 16.2.3.5. Financials (Based on Availability)
- 16.2.4 Medtronic
- 16.2.4.1. Overview
- 16.2.4.2. Products
- 16.2.4.3. SWOT Analysis
- 16.2.4.4. Recent Developments
- 16.2.4.5. Financials (Based on Availability)
- 16.2.5 NVIDIA Corporation
- 16.2.5.1. Overview
- 16.2.5.2. Products
- 16.2.5.3. SWOT Analysis
- 16.2.5.4. Recent Developments
- 16.2.5.5. Financials (Based on Availability)
- 16.2.6 GE Healthcare
- 16.2.6.1. Overview
- 16.2.6.2. Products
- 16.2.6.3. SWOT Analysis
- 16.2.6.4. Recent Developments
- 16.2.6.5. Financials (Based on Availability)
- 16.2.7 Siemens Healthineers AG
- 16.2.7.1. Overview
- 16.2.7.2. Products
- 16.2.7.3. SWOT Analysis
- 16.2.7.4. Recent Developments
- 16.2.7.5. Financials (Based on Availability)
- 16.2.8 Azra AI
- 16.2.8.1. Overview
- 16.2.8.2. Products
- 16.2.8.3. SWOT Analysis
- 16.2.8.4. Recent Developments
- 16.2.8.5. Financials (Based on Availability)
- 16.2.9 Median Technologies Inc
- 16.2.9.1. Overview
- 16.2.9.2. Products
- 16.2.9.3. SWOT Analysis
- 16.2.9.4. Recent Developments
- 16.2.9.5. Financials (Based on Availability)
- 16.2.10 Intel Corporation
- 16.2.10.1. Overview
- 16.2.10.2. Products
- 16.2.10.3. SWOT Analysis
- 16.2.10.4. Recent Developments
- 16.2.10.5. Financials (Based on Availability)
- 16.2.11 ConcertAI LLC
- 16.2.11.1. Overview
- 16.2.11.2. Products
- 16.2.11.3. SWOT Analysis
- 16.2.11.4. Recent Developments
- 16.2.11.5. Financials (Based on Availability)
- 16.2.1 IBM Corporation
List of Figures
- Figure 1: Global AI in Oncology Market Revenue Breakdown (Million, %) by Region 2024 & 2032
- Figure 2: Global AI in Oncology Market Volume Breakdown (K Unit, %) by Region 2024 & 2032
- Figure 3: North America AI in Oncology Market Revenue (Million), by Country 2024 & 2032
- Figure 4: North America AI in Oncology Market Volume (K Unit), by Country 2024 & 2032
- Figure 5: North America AI in Oncology Market Revenue Share (%), by Country 2024 & 2032
- Figure 6: North America AI in Oncology Market Volume Share (%), by Country 2024 & 2032
- Figure 7: Europe AI in Oncology Market Revenue (Million), by Country 2024 & 2032
- Figure 8: Europe AI in Oncology Market Volume (K Unit), by Country 2024 & 2032
- Figure 9: Europe AI in Oncology Market Revenue Share (%), by Country 2024 & 2032
- Figure 10: Europe AI in Oncology Market Volume Share (%), by Country 2024 & 2032
- Figure 11: Asia Pacific AI in Oncology Market Revenue (Million), by Country 2024 & 2032
- Figure 12: Asia Pacific AI in Oncology Market Volume (K Unit), by Country 2024 & 2032
- Figure 13: Asia Pacific AI in Oncology Market Revenue Share (%), by Country 2024 & 2032
- Figure 14: Asia Pacific AI in Oncology Market Volume Share (%), by Country 2024 & 2032
- Figure 15: Middle East and Africa AI in Oncology Market Revenue (Million), by Country 2024 & 2032
- Figure 16: Middle East and Africa AI in Oncology Market Volume (K Unit), by Country 2024 & 2032
- Figure 17: Middle East and Africa AI in Oncology Market Revenue Share (%), by Country 2024 & 2032
- Figure 18: Middle East and Africa AI in Oncology Market Volume Share (%), by Country 2024 & 2032
- Figure 19: South America AI in Oncology Market Revenue (Million), by Country 2024 & 2032
- Figure 20: South America AI in Oncology Market Volume (K Unit), by Country 2024 & 2032
- Figure 21: South America AI in Oncology Market Revenue Share (%), by Country 2024 & 2032
- Figure 22: South America AI in Oncology Market Volume Share (%), by Country 2024 & 2032
- Figure 23: North America AI in Oncology Market Revenue (Million), by Component 2024 & 2032
- Figure 24: North America AI in Oncology Market Volume (K Unit), by Component 2024 & 2032
- Figure 25: North America AI in Oncology Market Revenue Share (%), by Component 2024 & 2032
- Figure 26: North America AI in Oncology Market Volume Share (%), by Component 2024 & 2032
- Figure 27: North America AI in Oncology Market Revenue (Million), by Cancer Type 2024 & 2032
- Figure 28: North America AI in Oncology Market Volume (K Unit), by Cancer Type 2024 & 2032
- Figure 29: North America AI in Oncology Market Revenue Share (%), by Cancer Type 2024 & 2032
- Figure 30: North America AI in Oncology Market Volume Share (%), by Cancer Type 2024 & 2032
- Figure 31: North America AI in Oncology Market Revenue (Million), by Treatment Type 2024 & 2032
- Figure 32: North America AI in Oncology Market Volume (K Unit), by Treatment Type 2024 & 2032
- Figure 33: North America AI in Oncology Market Revenue Share (%), by Treatment Type 2024 & 2032
- Figure 34: North America AI in Oncology Market Volume Share (%), by Treatment Type 2024 & 2032
- Figure 35: North America AI in Oncology Market Revenue (Million), by Application 2024 & 2032
- Figure 36: North America AI in Oncology Market Volume (K Unit), by Application 2024 & 2032
- Figure 37: North America AI in Oncology Market Revenue Share (%), by Application 2024 & 2032
- Figure 38: North America AI in Oncology Market Volume Share (%), by Application 2024 & 2032
- Figure 39: North America AI in Oncology Market Revenue (Million), by Country 2024 & 2032
- Figure 40: North America AI in Oncology Market Volume (K Unit), by Country 2024 & 2032
- Figure 41: North America AI in Oncology Market Revenue Share (%), by Country 2024 & 2032
- Figure 42: North America AI in Oncology Market Volume Share (%), by Country 2024 & 2032
- Figure 43: Europe AI in Oncology Market Revenue (Million), by Component 2024 & 2032
- Figure 44: Europe AI in Oncology Market Volume (K Unit), by Component 2024 & 2032
- Figure 45: Europe AI in Oncology Market Revenue Share (%), by Component 2024 & 2032
- Figure 46: Europe AI in Oncology Market Volume Share (%), by Component 2024 & 2032
- Figure 47: Europe AI in Oncology Market Revenue (Million), by Cancer Type 2024 & 2032
- Figure 48: Europe AI in Oncology Market Volume (K Unit), by Cancer Type 2024 & 2032
- Figure 49: Europe AI in Oncology Market Revenue Share (%), by Cancer Type 2024 & 2032
- Figure 50: Europe AI in Oncology Market Volume Share (%), by Cancer Type 2024 & 2032
- Figure 51: Europe AI in Oncology Market Revenue (Million), by Treatment Type 2024 & 2032
- Figure 52: Europe AI in Oncology Market Volume (K Unit), by Treatment Type 2024 & 2032
- Figure 53: Europe AI in Oncology Market Revenue Share (%), by Treatment Type 2024 & 2032
- Figure 54: Europe AI in Oncology Market Volume Share (%), by Treatment Type 2024 & 2032
- Figure 55: Europe AI in Oncology Market Revenue (Million), by Application 2024 & 2032
- Figure 56: Europe AI in Oncology Market Volume (K Unit), by Application 2024 & 2032
- Figure 57: Europe AI in Oncology Market Revenue Share (%), by Application 2024 & 2032
- Figure 58: Europe AI in Oncology Market Volume Share (%), by Application 2024 & 2032
- Figure 59: Europe AI in Oncology Market Revenue (Million), by Country 2024 & 2032
- Figure 60: Europe AI in Oncology Market Volume (K Unit), by Country 2024 & 2032
- Figure 61: Europe AI in Oncology Market Revenue Share (%), by Country 2024 & 2032
- Figure 62: Europe AI in Oncology Market Volume Share (%), by Country 2024 & 2032
- Figure 63: Asia Pacific AI in Oncology Market Revenue (Million), by Component 2024 & 2032
- Figure 64: Asia Pacific AI in Oncology Market Volume (K Unit), by Component 2024 & 2032
- Figure 65: Asia Pacific AI in Oncology Market Revenue Share (%), by Component 2024 & 2032
- Figure 66: Asia Pacific AI in Oncology Market Volume Share (%), by Component 2024 & 2032
- Figure 67: Asia Pacific AI in Oncology Market Revenue (Million), by Cancer Type 2024 & 2032
- Figure 68: Asia Pacific AI in Oncology Market Volume (K Unit), by Cancer Type 2024 & 2032
- Figure 69: Asia Pacific AI in Oncology Market Revenue Share (%), by Cancer Type 2024 & 2032
- Figure 70: Asia Pacific AI in Oncology Market Volume Share (%), by Cancer Type 2024 & 2032
- Figure 71: Asia Pacific AI in Oncology Market Revenue (Million), by Treatment Type 2024 & 2032
- Figure 72: Asia Pacific AI in Oncology Market Volume (K Unit), by Treatment Type 2024 & 2032
- Figure 73: Asia Pacific AI in Oncology Market Revenue Share (%), by Treatment Type 2024 & 2032
- Figure 74: Asia Pacific AI in Oncology Market Volume Share (%), by Treatment Type 2024 & 2032
- Figure 75: Asia Pacific AI in Oncology Market Revenue (Million), by Application 2024 & 2032
- Figure 76: Asia Pacific AI in Oncology Market Volume (K Unit), by Application 2024 & 2032
- Figure 77: Asia Pacific AI in Oncology Market Revenue Share (%), by Application 2024 & 2032
- Figure 78: Asia Pacific AI in Oncology Market Volume Share (%), by Application 2024 & 2032
- Figure 79: Asia Pacific AI in Oncology Market Revenue (Million), by Country 2024 & 2032
- Figure 80: Asia Pacific AI in Oncology Market Volume (K Unit), by Country 2024 & 2032
- Figure 81: Asia Pacific AI in Oncology Market Revenue Share (%), by Country 2024 & 2032
- Figure 82: Asia Pacific AI in Oncology Market Volume Share (%), by Country 2024 & 2032
- Figure 83: Middle East and Africa AI in Oncology Market Revenue (Million), by Component 2024 & 2032
- Figure 84: Middle East and Africa AI in Oncology Market Volume (K Unit), by Component 2024 & 2032
- Figure 85: Middle East and Africa AI in Oncology Market Revenue Share (%), by Component 2024 & 2032
- Figure 86: Middle East and Africa AI in Oncology Market Volume Share (%), by Component 2024 & 2032
- Figure 87: Middle East and Africa AI in Oncology Market Revenue (Million), by Cancer Type 2024 & 2032
- Figure 88: Middle East and Africa AI in Oncology Market Volume (K Unit), by Cancer Type 2024 & 2032
- Figure 89: Middle East and Africa AI in Oncology Market Revenue Share (%), by Cancer Type 2024 & 2032
- Figure 90: Middle East and Africa AI in Oncology Market Volume Share (%), by Cancer Type 2024 & 2032
- Figure 91: Middle East and Africa AI in Oncology Market Revenue (Million), by Treatment Type 2024 & 2032
- Figure 92: Middle East and Africa AI in Oncology Market Volume (K Unit), by Treatment Type 2024 & 2032
- Figure 93: Middle East and Africa AI in Oncology Market Revenue Share (%), by Treatment Type 2024 & 2032
- Figure 94: Middle East and Africa AI in Oncology Market Volume Share (%), by Treatment Type 2024 & 2032
- Figure 95: Middle East and Africa AI in Oncology Market Revenue (Million), by Application 2024 & 2032
- Figure 96: Middle East and Africa AI in Oncology Market Volume (K Unit), by Application 2024 & 2032
- Figure 97: Middle East and Africa AI in Oncology Market Revenue Share (%), by Application 2024 & 2032
- Figure 98: Middle East and Africa AI in Oncology Market Volume Share (%), by Application 2024 & 2032
- Figure 99: Middle East and Africa AI in Oncology Market Revenue (Million), by Country 2024 & 2032
- Figure 100: Middle East and Africa AI in Oncology Market Volume (K Unit), by Country 2024 & 2032
- Figure 101: Middle East and Africa AI in Oncology Market Revenue Share (%), by Country 2024 & 2032
- Figure 102: Middle East and Africa AI in Oncology Market Volume Share (%), by Country 2024 & 2032
- Figure 103: South America AI in Oncology Market Revenue (Million), by Component 2024 & 2032
- Figure 104: South America AI in Oncology Market Volume (K Unit), by Component 2024 & 2032
- Figure 105: South America AI in Oncology Market Revenue Share (%), by Component 2024 & 2032
- Figure 106: South America AI in Oncology Market Volume Share (%), by Component 2024 & 2032
- Figure 107: South America AI in Oncology Market Revenue (Million), by Cancer Type 2024 & 2032
- Figure 108: South America AI in Oncology Market Volume (K Unit), by Cancer Type 2024 & 2032
- Figure 109: South America AI in Oncology Market Revenue Share (%), by Cancer Type 2024 & 2032
- Figure 110: South America AI in Oncology Market Volume Share (%), by Cancer Type 2024 & 2032
- Figure 111: South America AI in Oncology Market Revenue (Million), by Treatment Type 2024 & 2032
- Figure 112: South America AI in Oncology Market Volume (K Unit), by Treatment Type 2024 & 2032
- Figure 113: South America AI in Oncology Market Revenue Share (%), by Treatment Type 2024 & 2032
- Figure 114: South America AI in Oncology Market Volume Share (%), by Treatment Type 2024 & 2032
- Figure 115: South America AI in Oncology Market Revenue (Million), by Application 2024 & 2032
- Figure 116: South America AI in Oncology Market Volume (K Unit), by Application 2024 & 2032
- Figure 117: South America AI in Oncology Market Revenue Share (%), by Application 2024 & 2032
- Figure 118: South America AI in Oncology Market Volume Share (%), by Application 2024 & 2032
- Figure 119: South America AI in Oncology Market Revenue (Million), by Country 2024 & 2032
- Figure 120: South America AI in Oncology Market Volume (K Unit), by Country 2024 & 2032
- Figure 121: South America AI in Oncology Market Revenue Share (%), by Country 2024 & 2032
- Figure 122: South America AI in Oncology Market Volume Share (%), by Country 2024 & 2032
List of Tables
- Table 1: Global AI in Oncology Market Revenue Million Forecast, by Region 2019 & 2032
- Table 2: Global AI in Oncology Market Volume K Unit Forecast, by Region 2019 & 2032
- Table 3: Global AI in Oncology Market Revenue Million Forecast, by Component 2019 & 2032
- Table 4: Global AI in Oncology Market Volume K Unit Forecast, by Component 2019 & 2032
- Table 5: Global AI in Oncology Market Revenue Million Forecast, by Cancer Type 2019 & 2032
- Table 6: Global AI in Oncology Market Volume K Unit Forecast, by Cancer Type 2019 & 2032
- Table 7: Global AI in Oncology Market Revenue Million Forecast, by Treatment Type 2019 & 2032
- Table 8: Global AI in Oncology Market Volume K Unit Forecast, by Treatment Type 2019 & 2032
- Table 9: Global AI in Oncology Market Revenue Million Forecast, by Application 2019 & 2032
- Table 10: Global AI in Oncology Market Volume K Unit Forecast, by Application 2019 & 2032
- Table 11: Global AI in Oncology Market Revenue Million Forecast, by Region 2019 & 2032
- Table 12: Global AI in Oncology Market Volume K Unit Forecast, by Region 2019 & 2032
- Table 13: Global AI in Oncology Market Revenue Million Forecast, by Country 2019 & 2032
- Table 14: Global AI in Oncology Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 15: Global AI in Oncology Market Revenue Million Forecast, by Country 2019 & 2032
- Table 16: Global AI in Oncology Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 17: Global AI in Oncology Market Revenue Million Forecast, by Country 2019 & 2032
- Table 18: Global AI in Oncology Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 19: Global AI in Oncology Market Revenue Million Forecast, by Country 2019 & 2032
- Table 20: Global AI in Oncology Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 21: Global AI in Oncology Market Revenue Million Forecast, by Country 2019 & 2032
- Table 22: Global AI in Oncology Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 23: Global AI in Oncology Market Revenue Million Forecast, by Component 2019 & 2032
- Table 24: Global AI in Oncology Market Volume K Unit Forecast, by Component 2019 & 2032
- Table 25: Global AI in Oncology Market Revenue Million Forecast, by Cancer Type 2019 & 2032
- Table 26: Global AI in Oncology Market Volume K Unit Forecast, by Cancer Type 2019 & 2032
- Table 27: Global AI in Oncology Market Revenue Million Forecast, by Treatment Type 2019 & 2032
- Table 28: Global AI in Oncology Market Volume K Unit Forecast, by Treatment Type 2019 & 2032
- Table 29: Global AI in Oncology Market Revenue Million Forecast, by Application 2019 & 2032
- Table 30: Global AI in Oncology Market Volume K Unit Forecast, by Application 2019 & 2032
- Table 31: Global AI in Oncology Market Revenue Million Forecast, by Country 2019 & 2032
- Table 32: Global AI in Oncology Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 33: United States AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 34: United States AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 35: Canada AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 36: Canada AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 37: Mexico AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 38: Mexico AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 39: Global AI in Oncology Market Revenue Million Forecast, by Component 2019 & 2032
- Table 40: Global AI in Oncology Market Volume K Unit Forecast, by Component 2019 & 2032
- Table 41: Global AI in Oncology Market Revenue Million Forecast, by Cancer Type 2019 & 2032
- Table 42: Global AI in Oncology Market Volume K Unit Forecast, by Cancer Type 2019 & 2032
- Table 43: Global AI in Oncology Market Revenue Million Forecast, by Treatment Type 2019 & 2032
- Table 44: Global AI in Oncology Market Volume K Unit Forecast, by Treatment Type 2019 & 2032
- Table 45: Global AI in Oncology Market Revenue Million Forecast, by Application 2019 & 2032
- Table 46: Global AI in Oncology Market Volume K Unit Forecast, by Application 2019 & 2032
- Table 47: Global AI in Oncology Market Revenue Million Forecast, by Country 2019 & 2032
- Table 48: Global AI in Oncology Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 49: Germany AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 50: Germany AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 51: United Kingdom AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 52: United Kingdom AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 53: France AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 54: France AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 55: Italy AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 56: Italy AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 57: Spain AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 58: Spain AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 59: Rest of Europe AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 60: Rest of Europe AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 61: Global AI in Oncology Market Revenue Million Forecast, by Component 2019 & 2032
- Table 62: Global AI in Oncology Market Volume K Unit Forecast, by Component 2019 & 2032
- Table 63: Global AI in Oncology Market Revenue Million Forecast, by Cancer Type 2019 & 2032
- Table 64: Global AI in Oncology Market Volume K Unit Forecast, by Cancer Type 2019 & 2032
- Table 65: Global AI in Oncology Market Revenue Million Forecast, by Treatment Type 2019 & 2032
- Table 66: Global AI in Oncology Market Volume K Unit Forecast, by Treatment Type 2019 & 2032
- Table 67: Global AI in Oncology Market Revenue Million Forecast, by Application 2019 & 2032
- Table 68: Global AI in Oncology Market Volume K Unit Forecast, by Application 2019 & 2032
- Table 69: Global AI in Oncology Market Revenue Million Forecast, by Country 2019 & 2032
- Table 70: Global AI in Oncology Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 71: China AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 72: China AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 73: Japan AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 74: Japan AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 75: India AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 76: India AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 77: Australia AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 78: Australia AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 79: South Korea AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 80: South Korea AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 81: Rest of Asia Pacific AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 82: Rest of Asia Pacific AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 83: Global AI in Oncology Market Revenue Million Forecast, by Component 2019 & 2032
- Table 84: Global AI in Oncology Market Volume K Unit Forecast, by Component 2019 & 2032
- Table 85: Global AI in Oncology Market Revenue Million Forecast, by Cancer Type 2019 & 2032
- Table 86: Global AI in Oncology Market Volume K Unit Forecast, by Cancer Type 2019 & 2032
- Table 87: Global AI in Oncology Market Revenue Million Forecast, by Treatment Type 2019 & 2032
- Table 88: Global AI in Oncology Market Volume K Unit Forecast, by Treatment Type 2019 & 2032
- Table 89: Global AI in Oncology Market Revenue Million Forecast, by Application 2019 & 2032
- Table 90: Global AI in Oncology Market Volume K Unit Forecast, by Application 2019 & 2032
- Table 91: Global AI in Oncology Market Revenue Million Forecast, by Country 2019 & 2032
- Table 92: Global AI in Oncology Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 93: GCC AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 94: GCC AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 95: South Africa AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 96: South Africa AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 97: Rest of Middle East and Africa AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 98: Rest of Middle East and Africa AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 99: Global AI in Oncology Market Revenue Million Forecast, by Component 2019 & 2032
- Table 100: Global AI in Oncology Market Volume K Unit Forecast, by Component 2019 & 2032
- Table 101: Global AI in Oncology Market Revenue Million Forecast, by Cancer Type 2019 & 2032
- Table 102: Global AI in Oncology Market Volume K Unit Forecast, by Cancer Type 2019 & 2032
- Table 103: Global AI in Oncology Market Revenue Million Forecast, by Treatment Type 2019 & 2032
- Table 104: Global AI in Oncology Market Volume K Unit Forecast, by Treatment Type 2019 & 2032
- Table 105: Global AI in Oncology Market Revenue Million Forecast, by Application 2019 & 2032
- Table 106: Global AI in Oncology Market Volume K Unit Forecast, by Application 2019 & 2032
- Table 107: Global AI in Oncology Market Revenue Million Forecast, by Country 2019 & 2032
- Table 108: Global AI in Oncology Market Volume K Unit Forecast, by Country 2019 & 2032
- Table 109: Brazil AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 110: Brazil AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 111: Argentina AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 112: Argentina AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
- Table 113: Rest of South America AI in Oncology Market Revenue (Million) Forecast, by Application 2019 & 2032
- Table 114: Rest of South America AI in Oncology Market Volume (K Unit) Forecast, by Application 2019 & 2032
Frequently Asked Questions
1. What is the projected Compound Annual Growth Rate (CAGR) of the AI in Oncology Market?
The projected CAGR is approximately 35.51%.
2. Which companies are prominent players in the AI in Oncology Market?
Key companies in the market include IBM Corporation, Digital Diagnostics Inc, PathAI, Medtronic, NVIDIA Corporation, GE Healthcare, Siemens Healthineers AG, Azra AI, Median Technologies Inc, Intel Corporation, ConcertAI LLC.
3. What are the main segments of the AI in Oncology Market?
The market segments include Component, Cancer Type, Treatment Type, Application.
4. Can you provide details about the market size?
The market size is estimated to be USD 1.46 Million as of 2022.
5. What are some drivers contributing to market growth?
Surging Advancements in Healthcare Infrastructure; Increasing Prevalence of Cancer; Rising Demand for Early and Accurate Diagnosis of Cancer.
6. What are the notable trends driving market growth?
Chemotherapy Segment is Expected to Have a Highest Growth Rate in the Forecast Period.
7. Are there any restraints impacting market growth?
High Initial Costs and Concerns over the Replacement of Human Workforce.
8. Can you provide examples of recent developments in the market?
In September 2021, Owkin, Inc., in collaboration with Cleveland Clinic researchers, announced the development of a deep-learning model that predicts survival and health outcomes for hepatocellular carcinoma.
9. What pricing options are available for accessing the report?
Pricing options include single-user, multi-user, and enterprise licenses priced at USD 4750, USD 5250, and USD 8750 respectively.
10. Is the market size provided in terms of value or volume?
The market size is provided in terms of value, measured in Million and volume, measured in K Unit.
11. Are there any specific market keywords associated with the report?
Yes, the market keyword associated with the report is "AI in Oncology Market," which aids in identifying and referencing the specific market segment covered.
12. How do I determine which pricing option suits my needs best?
The pricing options vary based on user requirements and access needs. Individual users may opt for single-user licenses, while businesses requiring broader access may choose multi-user or enterprise licenses for cost-effective access to the report.
13. Are there any additional resources or data provided in the AI in Oncology Market report?
While the report offers comprehensive insights, it's advisable to review the specific contents or supplementary materials provided to ascertain if additional resources or data are available.
14. How can I stay updated on further developments or reports in the AI in Oncology Market?
To stay informed about further developments, trends, and reports in the AI in Oncology Market, consider subscribing to industry newsletters, following relevant companies and organizations, or regularly checking reputable industry news sources and publications.
Methodology
Step 1 - Identification of Relevant Samples Size from Population Database



Step 2 - Approaches for Defining Global Market Size (Value, Volume* & Price*)

Note*: In applicable scenarios
Step 3 - Data Sources
Primary Research
- Web Analytics
- Survey Reports
- Research Institute
- Latest Research Reports
- Opinion Leaders
Secondary Research
- Annual Reports
- White Paper
- Latest Press Release
- Industry Association
- Paid Database
- Investor Presentations

Step 4 - Data Triangulation
Involves using different sources of information in order to increase the validity of a study
These sources are likely to be stakeholders in a program - participants, other researchers, program staff, other community members, and so on.
Then we put all data in single framework & apply various statistical tools to find out the dynamic on the market.
During the analysis stage, feedback from the stakeholder groups would be compared to determine areas of agreement as well as areas of divergence