Artificial Intelligence in Banking Market Share, Size, Trends, Industry Analysis Report, By Component (Service, Solution); By Technology; By Enterprise Size; By Application; By Region; Segment Forecast, 2024 - 2032

Artificial Intelligence in Banking Market Share, Size, Trends, Industry Analysis Report, By Component (Service, Solution); By Technology; By Enterprise Size; By Application; By Region; Segment Forecast, 2024 - 2032



The artificial intelligence in banking market size is expected to reach USD 236.70 Billion by 2032, according to a new study by Polaris Market Research. The report “Artificial Intelligence in Banking Market Share, Size, Trends, Industry Analysis Report, By Component (Service, Solution); By Technology; By Enterprise Size; By Application; By Region; Segment Forecast, 2024 - 2032” gives a detailed insight into current market dynamics and provides analysis on future market growth.

Increasing demand for fraud detection AI software is playing an important role in driving the rapid growth of artificial intelligence (AI) in the banking industry. As the number of financial transactions and digital interactions grows, the banking industry must deal with increasingly sophisticated and diverse types of fraud. In response to the changing threat landscape, banks and financial institutions are relying on advanced AI solutions for fraud detection. These AI-powered systems use machine learning algorithms and predictive analytics to analyze massive amounts of data in real-time, detecting patterns and anomalies that could indicate fraudulent activity. The effectiveness and efficiency of AI-based fraud detection not only improve security measures but also significantly increase operational efficiency.

Artificial intelligence in the banking sector refers to the application of AI technologies within financial institutions. Banks can efficiently analyze large datasets using artificial intelligence, allowing them to predict the latest market trends, currency fluctuations, and equity movements in the financial services industry.

Banks are increasingly integrating AI-powered systems to improve the accuracy, safety, and profitability of their credit and loan assessment processes. Currently, many banks must rely on traditional factors such as credit scores, credit history, and customer references to determine the creditworthiness of both individuals and businesses. A loan and credit system powered by Artificial Intelligence can analyze the behaviors and patterns of customers with limited credit history, resulting in a more accurate assessment of their creditworthiness. Furthermore, the system can proactively notify banks of specific behaviors that may increase the risk of default. To summarize, these technologies will play a critical role in reshaping the consumer lending landscape.

Artificial intelligence is playing a crucial role in improving the security of banking systems. Previously, banks relied heavily on traditional rule-based Anti-Money Laundering (AML) transaction monitoring and name screening systems, which were frequently susceptible to errors. Given the growing number of fraud-related crimes and the dynamic nature of fraud patterns, advanced AI elements are being integrated into the existing systems.

Artificial Intelligence in Banking Market Report Highlights

The large enterprise segment held the largest market share in 2023. They are witnessing growth in the AI banking market owing to their capacity to invest in refined AI technologies.

The services segment witnessed for the fastest market growth in 2023, due to the rising number of software installed in the small, mid, and large sized banks.

Asia-Pacific has witnessed the fastest growth in the artificial intelligence in banking market, due to the adoption of AI technology and rising digitization of the banking sector in region.

The key market players include Amazon Web Services, Inc., Capital One, Cisco Systems, Inc., FAIR ISAAC CORPORATION (FICO), Goldman Sachs, International Business Machines Corporation, JPMorgan Chase & Co., NVIDIA Corporation, RapidMiner, and SAP SE.

Polaris Market Research has segmented the artificial intelligence in banking market report based on component, technology, enterprise size, application, and country:

Artificial Intelligence in Banking, Component Outlook (Revenue - USD Billion, 2019 - 2032)

Service

Solution

Artificial Intelligence in Banking, Technology Outlook (Revenue - USD Billion, 2019 - 2032)

Natural Language Processing (NLP)

Machine Learning & Deep Learning

Computer vision

Others

Artificial Intelligence in Banking, Enterprise Size Outlook (Revenue - USD Billion, 2019 - 2032)

Large Enterprise

SMEs

Artificial Intelligence in Banking, Application Outlook (Revenue - USD Billion, 2019 - 2032)

Risk Management

Customer Service

Virtual Assistant

Financial Advisory

Others

Artificial Intelligence in Banking, Regional Outlook (Revenue - USD Billion, 2019 - 2032)

North America

Europe

Asia-Pacific

Latin America

Middle East Africa


1. Introduction
1.1. Report Description
1.1.1. Objectives of the Study
1.1.2. Market Scope
1.1.3. Assumptions
1.2. Stakeholders
2. Executive Summary
2.1. Market Highlights
3. Research Methodology
3.1. Overview
3.1.1. Data Mining
3.2. Data Sources
3.2.1. Primary Sources
3.2.2. Secondary Sources
4. Global Artificial Intelligence In Banking Market Insights
4.1. Artificial Intelligence In Banking – Industry Snapshot
4.2. Artificial Intelligence In Banking Market Dynamics
4.2.1. Drivers and Opportunities
4.2.1.1. Rise in investment by banks in Artificial Intelligence will drive the growth of the market.
4.2.1.2. Increasing demand for fraud detection AI software facilitate the growth of the market.
4.2.2. Restraints and Challenges
4.2.2.1. Data security and safety concerns hamper on the growth of the market.
4.3. Porter’s Five Forces Analysis
4.3.1. Bargaining Power of Suppliers (Moderate)
4.3.2. Threats of New Entrants: (Low)
4.3.3. Bargaining Power of Buyers (Moderate)
4.3.4. Threat of Substitute (Moderate)
4.3.5. Rivalry among existing firms (High)
4.4. PESTLE Analysis
4.5. Artificial Intelligence In Banking Industry Trends
4.6. Value Chain Analysis
4.7. COVID-19 Impact Analysis
5. Global Artificial Intelligence In Banking Market, by Component
5.1. Key Findings
5.2. Introduction
5.2.1. Global Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
5.3. Service
5.3.1. Global Artificial Intelligence In Banking Market, by Service, by Region, 2019-2032 (USD Billion)
5.4. Solution
5.4.1. Global Artificial Intelligence In Banking Market, by Solution, by Region, 2019-2032 (USD Billion)
6. Global Artificial Intelligence In Banking Market, by Technology
6.1. Key Findings
6.2. Introduction
6.2.1. Global Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
6.3. Natural Language Processing (NLP)
6.3.1. Global Artificial Intelligence In Banking Market, by Natural Language Processing (NLP), by Region, 2019-2032 (USD Billion)
6.4. Machine Learning & Deep Learning
6.4.1. Global Artificial Intelligence In Banking Market, by Machine Learning & Deep Learning, by Region, 2019-2032 (USD Billion)
6.5. Computer vision
6.5.1. Global Artificial Intelligence In Banking Market, by Computer vision, by Region, 2019-2032 (USD Billion)
6.6. Others
6.6.1. Global Artificial Intelligence In Banking Market, by Others, by Region, 2019-2032 (USD Billion)
7. Global Artificial Intelligence In Banking Market, by Enterprise Size
7.1. Key Findings
7.2. Introduction
7.2.1. Global Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
7.3. Large Enterprise
7.3.1. Global Artificial Intelligence In Banking Market, by Large Enterprise, by Region, 2019-2032 (USD Billion)
7.4. SMEs
7.4.1. Global Artificial Intelligence In Banking Market, by SMEs, by Region, 2019-2032 (USD Billion)
8. Global Artificial Intelligence In Banking Market, by Application
8.1. Key Findings
8.2. Introduction
8.2.1. Global Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
8.3. Risk Management
8.3.1. Global Artificial Intelligence In Banking Market, by Risk Management, by Region, 2019-2032 (USD Billion)
8.4. Customer Service
8.4.1. Global Artificial Intelligence In Banking Market, by Customer Service, by Region, 2019-2032 (USD Billion)
8.5. Virtual Assistant
8.5.1. Global Artificial Intelligence In Banking Market, by Virtual Assistant, by Region, 2019-2032 (USD Billion)
8.6. Financial Advisory
8.6.1. Global Artificial Intelligence In Banking Market, by Financial Advisory, by Region, 2019-2032 (USD Billion)
8.7. Others
8.7.1. Global Artificial Intelligence In Banking Market, by Others, by Region, 2019-2032 (USD Billion)
9. Global Artificial Intelligence In Banking Market, by Geography
9.1. Key findings
9.2. Introduction
9.2.1. Artificial Intelligence In Banking Market Assessment, By Geography, 2019-2032 (USD Billion)
9.3. Artificial Intelligence In Banking Market – North America
9.3.1. North America: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.3.2. North America: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.3.3. North America: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.3.4. North America: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.3.5. Artificial Intelligence In Banking Market – U.S.
9.3.5.1. U.S.: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.3.5.2. U.S.: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.3.5.3. U.S.: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.3.5.4. U.S.: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.3.6. Artificial Intelligence In Banking Market – Canada
9.3.6.1. Canada: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.3.6.2. Canada: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.3.6.3. Canada: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.3.6.4. Canada: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.4. Artificial Intelligence In Banking Market – Europe
9.4.1. Europe: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.4.2. Europe: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.4.3. Europe: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.4.4. Europe: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.4.5. Artificial Intelligence In Banking Market – UK
9.4.5.1. UK: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.4.5.2. UK: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.4.5.3. UK: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.4.5.4. UK: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.4.6. Artificial Intelligence In Banking Market – France
9.4.6.1. France: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.4.6.2. France: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.4.6.3. France: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.4.6.4. France: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.4.7. Artificial Intelligence In Banking Market – Germany
9.4.7.1. Germany: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.4.7.2. Germany: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.4.7.3. Germany: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.4.7.4. Germany: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.4.8. Artificial Intelligence In Banking Market – Italy
9.4.8.1. Italy: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.4.8.2. Italy: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.4.8.3. Italy: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.4.8.4. Italy: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.4.9. Artificial Intelligence In Banking Market – Spain
9.4.9.1. Spain: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.4.9.2. Spain: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.4.9.3. Spain: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.4.9.4. Spain: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.4.10. Artificial Intelligence In Banking Market – Netherlands
9.4.10.1. Netherlands: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.4.10.2. Netherlands: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.4.10.3. Netherlands: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.4.10.4. Netherlands: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.4.11. Artificial Intelligence In Banking Market – Russia
9.4.11.1. Russia: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.4.11.2. Russia.: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.4.11.3. Russia: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.4.11.4. Russia: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.5. Artificial Intelligence In Banking Market – Asia Pacific
9.5.1. Asia Pacific: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.5.2. Asia Pacific: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.5.3. Asia Pacific: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.5.4. Asia Pacific: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.5.5. Artificial Intelligence In Banking Market – China
9.5.5.1. China: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.5.5.2. China.: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.5.5.3. China: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.5.5.4. China: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.5.6. Artificial Intelligence In Banking Market – India
9.5.6.1. India: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.5.6.2. India.: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.5.6.3. India: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.5.6.4. India: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.5.7. Artificial Intelligence In Banking Market – Japan
9.5.7.1. Japan: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.5.7.2. Japan.: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.5.7.3. Japan: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.5.7.4. Japan: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.5.8. Artificial Intelligence In Banking Market – Malaysia
9.5.8.1. Malaysia: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.5.8.2. Malaysia.: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.5.8.3. Malaysia: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.5.8.4. Malaysia: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.5.9. Artificial Intelligence In Banking Market – Indonesia
9.5.9.1. Indonesia: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.5.9.2. Indonesia.: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.5.9.3. Indonesia: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.5.9.4. Indonesia: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.5.10. Artificial Intelligence In Banking Market – South Korea
9.5.10.1. South Korea: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.5.10.2. South Korea.: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.5.10.3. South Korea: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.5.10.4. South Korea: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.6. Artificial Intelligence In Banking Market – Middle East & Africa
9.6.1. Middle East & Africa: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.6.2. Middle East & Africa: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.6.3. Middle East & Africa: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.6.4. Middle East & Africa: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.6.5. Artificial Intelligence In Banking Market – Saudi Arabia
9.6.5.1. Saudi Arabia: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.6.5.2. Saudi Arabia: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.6.5.3. Saudi Arabia: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.6.5.4. Saudi Arabia: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.6.6. Artificial Intelligence In Banking Market – South Africa
9.6.6.1. South Africa: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.6.6.2. South Africa: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.6.6.3. South Africa: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.6.6.4. South Africa: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.6.7. Artificial Intelligence In Banking Market – Israel
9.6.7.1. Israel: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.6.7.2. Israel: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.6.7.3. Israel: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.6.7.4. Israel: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.6.8. Artificial Intelligence In Banking Market – UAE
9.6.8.1. UAE: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.6.8.2. UAE: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.6.8.3. UAE: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.6.8.4. UAE: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.7. Artificial Intelligence In Banking Market – Latin America
9.7.1. Latin America: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.7.2. Latin America: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.7.3. Latin America: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.7.4. Latin America: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.7.5. Artificial Intelligence In Banking Market – Mexico
9.7.5.1. Mexico: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.7.5.2. Mexico: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.7.5.3. Mexico: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.7.5.4. Mexico: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.7.6. Artificial Intelligence In Banking Market – Brazil
9.7.6.1. Brazil: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.7.6.2. Brazil: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.7.6.3. Brazil: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.7.6.4. Brazil: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
9.7.7. Artificial Intelligence In Banking Market – Argentina
9.7.7.1. Argentina: Artificial Intelligence In Banking Market, by Component, 2019-2032 (USD Billion)
9.7.7.2. Argentina: Artificial Intelligence In Banking Market, by Application, 2019-2032 (USD Billion)
9.7.7.3. Argentina: Artificial Intelligence In Banking Market, by Technology, 2019-2032 (USD Billion)
9.7.7.4. Argentina: Artificial Intelligence In Banking Market, by Enterprise Size, 2019-2032 (USD Billion)
10. Competitive Landscape
10.1. Expansion and Acquisition Analysis
10.1.1. Expansion
10.1.2. Acquisitions
10.2. Partnerships/Collaborations/Agreements/Exhibitions
11. Company Profiles
11.1. Amazon Web Services, Inc
11.1.1. Company Overview
11.1.2. Financial Performance
11.1.3. Product Benchmarking
11.1.4. Recent Development
11.2. Capital One
11.2.1. Company Overview
11.2.2. Financial Performance
11.2.3. Product Benchmarking
11.2.4. Recent Development
11.3. Cisco Systems, Inc
11.3.1. Company Overview
11.3.2. Financial Performance
11.3.3. Product Benchmarking
11.3.4. Recent Development
11.4. FAIR ISAAC CORPORATION (FICO)
11.4.1. Company Overview
11.4.2. Financial Performance
11.4.3. Product Benchmarking
11.4.4. Recent Development
11.5. Goldman Sachs
11.5.1. Company Overview
11.5.2. Financial Performance
11.5.3. Product Benchmarking
11.5.4. Recent Development
11.6. International Business Machines Corporation
11.6.1. Company Overview
11.6.2. Financial Performance
11.6.3. Product Benchmarking
11.6.4. Recent Development
11.7. JPMorgan Chase & Co
11.7.1. Company Overview
11.7.2. Financial Performance
11.7.3. Product Benchmarking
11.7.4. Recent Development
11.8. NVIDIA Corporation
11.8.1. Company Overview
11.8.2. Financial Performance
11.8.3. Product Benchmarking
11.8.4. Recent Development
11.9. RapidMiner
11.9.1. Company Overview
11.9.2. Financial Performance
11.9.3. Product Benchmarking
11.9.4. Recent Development
11.10. RapidMiner
11.10.1. Company Overview
11.10.2. Financial Performance
11.10.3. Product Benchmarking
11.10.4. Recent Development

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