Artificial Intelligence (AI) Market by Offering (Hardware, Software), Technology (ML (Deep Learning (LLM, Transformers (GPT 1, 2, 3, 4)), NLP, Computer Vision), Business Function, Vertical, and Region - Global Forecast to 2030

Artificial Intelligence (AI) Market by Offering (Hardware, Software), Technology (ML (Deep Learning (LLM, Transformers (GPT 1, 2, 3, 4)), NLP, Computer Vision), Business Function, Vertical, and Region - Global Forecast to 2030



The artificial intelligence market size to grow from USD 150.2 billion in 2023 to USD 1,345.2 billion by 2030, at a Compound Annual Growth Rate (CAGR) of 36.8% during the forecast period. Businesses harness the power of artificial intelligence (AI) to streamline job processes and aggregate business data effectively. Artificial Intelligence utilizes extensive data to recognize patterns in users' search behaviors, providing them with more pertinent information based on their specific circumstances. With the continuous advancement of AI technology and the growing usage of devices, users can anticipate an increasingly personalized and customizable experience.

Based on technology Machine Learning to register for the largest market size during the forecast period

Based on technology, the artificial intelligence market is segmented into Machine Learning, NLP, Context Awareness, and Computer Vision. Machine learning plays a crucial role in advancing artificial intelligence technology. It leverages statistical models and algorithms to enable computers to automatically learn from data, identify complex patterns, and make data-driven predictions or decisions. Machine learning also empowers AI systems to adapt, improve, and optimize their performance based on available data, leading to intelligent and autonomous behavior. Consequently, during the forecast period, machine learning technology is anticipated to hold the largest market size.

The supply chain management segment to account for the highest CAGR during the forecast period

Based on business function, the artificial intelligence market is segmented into finance, security, human resources, marketing and sales, operations, supply chain management and law. Artificial intelligence technology revolutionizes supply chain management by leveraging advanced machine learning algorithms and predictive analytics. The application of artificial intelligence in supply chain management empowers organizations to make data-driven decisions, automate routine tasks, and optimize resource allocation, ultimately driving cost savings, improved productivity, and competitive advantage in today's complex business landscape. During the forecast period the supply chain management is anticipated to grow at the highest CAGR.

North America to account for the largest market size during the forecast period

North America is estimated to account for the largest share in the artificial intelligence market. The adoption of artificial intelligence (AI) in North America is experiencing significant growth across various industries. Companies are leveraging AI technologies such as machine learning, natural language processing (NLP), and computer vision to enhance operations, improve customer experiences, and drive innovation. The region's robust AI ecosystem, well-established infrastructure, and abundance of skilled talent contribute to its leadership in AI adoption, fostering remarkable technological advancements and substantial economic growth.

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the artificial intelligence market.

By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%

By Designation: C-Level Executives: 35%, D-Level Executives: 25%, and Others: 40%

By Region: North America: 40%, Asia Pacific: 30%, Europe: 20%, Middle East & Africa: 5%, Latin America: 5%

The report includes the study of key players offering artificial intelligence. It profiles major vendors in the artificial intelligence market. The major players in the artificial intelligence market include Google (US), Microsoft (US), IBM (US), Oracle (US), AWS (US), Intel (US), Salesforce (US), SAP (Germany), Cisco (US), Meta (US), HPE (US), Siemens (Germany), Huawei (China), NVIDIA (US), Baidu (China), SAS Institute (US), OpenAI (US), H2O.ai (US), iFLYTEK (China), Alibaba Cloud (China), General Vision (US), Darktrace (UK), Blackberry Limited (Canada), DiDi Global (China), Face++ (China), Inbenta (US), Anju Software (US), Butterfly Network (US), Atomwise (US), AIBrain (US), SK Hynix (South Korea), Progress (US), PrecisionHawk (US), AgEagle Aerial System (US), Neurala (US), Twitter (US), Aurea Software (US), Persado (US), 8x8 (US), Appier (Taiwan), GumGum (US), IPRO (US), Graphcore (UK), Preferred Networks (Japan), Applied Brain Research (Canada), Pilot AI (US), Iris Automation (US), Gamaya (Switzerland), ec2ce (Spain), Descartes Labs (US), Mythic (US), Ada (Canada), Mostly AI (Austria), Sentient.io (Singapore), Lumen5 (Canada), AI Superior (Germany), Fosfor (India), Intrinsic (US), Jasper (US), Soundful (US), Writesonic (US), One AI (Israel).

Research Coverage

The market study covers the artificial intelligence market across segments. It aims at estimating the market size and the growth potential of this market across different segments, such as offering, technology, business function, vertical, and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall artificial intelligence market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

Analysis of key drivers (Growth in the adoption of autonomous artificial intelligence, Rising advancement and innovations in AI technology, Rising advancement in deep learning and growth of data based AI), restraints (Shortage of skilled AI professionals, Issues related with data availability and quality), opportunities (Rapid growth in the digital data form various sources, Rising investment in AI research and development by businesses and government), and challenges (Data privacy and security concerns, Concerns related to inaccurately and bias generated output) influencing the growth of the AI market

Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the AI market.

Market Development: Comprehensive information about lucrative markets – the report analyses the AI market across varied regions

Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in AI market strategies; the report also helps stakeholders understand the pulse of the AI market and provides them with information on key market drivers, restraints, challenges, and opportunities

Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players such as Google (US), Microsoft (US), IBM (US), Oracle (US), AWS (US), Intel (US), Salesforce (US), and SAP (Germany), among others in the AI market.


1 Introduction
1.1 Study Objectives
1.2 Market Definition
1.2.1 Inclusions & Exclusions
1.3 Market Scope
1.3.1 Market Segmentation
1.3.2 Regions Covered
1.3.3 Years Considered
1.4 Currency Considered
Table 1 Usd Exchange Rates, 2020–2022
1.5 Stakeholders
1.6 Summary Of Changes
1.6.1 Impact Of Recession
2 Research Methodology
2.1 Research Data
Figure 1 Research Design
2.1.1 Secondary Data
2.1.2 Primary Data
Table 2 Primary Interviews
2.1.2.1 Breakup Of Primary Profiles
2.1.2.2 Key Industry Insights
2.2 Data Triangulation
Figure 2 Data Triangulation
2.3 Market Size Estimation
Figure 3 Top-down And Bottom-up Approaches
2.3.1 Top-down Approach
2.3.2 Bottom-up Approach
Figure 4 Approach 1 (Supply-side): Revenue From Solutions/Services Of Artificial Intelligence
Figure 5 Approach 2 (Bottom-up, Supply-side): Collective Revenue From All Solutions/Services Of Artificial Intelligence
Figure 6 Approach 3 (Bottom-up, Supply-side): Collective Revenue From All Solutions/Services Of Artificial Intelligence
Figure 7 Approach 4 (Bottom-up, Demand-side): Share Of Artificial Intelligence Through Overall Spending
2.4 Market Forecast
Table 3 Factor Analysis
2.5 Assumptions
2.6 Limitations
2.7 Implication Of Recession On Global Artificial Intelligence Market
3 Executive Summary
Table 4 Artificial Intelligence Market Size And Growth Rate, 2017–2022 (Usd Million, Y-o-y Growth)
Table 5 Artificial Intelligence Market Size And Growth Rate, 2023–2030 (Usd Million, Y-o-y Growth)
Figure 8 Software To Be Dominant Artificial Intelligence Market In 2023
Figure 9 Accelerators To Dominate Artificial Intelligence Hardware Market In 2023
Figure 10 Graphics Processing Units To Dominate Over Other Processors In Artificial Intelligence Processors In 2023
Figure 11 Pre-trained Models To Lead Market Among Artificial Intelligence Software Types In 2023
Figure 12 Cloud Deployment To Account For Largest Market Size In Artificial Intelligence Software Deployment Market In 2023
Figure 13 Professional Services To Lead Market For Artificial Intelligence Services In 2023
Figure 14 Consulting Services To Be Leading Professional Services Market For Artificial Intelligence In 2023
Figure 15 Machine Learning To Be Most Preferred Technology In Artificial Intelligence Market In 2023
Figure 16 Deep Learning To Dominate Among Machine Learning Technologies In Artificial Intelligence Market In 2023
Figure 17 Natural Language Understanding To Be Preferred Over Generation In Artificial Intelligence Market In 2023
Figure 18 Marketing & Sales To Be Leading Business Function In Artificial Intelligence Market In 2023
Figure 19 Bfsi Vertical To Account For Largest Market In 2023
Figure 20 North America Market To Account For Largest Share In 2023
4 Premium Insights
4.1 Attractive Opportunities For Artificial Intelligence Market Players
Figure 21 Rising Investments In Artificial Intelligence Research & Development To Drive Market Growth
4.2 Overview Of Recession In Global Artificial Intelligence Market
Figure 22 Artificial Intelligence Market To Witness Minor Decline In Y-o-y Growth In 2023
4.3 Artificial Intelligence Market, By Key Business Function
Figure 23 Marketing & Sales Business Function To Account For Largest Artificial Intelligence Market During Forecast Period
4.4 Artificial Intelligence Market, By Key Offering And Vertical
Figure 24 Software And Bfsi To Lead Respective Segments In Artificial Intelligence Market In 2023
4.5 Artificial Intelligence Market, By Region
Figure 25 North America To Dominate Artificial Intelligence Market In 2023
5 Market Overview And Industry Trends
5.1 Introduction
5.2 Market Dynamics
Figure 26 Drivers, Restraints, Opportunities, And Challenges: Artificial Intelligence Market
5.2.1 Drivers
5.2.1.1 Growth In Adoption Of Autonomous Artificial Intelligence
5.2.1.2 Rise In Technological Advancements And Innovations
5.2.1.3 Advancements In Deep Learning And Growth Of Data-based Artificial Intelligence
5.2.2 Restraints
5.2.2.1 Shortage Of Skilled Artificial Intelligence Professionals
5.2.2.2 Issues Related To Data Availability And Quality
5.2.3 Opportunities
5.2.3.1 Rapid Growth In Digital Data From Various Sources
5.2.3.2 Rise In Investment In Research & Development By Businesses And Governments
5.2.4 Challenges
5.2.4.1 Data Privacy And Security Concerns
5.2.4.2 Concerns Related To Bias And Inaccurately Generated Output
5.3 Ethics And Implications Of Artificial Intelligence Development
5.3.1 Bias And Fairness
5.3.2 Accountability And Trust
5.3.3 Impact On Social Dynamics
5.3.4 Privacy And Security
5.3.5 Transparency And Explainability
5.4 Investments In Artificial Intelligence
Table 6 Major Investments In Artificial Intelligence, 2019–2023
5.5 Acquisitions In Artificial Intelligence Market
Table 7 Major Acquisitions In Artificial Intelligence Market Between 2019 And 2023
5.6 Evolution Of Artificial Intelligence Technology
5.6.1 Milestones Of Artificial Intelligence
Figure 27 Milestones Of Artificial Intelligence
5.6.2 Autonomy Levels Of Artificial Intelligence
5.6.2.1 Weak Artificial Intelligence/Artificial Narrow Intelligence (Ani)
5.6.2.2 Strong Artificial Intelligence
5.6.2.2.1 Artificial General Intelligence (Agi)
5.6.2.2.2 Artificial Super Intelligence (Asi)
5.7 Artificial Intelligence Market Ecosystem
Figure 28 Artificial Intelligence Ecosystem (Part 1/2)
Figure 29 Artificial Intelligence Ecosystem (Part 2/2)
Table 8 Artificial Intelligence Market: Hardware Providers
Table 9 Artificial Intelligence Market: Software Providers
Table 10 Artificial Intelligence Market: Platform Providers
Table 11 Artificial Intelligence Market: Network Providers
Table 12 Artificial Intelligence Market: Security Providers
Table 13 Artificial Intelligence Market: Service Providers
Table 14 Artificial Intelligence Market: Cloud Providers
5.8 Case Study Analysis
5.8.1 Retail & Ecommerce
5.8.1.1 Asos Used Microsoft Azure’s Ml Service To Reduce Time-to-market For Recommendations Model
5.8.1.2 Aws’ Technologies Helped Artfinder Offer Recommendations To Customers
5.8.1.3 Formosa Optical Approached Appier To Optimize Customer Satisfaction And Unblock Retail Opportunity
5.8.2 Healthcare & Life Sciences
5.8.2.1 Tamil Nadu Egovernance Agency (Tnega) Used An Ai-based Mobile App To Enable Screening Of People For Cataract
5.8.2.2 Inspire Used Ml To Connect Millions Of Patients And Caregivers On Aws
5.8.2.3 Ucsf Health Leverages H2o Document Artificial Intelligence To Automate Workflows In Healthcare
5.8.3 Bfsi
5.8.3.1 Humana Used Watson Assistant To Address Customer Queries
5.8.3.2 Paypal Collaborated With H2o.Ai To Improve Fraud Detection Accuracy And Decrease Its Time
5.8.3.3 Vanguard Institutional Utilized Persado To Scale Its Personalization Efforts For Customer Messages
5.8.4 Agriculture
5.8.4.1 Biochemical Company Built Digital Solution To Deliver Accurate Product Recommendations Using Artificial Intelligence
5.8.4.2 Agrochemical Company Used Precision Farming Solutions To Predict Mildew Disease In Crops
5.8.5 Manufacturing
5.8.5.1 Kia Motors America Relied On Artificial Intelligence Solutions From Sas To Improve Its Customer Satisfaction
5.8.5.2 Us-based Fortune 500 Home Appliances Corporation Approached Fosfor To Improve Its Warranty And After-sales Management
5.8.6 Construction
5.8.6.1 General Contractor Leveraged Alice On Silicon Valley Project To Save Millions
5.8.7 Education
5.8.7.1 Nc State University Leveraged Lumen5 To Boost Its Online Presence
5.8.8 Energy & Utilities
5.8.8.1 Kore.Ai Enabled Energy Company To Enhance Customer Service With Conversational Ai
5.8.9 Automotive
5.8.9.1 Zoox Approached Aws To Boost Development Of Self-driving Cars
5.8.10 Telecom
5.8.10.1 Vodafone Utilized Persado’s Motivation Ai To Develop Creative Campaigns Through Generative Ai
5.8.11 It/Ites
5.8.11.1 Twilio Leveraged Aisera’s Generative Ai Technology And Service To Scale It Operations
5.9 Technology Analysis
5.9.1 Key Technologies
5.9.1.1 Generative Ai
5.9.1.2 Conversational Ai
5.9.1.3 Autonomous Ai & Autonomous Agent
5.9.1.4 Automl
5.9.1.5 Causal Ai
5.9.1.6 Decision Intelligence
5.9.1.7 Mlops
5.9.1.8 Embedded Ai
5.9.1.9 Composite Ai
5.9.2 Adjacent Technologies
5.9.2.1 Predictive Analytics
5.9.2.2 Iot
5.9.2.3 Big Data
5.9.2.4 Augmented Reality
5.9.2.5 Virtual Reality
5.9.2.6 Sensors And Robotics
5.10 Value Chain Analysis
Figure 30 Artificial Intelligence: Value Chain Analysis
5.11 Porter’s Five Forces Analysis
Figure 31 Artificial Intelligence Market: Porter’s Five Forces Analysis
Table 15 Artificial Intelligence Market: Porter’s Five Forces Analysis
5.11.1 Threat Of New Entrants
5.11.2 Threat Of Substitutes
5.11.3 Bargaining Power Of Suppliers
5.11.4 Bargaining Power Of Buyers
5.11.5 Intensity Of Competitive Rivalry
5.12 Pricing Model Analysis
5.12.1 Indicative Pricing Of Key Offerings
Table 16 Pricing Analysis
5.12.2 Artificial Intelligence: Average Selling Prices
Figure 32 Average Selling Prices Of Key Companies (Usd)
5.13 Patent Analysis
5.13.1 Methodology
5.13.2 Document Type
Table 17 Patents Filed, 2013–2023
5.13.3 Innovation And Patent Applications
Figure 33 Annual Number Of Patents Granted, 2013–2023
5.13.3.1 Top Applicants
Figure 34 Top Ten Patent Applicant Companies, 2013–2023
Table 18 Top 20 Patent Owners In Market, 2013–2023
Table 19 List Of Major Patents In Artificial Intelligence Market, 2021–2023
Table 20 Moit- Regional Analysis Of Patents Granted, 2013–2023
5.14 Key Conferences And Events
Table 21 Detailed List Of Conferences And Events, 2023–2024
5.15 Tariff And Regulatory Landscape
5.15.1 Regulatory Bodies, Government Agencies, And Other Organizations
Table 22 North America: Regulatory Bodies, Government Agencies, And Other Organizations
Table 23 Europe: Regulatory Bodies, Government Agencies, And Other Organizations
Table 24 Asia Pacific: List Of Regulatory Bodies, Government Agencies, And Other Organizations
Table 25 Row: Regulatory Bodies, Government Agencies, And Other Organizations
5.15.2 North America
5.15.2.1 Us
5.15.2.1.1 California Consumer Privacy Act (Ccpa)
5.15.2.1.2 Health Insurance Portability And Accountability Act (Hipaa)
5.15.2.1.3 Artificial Intelligence Risk Management Framework 1.0 (Rmf)
5.15.2.2 Canada
5.15.2.2.1 Public Safety Canada Regulation
5.15.3 Europe
5.15.3.1 General Data Protection Regulation (Gdpr)
5.15.3.2 Eu Regulatory Framework For Ai
5.15.4 Asia Pacific
5.15.4.1 South Korea
5.15.4.1.1 Personal Information Protection Act (Pipa)
5.15.4.2 China
5.15.4.3 India
5.15.5 Middle East & Africa
5.15.5.1 Uae
5.15.5.1.1 Uae Ai Regulations
5.15.5.2 Ksa
5.15.5.2.1 Saudi Arabia National Ai Strategy
5.15.5.3 Bahrain
5.15.5.3.1 Bahrain Ai Ethics Framework
5.15.6 Latin America
5.15.6.1 Brazil
5.15.6.1.1 Brazil’s General Data Protection Law
5.15.6.2 Mexico
5.15.6.2.1 Mexico’s National Artificial Intelligence Strategy
5.16 Key Stakeholders And Buying Criteria
5.16.1 Key Stakeholders In Buying Process
Figure 35 Influence Of Stakeholders On Buying Process For Top Three Verticals
Table 26 Influence Of Stakeholders In Buying Process For Top Three Verticals
5.16.2 Buying Criteria
Figure 36 Key Buying Criteria For Top Three Verticals
Table 27 Key Buying Criteria For Top Three Verticals
5.17 Trends/Disruptions Impacting Buyers/Clients In Artificial Intelligence Market
Figure 37 Artificial Intelligence Market: Trends/Disruptions Impacting Buyers/Clients
5.18 Best Practices In Artificial Intelligence Market
5.19 Technology Roadmap
Table 28 Technology Roadmap Of Artificial Intelligence Market
5.20 Business Models
Figure 38 Business Models Of Artificial Intelligence Market
6 Artificial Intelligence Market, By Offering
6.1 Introduction
6.1.1 Offering: Artificial Intelligence Market Drivers
Figure 39 Artificial Intelligence Services To Grow At Highest Cagr During Forecast Period
Table 29 Artificial Intelligence Market, By Offering, 2017–2022 (Usd Million)
Table 30 Artificial Intelligence Market, By Offering, 2023–2030 (Usd Million)
6.2 Hardware
6.2.1 Rise In Competition Among Businesses
Figure 40 Accelerators To Witness Highest Cagr In Artificial Intelligence Hardware Market
Table 31 Artificial Intelligence Market, By Hardware, 2017–2022 (Usd Million)
Table 32 Artificial Intelligence Market, By Hardware, 2023–2030 (Usd Million)
Table 33 Hardware: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 34 Hardware: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.2.2 Accelerators
6.2.2.1 Rise In Demand For More Optimized Processing In Artificial Intelligence Applications
Table 35 Accelerators: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 36 Accelerators: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.2.3 Processors
6.2.3.1 Technological Advancements Pave Way For Smaller, More Powerful, And More Efficient Chips
Figure 41 Field Programmable Gate Arrays To Be Fastest-growing Artificial Intelligence Processors Market
Table 37 Artificial Intelligence Market, By Processor, 2017–2022 (Usd Million)
Table 38 Artificial Intelligence Market, By Processor, 2023–2030 (Usd Million)
Table 39 Processors: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 40 Processors: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.2.3.2 Microprocessing Units
Table 41 Microprocessing Units: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 42 Microprocessing Units: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.2.3.3 Graphics Processing Units
Table 43 Graphics Processing Units: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 44 Graphics Processing Units: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.2.3.4 Field Programmable Gate Arrays
Table 45 Field Programmable Gate Arrays: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 46 Field Programmable Gate Arrays: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.2.3.5 Other Processors
Table 47 Other Processors: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 48 Other Processors: Artificial Intelligence Market, By Region, 2023–2030(Usd Million)
6.2.4 Memory
6.2.4.1 Advancements In Specialized Solutions In Ai
Table 49 Memory: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 50 Memory: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.2.5 Network
6.2.5.1 Need To Offer Seamless Communication Between Various Components Within Network
Table 51 Network: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 52 Network: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.3 Software
6.3.1 Artificial Intelligence Software Synthesizes Data For Computers To Perform Complex Operations
Figure 42 Pre-trained Models Segment To Be Largest Market During Forecast Period
Table 53 Software: Artificial Intelligence Market, By Type, 2017–2022 (Usd Million)
Table 54 Software: Artificial Intelligence Market, By Type, 2023–2030 (Usd Million)
Table 55 Software: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 56 Software: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.3.2 Software: Artificial Intelligence Market, By Type
6.3.2.1 Pre-trained Models
Table 57 Pre-trained Models: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 58 Pre-trained Models: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.3.2.2 Customizable Ai
6.3.2.2.1 Tailoring Artificial Intelligence Models For Specific Requirements And Enhanced Performance
Table 59 Customizable Ai: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 60 Customizable Ai: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.3.2.3 Edge Ai
6.3.2.3.1 Need To Deploy Artificial Intelligence Algorithms Directly On Devices
Table 61 Edge Ai: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 62 Edge Ai: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.3.2.4 Ai Marketplaces
6.3.2.4.1 Need To Access And Leverage Wide Range Of Artificial Intelligence Resources
Table 63 Ai Marketplaces: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 64 Ai Marketplaces: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.3.3 Software: Artificial Intelligence Market, By Deployment
Figure 43 Cloud Deployment To Grow At Higher Cagr During Forecast Period
Table 65 Software: Artificial Intelligence Market, By Deployment, 2017–2022 (Usd Million)
Table 66 Software: Artificial Intelligence Market, By Deployment, 2023–2030 (Usd Million)
6.3.3.1 On-premises
6.3.3.1.1 Need For Stringent Data Privacy And Security Policies
Table 67 On-premises: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 68 On-premises: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.3.3.2 Cloud
6.3.3.2.1 Ability To Offer Flexibility In Terms Of Resource Allocation
Table 69 Cloud: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 70 Cloud: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.4 Services
6.4.1 Complex Algorithms Of Technologies Providing Online And Offline Support Services To Artificial Intelligence Vendors
Figure 44 Managed Services To Grow At Higher Cagr During Forecast Period
Table 71 Artificial Intelligence Market, By Service, 2017–2022 (Usd Million)
Table 72 Artificial Intelligence Market, By Service, 2023–2030 (Usd Million)
Table 73 Services: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 74 Services: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.4.2 Professional Services
6.4.2.1 Greater Need For Comprehensive Support For Deploying Power Of Artificial Solutions
Figure 45 Support & Maintenance Segment To Grow At Higher Cagr During Forecast Period
Table 75 Artificial Intelligence Market, By Professional Service, 2017–2022 (Usd Million)
Table 76 Artificial Intelligence Market, By Professional Service, 2023–2030 (Usd Million)
Table 77 Professional Services: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 78 Professional Services: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.4.2.1.1 Consulting Services
Table 79 Consulting Services: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 80 Consulting Services: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.4.2.1.1.1 Training & Education
6.4.2.1.1.2 Designing & Testing
6.4.2.1.2 Deployment & Integration
Table 81 Deployment & Integration: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 82 Deployment & Integration: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.4.2.1.3 Support & Maintenance
Table 83 Support & Maintenance: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 84 Support & Maintenance: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
6.4.3 Managed Services
6.4.3.1 Ensuring Seamless Artificial Intelligence Infrastructure
Table 85 Managed Services: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 86 Managed Services: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
7 Artificial Intelligence Market, By Technology
7.1 Introduction
7.1.1 Technology: Artificial Intelligence Market Drivers
Figure 46 Computer Vision Technology To Grow At Highest Cagr During Forecast Period
Table 87 Artificial Intelligence Market, By Technology, 2017–2022 (Usd Million)
Table 88 Artificial Intelligence Market, By Technology, 2023–2030 (Usd Million)
7.2 Machine Learning
7.2.1 Rapid Growth In Computational Capabilities
Figure 47 Reinforcement Learning To Be Fastest-growing Machine Learning Technology During Forecast Period
Table 89 Artificial Intelligence Market, By Machine Learning, 2017–2022 (Usd Million)
Table 90 Artificial Intelligence Market, By Machine Learning, 2023–2030 (Usd Million)
Table 91 Machine Learning: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 92 Machine Learning: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
7.2.2 Deep Learning
Table 93 Deep Learning: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 94 Deep Learning: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
7.2.2.1 Convolutional Neural Networks (Cnn)
7.2.2.2 Recurrent Neural Networks (Rnn)
7.2.2.2.1 Generative Adversarial Networks (Gan)
7.2.2.2.2 Transformers
7.2.2.2.2.1 Gpt 1
7.2.2.2.2.2 Gpt 2
7.2.2.2.2.3 Gpt 3
7.2.2.2.2.4 Gpt 4
7.2.2.2.2.5 Large Language Model (Llm)
7.2.3 Supervised Learning
Table 95 Supervised Learning: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 96 Supervised Learning: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
7.2.4 Unsupervised Learning
Table 97 Unsupervised Learning: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 98 Unsupervised Learning: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
7.2.5 Reinforcement Learning
Table 99 Reinforcement Learning: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 100 Reinforcement Learning: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
7.3 Natural Language Processing
7.3.1 Need To Process Vast Amounts Of Voice And Text Data From Various Sources
Figure 48 Natural Language Generation To Grow At Higher Cagr During Forecast Period
Table 101 Artificial Intelligence Market, By Natural Language Processing, 2017–2022 (Usd Million)
Table 102 Artificial Intelligence Market, By Natural Language Processing, 2023–2030 (Usd Million)
Table 103 Natural Language Processing: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 104 Natural Language Processing: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
7.3.1.1 Natural Language Understanding (Nlu)
7.3.1.2 Natural Language Generation (Nlg)
7.4 Context Awareness
7.4.1 Higher Need To Create Personalized User Experience And Enhance Decision-making
Table 105 Context Awareness: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 106 Context Awareness: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
7.5 Computer Vision
7.5.1 Growth In Application Of Computer Vision Technology Across Various Verticals
Table 107 Computer Vision: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 108 Computer Vision: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
8 Artificial Intelligence Market, By Business Function
8.1 Introduction
8.1.1 Business Function: Artificial Intelligence Market Drivers
Figure 49 Supply Chain Management To Grow At Highest Cagr During Forecast Period
Table 109 Artificial Intelligence Market, By Business Function, 2017–2022 (Usd Million)
Table 110 Artificial Intelligence Market, By Business Function, 2023–2030 (Usd Million)
8.2 Artificial Intelligence: Enterprise Use Cases
8.3 Finance
8.3.1 Ability To Provide Real-time Analysis Of Customer Demographics
Table 111 Finance: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 112 Finance: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
8.3.2 Ai In Accounting
8.3.3 Ai In Payroll
8.3.4 Ai In Financial Planning & Analysis
8.3.5 Other Finance Functions
8.4 Security
8.4.1 Ensuring Confidentiality Of Critical Business Data With Rapid Adoption Of Artificial Intelligence
Table 113 Security: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 114 Security: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
8.4.2 Identity & Access Management
8.4.3 Risk & Compliance Management
8.4.4 Encryption
8.4.5 Data Loss Prevention
8.4.6 Unified Threat Management
8.4.7 Antivirus/Antimalware
8.4.8 Intrusion Detection/Prevention Systems
8.4.9 Other Security Functions
8.5 Human Resources
8.5.1 Need To Offer Personalized Training Recommendations Based On Individual Skill Gaps
Table 115 Human Resources: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 116 Human Resources: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
8.5.2 Virtual Assistant
8.5.3 Applicant Tracking & Assessment
8.5.4 Personalized Learning & Development
8.5.5 Hr Analytics
8.5.6 Recommendation Engine
8.5.7 Sentiment Analysis
8.5.8 Other Human Resource Functions
8.6 Law
8.6.1 Providing Efficient And Innovative Legal Advice On Technologies
Table 117 Law: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 118 Law: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
8.6.2 Ediscovery
8.6.3 Legal Research
8.6.4 Contract Analysis
8.6.5 Case Prediction
8.6.6 Compliance
8.6.7 Other Law Functions
8.7 Marketing & Sales
8.7.1 Need To Forecast Customer Preferences And Behavior
Table 119 Marketing & Sales: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 120 Marketing & Sales: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
8.7.2 Social Media Advertising
8.7.3 Search Advertising
8.7.4 Dynamic Pricing
8.7.5 Virtual Assistant
8.7.6 Content Curation
8.7.7 Sales & Marketing Automation
8.7.8 Optimizing Sales & Marketing Strategies
8.7.9 Other Marketing & Sales Functions
8.8 Operations
8.8.1 Ability To Enhance Efficiency And Optimize Resource Utilization
Table 121 Operations: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 122 Operations: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
8.8.2 Project Management
8.8.3 Process Automation
8.8.4 Intelligent Document Processing
8.8.5 Resource Optimization
8.8.6 Process Monitoring & Control
8.8.7 Other Operational Functions
8.9 Supply Chain Management
8.9.1 Demand From Businesses To Achieve End-to-end Visibility And Optimize Processes
Table 123 Supply Chain Management: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 124 Supply Chain Management: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
8.9.2 Supply Chain Visibility
8.9.3 Supplier Management
8.9.4 Warehouse Management
8.9.5 Inventory Optimization
8.9.6 Demand Forecasting
8.9.7 Others Supply Management Functions
9 Artificial Intelligence Market, By Vertical
9.1 Introduction
9.1.1 Vertical: Artificial Intelligence Market Drivers
Figure 50 Healthcare & Life Sciences To Grow At Highest Cagr During Forecast Period
Table 125 Artificial Intelligence Market, By Vertical, 2017–2022 (Usd Million)
Table 126 Artificial Intelligence Market, By Vertical, 2023–2030 (Usd Million)
9.2 Bfsi
9.2.1 Rapid Adoption Of Advanced Algorithms And Data Analysis
Table 127 Bfsi: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 128 Bfsi: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)
9.2.2 Bfsi: Artificial Intelligence Market, By Application
Table 129 Bfsi: Artificial Intelligence Market, By Application, 2017–2022 (Usd Million)
Table 130 Bfsi: Artificial Intelligence Market, By Application, 2023–2030 (Usd Million)
9.2.3 Fraud Detection & Prevention
9.2.4 Risk Assessment & Management
9.2.5 Algorithmic Trading
9.2.6 Credit Scoring & Underwriting
9.2.7 Customer Service Automation
9.2.8 Personalized Financial Recommendation
9.2.9 Investment Portfolio Management
9.2.10 Regulatory Compliance Monitoring
9.2.11 Other Bfsi Applications
9.3 Retail & Ecommerce
9.3.1 Demand For Personalized Shopping Experience And Enhance Customer Satisfaction
Table 131 Retail & Ecommerce: Artificial Intelligence Market, By Region, 2017–2022 (Usd Million)
Table 132 Retail & Ecommerce: Artificial Intelligence Market, By Region, 2023–2030 (Usd Million)

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