Artificial Intelligence for Enterprise Applications

Deep Learning, Machine Learning, Natural Language Processing, Computer Vision, Machine Reasoning, and Strong AI: Global Market Analysis and Forecasts

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Pages: 278
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Publication Date: 3Q 2019
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Artificial intelligence (AI) is rapidly entering a new phase within enterprises. An increasing number of enterprises are transforming trial AI programs into full-blown, enterprise-wide deployments. This trend is largely based on the early successes of pilot programs, as well as the continuing advancements in AI hardware, software, and services.

A key reason why enterprises are embracing AI is companies have realized that the massive amount of process, operational, and transactional data they are collecting or have access to can be leveraged to wring out more efficiency, productivity, and cost savings. By applying natural language processing, computer vision, machine learning, or deep learning, computers can “intelligently” respond to stimuli or situations, find insights that can improve the way they run their operations, and improve customer interactions. It is clear that AI is not a fad, but a key part of the technology landscape of today and tomorrow. Tractica projects that annual revenue for enterprise applications of AI will increase from $7.6 billion worldwide in 2018 to $107.3 billion in 2025.

This Tractica report examines the practical application of AI within commercial enterprises, providing a comprehensive analysis of use cases, business models, market drivers and barriers, technology issues, and the evolving market ecosystem. Tractica analyzed 167 distinct enterprise AI use cases to create its market forecasts, in addition to assessing the underlying meta technological functions being deployed in each use case, including vision, language, and analytics. Detailed market forecasts provide a quantification of the opportunity by technology sector, world region, and industry for AI software, hardware, and services through 2025. The report also includes detailed profiles of 48 key industry players.

Key Questions Addressed:

  • What are the top enterprise AI use cases that will generate commercial revenue?
  • Which industries will deploy enterprise AI?
  • What underlying technologies will be utilized to enable each use case?
  • What are some of the leading companies currently active in the enterprise AI space?
  • What is the revenue potential for enterprise AI software, hardware, and services for each use case?

Who Needs This Report?

  • Enterprise software companies
  • AI technology and platform companies
  • Semiconductor and component manufacturers
  • Service providers and systems integrators
  • Enterprise organizations
  • Government agencies
  • Investor community

Table of Contents

  1. Executive Summary
    1. Introduction
    2. Market Drivers
    3. Market Barriers
    4. Technologies
    5. Market Forecasts
  2. Market Issues
    1. Market Drivers
      1. Larger Datasets
      2. Significant Improvement in Machine Learning Algorithms
      3. Advances in Hardware
        1. Segmentation by Architecture
      4. Alignment of Technological Capabilities
      5. Increasing Use of Natural Language Interfaces
      6. Increasing Demand for Cognitive Robotic Process Automation
      7. National Initiatives Supporting AI Increasing
    2. Market Barriers
      1. Unrealistic Expectations
      2. Over-Hyped and Over-Sold
      3. Social Controversy
      4. Societal Backlash
      5. Need for Accurate Data
      6. Technological Challenges with Neuroscience
      7. Lack of Experienced Talent
      8. Change Management Issues
      9. Market Barrier Conclusions
    3. Monetization and New Business Models
      1. Business Models
    4. AI Enterprise Platforms Landscape
      1. Key Players
  3. Enterprise Use Cases
    1. Overview
    2. Advertising
      1. Ad Insertions into Images and Video
      2. Human Emotion Analysis
      3. Creative Workflow Intelligence
      4. Performance Reporting and Analytics of Ad Campaigns
      5. Querying Image Content
      6. Ad Targeting and Media Buying
      7. Video Content Analysis
      8. Voice/Speech Recognition
    3. Aerospace
      1. Localization and Mapping (Aircraft and Drones)
      2. Machine/Vehicular Object Detection/Identification/Avoidance (Aircraft, Drones, and Satellites)
      3. Predictive Maintenance (Aircraft, Drones, and Satellites)
      4. Sensor Data Fusion in Machinery (Aircraft, Drones, and Satellites)
      5. Swarming Drones
      6. Vehicle Network and Data Security (Aircraft, Drones, and Satellites)
      7. Weather Forecasting
    4. Agriculture
      1. Food Safety
      2. Livestock Management
      3. Machine/Vehicular Object Detection/Identification/Avoidance
      4. Satellite Imagery for Geo-Analytics
      5. Sensor Data Analytics
      6. Sensor Data Fusion in Machinery
      7. Localization and Mapping
      8. Weather Forecasting
      9. Crop Health Analysis
    5.  Automotive
      1. Automated On-Road Customer Service
      2. Building Generative Models of the Real World
      3. Driver Face Analytics and Emotion Recognition
      4. Gesture Recognition
      5. Machine/Vehicular Object Detection/Identification/Avoidance
      6. Personalized Services in Cars
      7. Predicting Demand for On-Demand Taxis
      8. Predictive Maintenance
      9. Sensor Data Fusion in Machinery
      10. Simulating Worlds for AI Training
      11. Voice/Speech Recognition
      12. Localization and Mapping
      13. Vehicle Network and Data Security
      14. Virtual Testing and Simulation for Racing Cars
      15. Truck Platooning
    6. Building Automation
      1. Energy Management
    7. Business Services
      1. Agent-Based Simulations for Decision-Making
      2. Audio and Video Mining
      3. Automated Report Generation
      4. Business Application Virtual Digital Assistants
      5. Crowdsourced Market Research
      6. Customer Service & Marketing Virtual Digital Assistants
      7. Digital Experience Marketing
      8. E-Commerce & Sales Virtual Digital Assistants
      9. Face Recognition
      10. Human Emotion Analysis
      11. Intelligent Customer Relationship Management Systems
      12. Intelligent Recruitment and Human Resources Systems
      13. Machine/Vehicular/Object Detection/Identification/Avoidance
      14. Prevention against Cybersecurity Threats
      15. Procurement Management
      16. Project and Stakeholder Management
      17. Real-Time Media and Social Intelligence
      18. Sentiment Analysis in Customer Care
      19. Social Media Publishing and Management
      20. Travel Concierge and Booking Services
      21. Video Surveillance
      22. Voice Transcription
      23. Voice/Speech Recognition
      24. Workforce Management & Scheduling
    8.  Construction
      1. Predictive Maintenance
      2. Project and Stakeholder Management
      3. Satellite Imagery for Geo-Analytics
      4. Worker Safety
    9.  Education
      1. Automated CliffsNotes, Study Notes, and Quiz Generators
      2. Automated Grading of Tests
      3. Education for Autistic and Speech-Deficient Children
      4. Foreign Language Tutoring
      5. Personalized Tutoring and Adaptive Learning
      6. Spoken Fluency Evaluation
      7. Textual Question Answering
    10. Energy
      1. Energy Consumption Management
      2. Energy Grid Distribution
      3. Energy Grid Security
      4. Nuclear/Power Plant Safety
      5. Predictive Maintenance
      6. Satellite Imagery for Geo-Analytics
      7. Weather Forecasting
    11. Fashion
      1. Fashion Trend Prediction
    12. Finance
      1. Automated Report Generation
      2. Biometric Identification
      3. Credit Scoring & Loan Analysis
      4. Employee Expense Management
      5. Facial Recognition
      6. Fraud Detection and Anti-Money Laundering
      7. Human Emotion Analysis
      8. Machine/Vehicular/Object Detection/Identification/Avoidance
      9. Personal Financial Advisor
      10. Risk Assessment and Compliance
      11. Tax Filing and Processing
      12. Video Surveillance
      13. Voice/Speech Recognition
    13. Gaming
      1. Game Monetization and Personalization
      2. Game Development
    14. Healthcare
      1. Automated Report Generation
      2. Biomarker Discovery
      3. Clustering and Phenotype Discovery
      4. Computational Drug Discovery
      5. Converting Paperwork into Digital Data
      6. Counterfeit Drug Analysis
      7. Digital Pathology
      8. Facial Recognition
      9. Genomic Data Mapping and Analysis for Personalized Healthcare and Precision
      10. Healthcare Virtual Digital Assistants
      11. Hospital Patient Management System
      12. Market Intelligence for Scientific Research
      13. Medical Diagnosis Assistance
      14. Medical Image Analysis
      15. Medical Treatment Recommendation
      16. Medication Compliance for Clinical Trials and General Usage
      17. Methods for Monitoring Vitals
      18. Mining, Processing, and Making Sense of Clinical Notes
      19. Patient Data Processing
      20. Predicting Illness and Patient Outcomes
      21. Skin Diagnostics for Healthcare
      22. Text Classification and Mining for Biomedical Literature
      23. Ultrasound Analysis
    15. Information Technology
      1. Augmented Reality/Virtual Reality Development
      2. Automated Code Development
      3. Computer-Aided Design
      4. Mobile Application Development
      5. Network/Information Technology Operations Monitoring and Management
      6. Simulating Worlds for AI Training
      7. Software Code Error Checking
      8. Website Personalization
    16. Insurance
      1. Converting Paperwork into Digital Data
      2. Patient Data Processing
      3. Claims Processing
      4. Image Analysis for Damage Assessment
    17. Investment
      1. Algorithmic Trading Strategy Performance Improvement
      2. Financial Search Engine
      3. Market Intelligence and Data Analytics for Investment
      4. Satellite Imagery for Geo-Analytics
    18.  Legal
      1. Automated Report Generation
      2. Contract Analysis
      3. Legal Document Review and Research
    19.  Logistics
      1. Demand Forecasting for Warehouse and Supply Chain
      2. Machine/Vehicular Object Detection/Identification/Avoidance
      3. Localization and Mapping
      4. Satellite Imagery for Geo-Analytics
      5. Supply Chain and Logistics (Freight Transport, Retail)
      6. Weather Forecasting
    20.  Manufacturing
      1. 3D Printing Arm Control
      2. Digital Twins
      3. Energy Management
      4. Generative Design
      5. Human-Robot Collaboration Enhancement
      6. Localization and Mapping
      7. Machine/Vehicular Object Detection/Identification/Avoidance
      8. Predictive Maintenance
      9. Product Life Cycle Management
      10. Quality Monitoring
      11. Robotic and Machine Vision Enhancement
      12. Root Cause Analysis
      13. Sensor Data Fusion in Machinery
      14. Supply Chain Optimization
      15. Video Surveillance
      16. Voice/Speech Recognition
      17. Yield Improvement
    21. Media and Entertainment
      1. Algorithmic News Stories
      2. Audio and Video Mining
      3. Film Script Analysis
      4. Font Recognition and Suggestions
      5. Gesture Recognition
      6. Human Emotion Analysis
      7. Image Analysis for Journalism
      8. Music Production and Generation
      9. News and Feed Curation for Consumers
      10. Simulating Crowds
      11. Social Media Publishing and Management
      12. Video Compression
      13. Video Production & Editing
      14. Video Surveillance
    22. Oil, Gas, and Mining
      1. Automated Report Generation
      2. Oil Production Optimization
    23. Public Sector
      1. Agent-Based Simulations for Decision-Making
      2. Behavioral Analytics
      3. Converting Paperwork into Digital Data
      4. Crime Reduction and Prevention
      5. Crowd Analytics
      6. Dialect Classification
      7. Disaster and Emergency Management
      8. Facial Recognition
      9. License Plate Recognition
      10. Predicting Social Unrest and Geopolitical Events
      11. Real-Time Media and Social Intelligence
      12. Sentiment Analysis
      13. Social Media Bots
      14. Street Lighting
      15. Traffic Light Management
      16. Video Surveillance
      17. Waste Sorting and Recycling
    24. Real Estate
      1. Real Estate Development Optimization
    25. Retail
      1. Autonomous Stores
      2. Behavioral Analytics
      3. Clothes Sizing and Fitting
      4. Customer Service & Marketing Virtual Digital Assistants
      5. Customer Store Visit Analytics
      6. E-Commerce & Sales Virtual Digital Assistants
      7. Facial Recognition
      8. Human Emotion Analysis
      9. Intelligent Customer Relationship Management Systems
      10. Interactive Window Displays
      11. Inventory Management
      12. Machine/Vehicular Object Detection/Identification/Avoidance
      13. Predictive Analytics for Retail
      14. Real-Time Media and Social Intelligence
      15. Sentiment Analysis
      16. Supermarket Shelf Analytics
      17. Visual Search-Based E-Commerce
      18. Voice/Speech Recognition
      19. Weather Forecasting
      20. Workforce Management and Scheduling
    26. Scientific Research
      1. Create Synthetic Life Forms
      2. HPC Simulations
      3. Space Exploration
    27.  Sports
      1. Athlete Fitness, Sleep Monitoring, and Performance Optimization
      2. Biomarker-Based Athlete Performance Optimization
      3. Game Outcome Predictions for Betting
      4. Real-Time Media and Social Intelligence
      5. Sports Teams Player Selection
      6. Sports Video and Statistics Analysis
      7. Video Surveillance
    28. Telecommunications
      1. Customer Service & Marketing Virtual Digital Assistants
      2. Fraud Mitigation
      3. Improve Customer Experience Management
      4. Intelligent Customer Relationship Management Systems
      5. Network/Information Technology Operations Monitoring and Management
      6. Predictive Maintenance
      7. Prevention against Cybersecurity Threats
      8. Compression
    29. Transportation
      1. Air Traffic Control and Management
      2. Localization and Mapping
      3. Machine/Vehicular Object Detection/Identification/Avoidance
      4. Predicting Traffic Density
      5. Predictive Maintenance
      6. Sensor Data Fusion in Machinery (Ships, Unmanned Ships)
      7. Vehicle Network and Data Security
      8. Weather Forecasting
    30. Meta Category Drivers: Analytics, Vision, and Language-Based Technologies
  4. Technology Issues
    1. Definition of AI
    2. A High Level Description of AI
      1. Machine Learning
      2. Deep Learning
      3. Natural Language Processing
      4. Computer Vision
      5. Machine Reasoning
      6. Strong AI
    3. Machine Learning vs. Deep Learning
      1. Structured Data vs. Unstructured Data
      2. Supervised vs. Unsupervised Learning
      3. An Example of Machine Learning
      4. An Example of Deep Learning
    4. Natural Language Processing
      1. Virtual Assistants Are Commonplace
        1. Amazon Alexa Voice Service
        2. Apple Siri
        3. Baidu Duer
        4. Microsoft Cortana
        5. Google Now
        6. Understanding Future Market Drivers
    5. Speech Recognition
    6. Computer Vision
    7. Machine Reasoning
    8. Reinforcement Learning
    9. Meta Learning
    10. Predictive Application Programming Interfaces
    11. Sensors
    12. AI for DevOps
    13. Future Directions
      1. The Next Wave
      2. Maintenance and Recovery
      3. AI Is Not Suitable for Some Kinds of Problems
      4. The Larger Impact
  5. Key Industry Players
    1. Introduction
    2. AES Corporation
    3. AiCure
    4. Appier
    5. Apple
    6. Artificial Solutions International, AB
    7. Automat Technologies, Inc.
    8. Baidu
    9. Bloomberg
    10. Cobalt Speech
    11. Cogent Labs
    12. Cognitive Scale
    13. Continental AG
    14. Coursera
    15. Daisy Intelligence
    16. Darktrace
    17. Dataminr
    18. Declara
    19. Dynam.AI
    20. Facebook
    21. FinGenius
    22. Google
    23. Humley
    24. Inbenta
    25. Interactions
    26. IBM
    27. Intel
    28. IPsoft
    29. Knewton
    30. LendingClub
    31. Luminoso
    32. Microsoft
    33. MixMode
    34. Mobileye
    35. NEC
    36. Ntooitive Digital
    37. Nuance Communications
    38. NVIDIA
    39. Onfido
    40. Oracle
    41. Prism Skylabs
    42. Prophesee (formerly Chronocam)
    43. Qualcomm
    44. SecBI
    45. Salesforce
    46. Tesla
    47. ThetaRay
    48. Verint
    49. Voyager Labs
    50. Other Industry Players
  6. Market Forecasts
    1. Forecast Methodology
    2. Global AI Market Forecasts
    3. Enterprise AI Revenue by Industry
    4. Enterprise AI Revenue by Technology
    5. AI Revenue by Industry Segment
      1. AI in the Advertising Industry
      2. AI in the Aerospace Industry
      3. AI in the Agriculture Industry
      4. AI in the Automotive Industry
      5. AI in the Building Automation Industry
      6. AI in the Business Services Industry
      7. AI in the Construction Industry
      8. AI in the Education Industry
      9. AI in the Energy Industry
      10. AI in the Fashion Industry
      11. AI in the Finance Industry
      12. AI in the Gaming Industry
      13. AI in the Healthcare Industry
      14. AI in the Information Technology Industry
      15. AI in the Insurance Industry
      16. AI in the Investment Industry
      17. AI in the Legal Industry
      18. AI in the Logistics Industry
      19. AI in the Manufacturing Industry
      20. AI in the Media & Entertainment Industry
      21. AI in the Oil, Gas, and Mining Industry
      22. AI in the Public Sector
      23. AI in the Real Estate Industry
      24. AI in the Retail Industry
      25. AI in the Scientific Research Industry
      26. AI in the Sports and Fitness Industry
      27. AI in the Telecommunications Industry
      28. AI in the Transportation Industry
    6. AI Revenue Forecasts by Technology
      1. Machine Learning
      2. Deep Learning
      3. Natural Language Processing
      4. Computer Vision
      5. Machine Reasoning
      6. Strong AI
    7. Enterprise AI-Revenue by Meta Category
      1. AI Revenue by Top 10 Meta Categories and Use Cases, Analytics
      2. AI Revenue by Meta Category and Use Cases, Language
      3. AI Revenue by Meta Category and Use Cases, Language and Analytics
      4. AI Revenue by Meta Category and Use Cases, Vision
      5. AI Revenue by Meta Category and Use Cases, Vision and Analytics
      6. AI Revenue by Meta Category and Use Cases, Vision and Language
  7. Recommendations and Conclusions
  8. Company Directory
  9. Acronym and Abbreviation List
  10. Table of Contents
  11. Table of Charts and Figures
  12. Scope of Study, Sources and Methodology, Notes

List of Charts, Figures, and Tables

Charts
  • Enterprise AI Revenue by Region, World Markets: 2018-2025
  • Enterprise AI Revenue by Industry, World Markets: 2018
  • Enterprise AI Revenue by Technology, World Markets: 2018
  • Enterprise AI Revenue in the Advertising Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Aerospace Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Agriculture Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Automotive Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Building Automation Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Business Services Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Construction Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Education Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Energy Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Fashion Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Finance Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Gaming Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Healthcare Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Information Technology Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Insurance Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Investment Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Legal Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Logistics Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Manufacturing Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Media & Entertainment Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Oil, Gas, and Mining Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in Public Sector by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Real Estate Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Retail Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Scientific Research Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Sports and Fitness Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Telecommunications Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Transportation Industry by Region, World Markets: 2018-2025
  • Enterprise Machine Learning Revenue by Region, World Markets: 2018-2025
  • Enterprise Deep Learning Revenue by Region, World Markets: 2018-2025
  • Enterprise Natural Language Processing Revenue by Region, World Markets: 2018-2025
  • Enterprise Computer Vision Revenue by Region, World Markets: 2018-2025
  • Enterprise Machine Reasoning Revenue by Region, World Markets: 2018-2025
  • Enterprise Strong AI Revenue by Region, World Markets: 2018-2025
  • Enterprise AI Revenue by Meta Category, World Markets: 2018-2025
  • AI Revenue by Top 10 Meta Categories and Use Cases, Analytics, World Markets: 2018-2025
  • AI Revenue by Meta Category and Use Case, Language, World Markets: 2018-2025
  • AI Revenue by Meta Category and Use Case, Language and Analytics, World Markets: 2018-2025
  • AI Revenue by Meta Category and Use Case, Vision, World Markets: 2018-2025
  • AI Revenue by Meta Category and Use Case, Vision and Analytics, World Markets: 2018-2025
  • AI Revenue by Meta Category and Use Case, Vision and Language, World Markets: 2018-2025
  • Enterprise AI-Driven Services Revenue by Service Category, World Markets: 2018-2025
  • Enterprise AI-Driven Installation Services Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Training Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Customization Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Application Integration Services Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Maintenance and Support Services Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Hardware Revenue by Technology Category, World Markets: 2018-2025
  • Enterprise AI-Driven Cloud Services Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven GPU Chip Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven CPU/ASIC/FPGA Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Network Product Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Storage Device Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Hardware Revenue by Technology Category, World Markets: 2018-2025
  • Enterprise AI-Driven Cloud Services Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven CPU/ASIC/FPGA Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven GPU Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Network Product Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Storage Device Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Services Revenue by Service Category, World Markets: 2018-2025
  • Enterprise AI-Driven Installation Services Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Training Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Customization Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Application Integration Services Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Maintenance and Support Services Revenue by Region, World Markets: 2018-2025
Figures
  • Machine Learning Algorithm Example
  • Deep Learning Algorithm Example
Tables
  • Enterprise AI Revenue by Region, World Markets: 2018-2025
  • Enterprise AI Revenue by Industry, World Markets: 2018-2025
  • Enterprise AI Revenue in the Advertising Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Aerospace Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Agriculture Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Automotive Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Building Automation Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Business Services Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Construction Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Education Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Energy Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Fashion Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Finance Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Gaming Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Healthcare Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Information Technology Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Insurance Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Investment Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Legal Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Logistics Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Manufacturing Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Media & Entertainment Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Oil, Gas, and Mining Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in Public Sector by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Real Estate Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Retail Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Scientific Research Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Sports and Fitness Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Telecommunications Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue in the Transportation Industry by Region, World Markets: 2018-2025
  • Enterprise AI Revenue by Technology, World Markets: 2018-2025
  • Enterprise Machine Learning Revenue by Region, World Markets: 2018-2025
  • Enterprise Deep Learning Revenue by Region, World Markets: 2018-2025
  • Enterprise Natural Language Processing Revenue by Region, World Markets: 2018-2025
  • Enterprise Computer Vision Revenue by Region, World Markets: 2018-2025
  • Enterprise Machine Reasoning Revenue by Region, World Markets: 2018-2025
  • Enterprise Strong AI Revenue by Region, World Markets: 2018-2025
  • Enterprise AI Revenue by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Advertising Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Aerospace Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Agriculture Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Automotive Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Building Automation Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in Business Services by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Construction Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Education Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Energy Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Fashion Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Finance Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Gaming Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Healthcare Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Information Technology Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Insurance Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Investment Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Legal Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Logistics Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Manufacturing Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Media & Entertainment Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Oil, Gas, and Mining Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Public Sector by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Real Estate Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Retail Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Scientific Research Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Sports and Fitness Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Telecommunications Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI Revenue in the Transportation Industry by Region and Technology, World Markets: 2018-2025
  • Enterprise AI-Driven Hardware Revenue by Technology Category, World Markets: 2018-2025
  • Enterprise AI-Driven Cloud Services Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven CPU/ASIC/FPGA Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven GPU Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Network Product Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Storage Device Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Services Revenue by Service Category, World Markets: 2018-2025
  • Enterprise AI-Driven Installation Services Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Training Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Customization Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Application Integration Services Revenue by Region, World Markets: 2018-2025
  • Enterprise AI-Driven Maintenance and Support Services Revenue by Region, World Markets: 2018-2025
  • Enterprise AI Revenue by Meta Category, World Markets: 2018-2025
  • AI Revenue by Meta Category and Use Case, Analytics, World Markets: 2018-2025
  • AI Revenue by Meta Category and Use Case, Language, World Markets: 2018-2025
  • AI Revenue by Meta Category and Use Case, Language and Analytics, World Markets: 2018-2025
  • AI Revenue by Meta Category and Use Case, Vision, World Markets: 2018-2025
  • AI Revenue by Meta Category and Use Case, Vision and Analytics, World Markets: 2018-2025
  • AI Revenue by Meta Category and Use Case, Vision and Language, World Markets: 2018-2025
  • Additional Industry Participants