Artificial Intelligence Use Cases

258 Use Case Descriptions, Examples, and Market Sizing and Forecasts Across Enterprise, Consumer, and Government Markets

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Pages: 238
Tables, Charts,
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Publication Date: 4Q 2018
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Artificial intelligence (AI) technologies and deployments are becoming even more widespread, thanks to a combination of growing amounts of data, faster processing power, and increasingly powerful algorithms. Indeed, as AI technologies make their way into virtually every industry, enabling machines to speak, listen, move, and make decisions in unprecedented ways, a wide range of use cases are illustrating the potential business opportunities, attracting new investment, and driving changes to existing business processes.

Tractica’s analysis indicates that the opportunity for AI spans a wide range of industries and geographies, from advertising and automotive, to transportation and telecommunications. A significant portion of the overall revenue is concentrated in highly domain-specific markets with high-volume data needs and ontologies, as well as those with growing applications for machine perception. AI is widely considered to be the catalyst for the next big technological shift, on par with past shifts like the industrial revolution, the computer age, and the smartphone revolution. Tractica forecasts that the revenue generated from the direct and indirect application of AI software will grow from $5.4 billion in 2017 to $105.8 billion by 2025. This represents a significant growth curve for the forecast period with a compound annual growth rate (CAGR) of 45%.

This Tractica report provides a comprehensive examination of more than 250 AI use cases across the consumer, enterprise, and government markets. The report defines, contextualizes, and offers real-world examples and revenue forecasts for each use case, organized by industry sector. It serves as a referential compendium to Tractica’s ongoing market forecasting of the AI space, offering an overview and analysis for each use case included in the model. As applications are analyzed in depth, the report also identifies common themes across the broader AI market.

Key Questions Addressed:

  • What is artificial intelligence? How can businesses, governments, and consumers conceptualize AI and its potential?
  • Where and how are AI technologies applied in specific industry contexts? What are the key use cases for which AI presents significant operational and financial efficiencies?
  • What are real-world examples of companies developing or deploying AI technologies to support use cases in each industry?
  • What are the relative benefits and risks involved in AI applications?
  • How are AI technologies combined to support specific use cases?
  • What is the size of the AI market opportunity and how does it vary by industry and use case?

Who Needs This Report?

  • Artificial intelligence technology companies
  • Software companies
  • Semiconductor and component vendors
  • Service providers and systems integrators
  • End-user organizations deploying AI systems
  • Industry organizations
  • Government agencies
  • Investor community

Table of Contents

  1. Executive Summary
    1. Introduction
    2. AI Expands across Industries
    3. Market Forecast
      1. Total Revenue for Artificial Intelligence
      2. Top 10 Use Cases for AI
  2. AI Use Cases
    1. Overview
    2. Advertising
      1. Ad Insertions into Images and Video
      2. Ad Targeting and Media Buying
      3. Creative Workflow Intelligence
      4. Human Emotion Analysis
      5. Performance Reporting and Analytics of Ad Campaigns
      6. Querying Image Content
      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, Satellites)
      3. Predictive Maintenance (Aircraft, Drones, Satellites)
      4. Sensor Data Fusion in Machinery (Aircraft, Drones, Satellites)
      5. Swarming Drones
      6. Vehicle Network and Data Security (Aircraft, Drones, Satellites)
      7. Weather Forecasting
    4. Agriculture
      1. Crop Health Analysis
      2. Food Safety
      3. Livestock Management
      4. Localization and Mapping
      5. Machine/Vehicular Object Detection/Identification/Avoidance
      6. Satellite Imagery for Geo-Analytics
      7. Sensor Data Analytics
      8. Sensor Data Fusion in Machinery
      9. Weather Forecasting
    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. Localization and Mapping
      6. Machine/Vehicular Object Detection/Identification/Avoidance
      7. Personalized Services in Cars
      8. Predicting Demand for On-Demand Taxis
      9. Predictive Maintenance
      10. Sensor Data Fusion in Machinery
      11. Simulating Worlds for AI Training
      12. Truck Platooning
      13. Vehicle Network and Data Security
      14. Virtual Testing and Simulation for Racing Cars
      15. Voice/Speech Recognition
    6. Building Automation
      1. Building Automation and 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 and Sales Virtual Digital Assistants
      9. Facial 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/Speech Recognition
      23. Workforce Management and Scheduling
    8.  Construction
      1. Predictive Maintenance Predictive Maintenance
      2. Project and Stakeholder Management
      3. Satellite Imagery for Geo-Analytics
      4. Worker Safety
    9. Consumer
      1. Automated Tour Guide and Itinerary Service
      2. Building Generative Models of the Real World
      3. Calendar, Meeting, Event Scheduling, and Reminders
      4. Computer-Aided Art
      5. Contextual Intelligence for Mobile
      6. Face Recognition
      7. Human Emotion Analysis
      8. Language Translation Services
      9. Local Search and Discovery
      10. Machine/Vehicular Object Detection/Identification/Avoidance
      11. Movie Recommendations
      12. Music Recommendations
      13. Personalized Health, Fitness, and Wellness Improvement
      14. Predictive Typing Assistant
      15. Product Recommendations
      16. Relationships and Matchmaking
      17. Search Engine Queries
      18. Smart Oven Control with Food Recognition
      19. Social Media Feed Curation
      20. Static Image Recognition, Classification, and Tagging
      21. Text-Based Automated Bots
      22. Travel Concierge and Booking Service
      23. Voice/Speech Recognition
    10. Defense
      1. Agent-Based Simulations for Decision-Making
      2. Localization and Mapping In Defense
      3. Machine/Vehicular Object Detection/Identification/Avoidance (Defense Aircraft and Drones)
      4. Predictive Maintenance (Defense Aircraft, Drones, Satellites)
      5. Prevention against Cybersecurity Threats
      6. Satellite Imagery for Geo-Analytics
      7. Sensor Data Fusion in Machinery (Defense Aircraft, Drones, Satellites)
      8. Swarming Drones
      9. Vehicle Network and Data Security (Defense Aircraft, Drones, Satellites)
    11. 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
    12. Energy
      1. Nuclear/Power Plant Safety
      2. Satellite Imagery for Geo-Analytics
      3. Weather Forecasting
    13. Fashion
      1. Fashion Trend Prediction
    14. Finance
      1. Automated Report Generation
      2. Biometric Identification
      3. Credit Scoring and 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
    15. Gaming
      1. Game Development
      2. Game Monetization and Personalization
    16. Public Sector
      1. Agent-Based Simulations for Decision-Making
      2. Behavioral Analytics
      3. Converting Paperwork into Digital Assets
      4. Crime Reduction and Prevention
      5. Crowd Analytics
      6. Dialect Classification
      7. Disaster and Emergency Management
      8. Face Recognition
      9. Predicting Social Unrest and Geopolitical Events
      10. Real-Time Media and Social Intelligence Analytics
      11. Sentiment Analysis
      12. Social Media Bots
      13. Street Lighting
      14. Traffic Light Management
      15. Video Surveillance
      16. Waste Sorting and Recycling
      17. Weather Forecasting
    17. 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. Face Recognition
      9. Genomic Data Mapping and Analysis for Personalized Healthcare and Precision Medicine
      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. Portable and Low-Cost Ultrasound Devices
      21. Predicting Illness and Patient Outcomes
      22. Text Classification and Mining for Biomedical Literature
    18. 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
    19. 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
    20. Insurance
      1. Claims Processing
      2. Converting Paperwork into Digital Data
      3. Patient Data Processing
    21. Legal
      1. Automated Report Generation
      2. Contract Analysis
      3. Legal Document Review and Research
      4. Patent Research and Analysis
      5. Predictive Coding
    22. Logistics
      1. Demand Forecasting for Warehouse and Supply Chain
      2. Localization and Mapping
      3. Machine/Vehicular Object Detection/Identification/Avoidance
      4. Satellite Imagery for Geo-Analytics
      5. Supply Chain and Logistics (Freight Transport, Retail)
      6. Weather Forecasting
    23. Manufacturing
      1. 3D Printing Arm Control
      2. Energy Management
      3. Localization and Mapping
      4. Machine/Vehicular Object Detection/Identification/Avoidance
      5. Predictive Maintenance
      6. Product Lifecycle Management
      7. Quality Monitoring
      8. Sensor Data Fusion in Machinery
      9. Video Surveillance
      10. Voice/Speech Recognition
    24. Media & 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. Music Production and Generation
      8. News and Feed Curation for Consumers
      9. Simulating Crowds
      10. Social Media Publishing and Management
      11. Video Production and Editing
      12. Video Surveillance
    25. Oil, Gas, and Mining
      1. Automated Report Generation
      2. Oil Production Optimization
    26. Real Estate
      1. Real Estate Development Optimization
    27. Retail
      1. Behavioral Analytics
      2. Clothes Sizing and Fitting
      3. Customer Service and Marketing Virtual Digital Assistants
      4. Customer Store Visit Analytics
      5. E-Commerce & Sales Virtual Digital Assistants
      6. Facial Recognition
      7. Human Emotion Analysis
      8. Intelligent Customer Relationship Management Systems
      9. Interactive Window Displays
      10. Inventory Management
      11. Machine/Vehicular Object Detection/Identification/Avoidance
      12. Predictive Analytics for Retail
      13. Real-Time Media and Social Intelligence
      14. Sentiment Analysis
      15. Supermarket Shelf Analytics
      16. Video Surveillance
      17. Visual Search-Based E-Commerce
      18. Voice/Speech Recognition
      19. Weather Forecasting
      20. Workforce Management and Scheduling
    28. 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 Players Selection
      6. Sports Video and Stat Analysis
      7. Video Surveillance
    29. 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
    30. Transportation
      1. Localization and Mapping
      2. Machine/Vehicular Object Detection/Identification/Avoidance
      3. Predicting Traffic Density
      4. Predictive Maintenance
      5. Sensor Data Fusion in Machinery (Ships, Unmanned Ships)
      6. Vehicle Network and Data Security
      7. Weather Forecasting
    31. Scientific Research
      1. Create Synthetic Life Forms
      2. Space Exploration
  3. Recommendations and Conclusions
    1. Recommendations
    2. Conclusion
  4. Acronym and Abbreviation List
  5. Table of Contents
  6. Table of Charts and Figures
  7. Scope of Study, Sources and Methodology, Notes

List of Charts, Figures, and Tables

Charts
  • AI Software Revenue, World Markets: 2017-2025
  • Cumulative AI Software Revenue, Top 10 Use Cases, World Markets: 2017-2025
Figures
  • Drones Use Mapping and Localization to Fly Indoors
  • BMW’s 2016 7-Series Incorporates Gesture Recognition for Six Commands
  • Predictive Maintenance Dashboard for Connected Cars
  • Sample Sales Summary Populated by AI
  • Mark Zuckerberg on Messenger Business at F8 Conference in 2016
  • Retailers are Integrating with Facebook Messenger App to Tie E-Commerce Directly to Facebook Experience
  • AI Painter, a Neural Network that Renders Photos as Paintings
  • Netflix Uses Artificial Intelligence for Personal Homepage Optimization and A/B Testing for Page Generation
  • Google’s Smart Reply Offers Auto-Generated In-Context Responses
  • June Oven Uses Image Recognition to Identify, Automate, and Optimize Cooking
  • DARPA’s Swarm of Drones Simulates Group Formations over California
  • Milo, a Humanoid Robot, Helps ASD Students Identify Human Emotions
  • SimCoach, a 3D Virtual Agent Interacts and Assists Military Personnel with Breaking Down Barriers
  • Stitch Fix Uses Deep Learning to Analyze Styles and Design New Clothing
  • Kasisto’s MyKai, a Personal Financial Advisor Chatbot
  • Xerox Research Scientists Simulate Driving Conditions Using a Video Game Development Engine
  • Zen Robotics Waste Processing Workflow
  • Ada Health App Delivers Virtual Assistance for Patients
  • DAQRI’s Smart Helmet Combines Voice Recognition and Augmented Reality for Real-Time Work Instructions
  • Peltarion’s Model Analysis of Millions of Data Points to Produce Real Estate Valuations
  • Nike Window Display Gamifies Shoppers’ Interactions Using Motion Detection
  • Luminoso’s Analytics Found Caregivers of Schizophrenic Patients Are Harder on Themselves than Any Other Group
  • Shoes.com Partners with Sentient to Power Image-Based Search and Product Recommendations
Tables
  • Ad Insertions into Images and Video in Advertising, World Markets: 2017-2025
  • Ad Targeting and Media Buying in Advertising, World Markets: 2017-2025
  • Creative Workflow Intelligence in Advertising, World Markets: 2017-2025
  • Human Emotion Analysis in Advertising, World Markets: 2017-2025
  • Performance Reporting and Analytics of Ad Campaigns in Advertising, World Markets: 2017-2025
  • Querying Image Content in Advertising, World Markets: 2017-2025
  • Video Content Analysis in Advertising, World Markets: 2017-2025
  • Voice/Speech Recognition in Advertising, World Markets: 2017-2025
  • Localization and Mapping in Aerospace, World Markets: 2017-2025
  • Machine/Vehicular Object Detection/Identification/Avoidance in Aerospace, World Markets: 2017-2025
  • Predictive Maintenance in Aerospace, World Markets: 2017-2025
  • Sensor Data Fusion in Aerospace, World Markets: 2017-2025
  • Swarming Drones in Aerospace, World Markets: 2017-2025
  • Vehicle Network and Data Security in Aerospace, World Markets: 2017-2025
  • Weather Forecasting in Aerospace, World Markets: 2017-2025
  • Crop Health Analysis in Agriculture, World Markets: 2017-2025
  • Food Safety in Agriculture, World Markets: 2017-2025
  • Livestock Management in Agriculture, World Markets: 2017-2025
  • Localization and Mapping in Agriculture, World Markets: 2017-2025
  • Machine/Vehicular Object Detection/Identification/Avoidance in Agriculture, World Markets: 2017-2025
  • Satellite Imagery for Geo-Analytics in Agriculture, World Markets: 2017-2025
  • Sensor Data Analytics in Agriculture, World Markets: 2017-2025
  • Sensor Data Fusion in Machinery in Agriculture, World Markets: 2017-2025
  • Weather Forecasting in Agriculture, World Markets: 2017-2025
  • Automated On-Road Customer Service in Automotive, World Markets: 2017-2025
  • Building Generative Models of the Real World in Automotive, World Markets: 2017-2025
  • Driver Face Analytics and Emotion Recognition in Automotive, World Markets: 2017-2025
  • Gesture Recognition in Automotive, World Markets: 2017-2025
  • Localization and Mapping in Automotive, World Markets: 2017-2025
  • Machine/Vehicle Object Detection/Identification/Avoidance in Automotive, World Markets: 2017-2025
  • Personalized Services in Cars in Automotive, World Markets: 2017-2025
  • Predicting Demand for On-Demand Taxis, World Markets: 2017-2025
  • Predictive Maintenance in Automotive, World Markets: 2017-2025
  • Sensor Data Fusion in Machinery in Automotive, World Markets: 2017-2025
  • Simulating Worlds for AI Training in Automotive, World Markets: 2017-2025
  • Truck Platooning in Automotive, World Markets: 2017-2025
  • Vehicle Network and Data Security in Automotive, World Markets: 2017-2025
  • Virtual Testing and Simulation for Racing Cars in Automotive, World Markets: 2017-2025
  • Voice/Speech Recognition in Automotive, World Markets: 2017-2025
  • Energy Management in Building Automation, World Markets: 2017-2025
  • Agent-Based Simulations for Decision-Making in Business Services, World Markets: 2017-2025
  • Audio and Video Mining in Business, World Markets: 2017-2025
  • Automated Report Generation in Business Services, World Markets: 2017-2025
  • Business Application Virtual Digital Assistants in Business Services, World Markets: 2017-2025
  • Crowdsourced Market Research in Business Services, World Markets: 2017-2025
  • Customer Service & Marketing VDAs in Business Services, World Markets: 2017-2025
  • Digital Experience Marketing in Business Services, World Markets: 2017-2025
  • E-Commerce and Sales Virtual Digital Assistants in Business Services, World Markets: 2017-2025
  • Face Recognition in Business Services, World Markets: 2017-2025
  • Human Emotion Analysis in Business Services, World Markets: 2017-2025
  • Intelligent Customer Relationship Management Systems in Business Services, World Markets: 2017-2025
  • Intelligent Recruitment and Human Resources Systems in Business Services, World Markets: 2017-2025
  • Machine/Vehicular Object Detection/Identification/Avoidance Systems in Business Services, World Markets: 2017-2025
  • Prevention against Cybersecurity Threats in Business Services, World Markets: 2017-2025
  • Procurement Management in Business Services, World Markets: 2017-2025
  • Project and Stakeholder Management in Business Services, World Markets: 2017-2025
  • Real-Time Media and Social Intelligence in Business Services, World Markets: 2017-2025
  • Sentiment Analysis in Customer Care in Business Services, World Markets: 2017-2025
  • Social Media Publishing and Management in Business Services, World Markets: 2017-2025
  • Travel Concierge and Booking Services in Business Services, World Markets: 2017-2025
  • Video Surveillance in Business Services, World Markets: 2017-2025
  • Voice/Speech Recognition in Business Services, World Markets: 2017-2025
  • Workforce Management and Scheduling in Business Services, World Markets: 2017-2025
  • Predictive Maintenance in Construction, World Markets: 2017-2025
  • Project and Stakeholder Management in Construction, World Markets: 2017-2025
  • Satellite Imagery for Geo-Analytics in Construction, World Markets: 2017-2025
  • Worker Safety in Construction, World Markets: 2017-2025
  • Automated Tour Guide and Itinerary Services in Consumer, World Markets: 2017-2025
  • Building Generative Models of the Real World in Consumer, World Markets: 2017-2025
  • Calendar, Meeting, Event Scheduling, and Reminders in Consumer, World Markets: 2017-2025
  • Computer-Aided Art in Consumer, World Markets: 2017-2025
  • Contextual Intelligence in Mobile in Consumer, World Markets: 2017-2025
  • Face Recognition in Consumer, World Markets: 2017-2025
  • Human Emotion Analysis in Consumer, World Markets: 2017-2025
  • Language Translation Services in Consumer, World Markets: 2017-2025
  • Local Search and Discovery in Consumer, World Markets: 2017-2025
  • Machine/Vehicle Object Detection/Identification/Avoidance in Consumer, World Markets: 2017-2025
  • Movie Recommendations in Consumer, World Markets: 2017-2025
  • Music Recommendations in Consumer, World Markets: 2017-2025
  • Personalized Health, Fitness, and Wellness Improvement in Consumer, World Markets: 2017-2025
  • Predictive Typing Assistants in Consumer, World Markets: 2017-2025
  • Product Recommendations in Consumer, World Markets: 2017-2025
  • Relationships and Matchmaking in Consumer, World Markets: 2017-2025
  • Search Engine Queries in Consumer, World Markets: 2017-2025
  • Smart Oven Control with Food Recognition in Consumer, World Markets: 2017-2025
  • Social Media Feed Curation in Consumer, World Markets: 2017-2025
  • Static Image Recognition, Classification, and Tagging in Consumer, World Markets: 2017-2025
  • Text-Based Automated Bots in Consumer, World Markets: 2017-2025
  • Travel Concierge and Booking Services in Consumer, World Markets: 2017-2025
  • Voice/Speech Recognition in Consumer, World Markets: 2017-2025
  • Agent-Based Simulations for Decision-Making in Defense, World Markets: 2017-2025
  • Localization and Mapping in Defense, World Markets: 2017-2025
  • Machine/Vehicle Object Detection/Identification/Avoidance in Defense, World Markets: 2017-2025
  • Predictive Maintenance in Defense, World Markets: 2017-2025
  • Prevention Against Cybersecurity Threats in Defense, World Markets: 2017-2025
  • Satellite Imagery for Geo-Analytics in Defense, World Markets: 2017-2025
  • Sensor Data Fusion in Machinery in Defense, World Markets: 2017-2025
  • Swarming Drones in Defense, World Markets: 2017-2025
  • Vehicle Network and Data Security in Defense, World Markets: 2017-2025
  • Automated Cliffs Notes, Study Notes, Quiz Generators in Education, World Markets: 2017-2025
  • Automated Grading of Tests in Education, World Markets: 2017-2025
  • Education for Autistic and Speech Deficient Children in Education, World Markets: 2017-2025
  • Foreign Language Tutoring in Education, World Markets: 2017-2025
  • Personalized Tutoring and Adaptive Learning in Education, World Markets: 2017-2025
  • Spoken Fluency Evaluation in Education, World Markets: 2017-2025
  • Textual Question Answering in Education, World Markets: 2017-2025
  • Nuclear/Power Plant Safety in Energy, World Markets: 2017-2025
  • Satellite Imagery in Geo-Analytics in Energy, World Markets: 2017-2025
  • Weather Forecasting in Energy, World Markets: 2017-2025
  • Fashion Trend Prediction in Fashion, World Markets: 2017-2025
  • Automated Report Generation in Finance, World Markets: 2017-2025
  • Biometric Identification in Finance, World Markets: 2017-2025
  • Credit Scoring and Loan Analysis in Finance, World Markets: 2017-2025
  • Employee Expense Management in Finance, World Markets: 2017-2025
  • Face Recognition in Finance, World Markets: 2017-2025
  • Fraud Detection and Anti-Money Laundering in Finance, World Markets: 2017-2025
  • Human Emotion Analysis in Consumer, World Markets: 2017-2025
  • Machine/Vehicle Object Detection/Identification/Avoidance in Finance, World Markets: 2017-2025
  • Personal Financial Advisor in Finance, World Markets: 2017-2025
  • Risk Assessment and Compliance in Finance, World Markets: 2017-2025
  • Tax Filing and Processing in Finance, World Markets: 2017-2025
  • Video Surveillance in Finance, World Markets: 2017-2025
  • Voice/Speech Recognition in Finance, World Markets: 2017-2025
  • Game Development in Gaming, World Markets: 2017-2025
  • Game Monetization and Personalization in Gaming, World Markets: 2017-2025
  • Agent-Based Simulations for Decision-Making in the Public Sector, World Markets: 2017-2025
  • Behavioral Analytics in the Public Sector, World Markets: 2017-2025
  • Converting Paperwork into Digital Assets in the Public Sector, World Markets: 2017-2025
  • Crime Reduction and Prevention in the Public Sector, World Markets: 2017-2025
  • Crowd Analytics in the Public Sector, World Markets: 2017-2025
  • Dialect Classification in the Public Sector, World Markets: 2017-2025
  • Disaster and Emergency Management in the Public Sector, World Markets: 2017-2025
  • Face Recognition in the Public Sector, World Markets: 2017-2025
  • Predicting Social Unrest and Geopolitical Events in the Public Sector, World Markets: 2017-2025
  • Real-Time Media and Social Intelligence in the Public Sector, World Markets: 2017-2025
  • Sentiment Analysis in the Public Sector, World Markets: 2017-2025
  • Social Media Bots in the Public Sector, World Markets: 2017-2025
  • Street Lighting in the Public Sector, World Markets: 2017-2025
  • Traffic Light Management in the Public Sector, World Markets: 2017-2025
  • Video Surveillance in the Public Sector, World Markets: 2017-2025
  • Waste Sorting and Recycling in the Public Sector, World Markets: 2017-2025
  • Weather Forecasting in the Public Sector, World Markets: 2017-2025
  • Automated Report Generation in Healthcare, World Markets: 2017-2025
  • Biomarker Discovery in Healthcare, World Markets: 2017-2025
  • Clustering and Phenotype Discovery in Healthcare, World Markets: 2017-2025
  • Computational Drug Discovery in Healthcare, World Markets: 2017-2025
  • Converting Paperwork into Digital Assets in Healthcare, World Markets: 2017-2025
  • Counterfeit Drug Analysis in Healthcare, World Markets: 2017-2025
  • Digital Pathology in Healthcare, World Markets: 2017-2025
  • Face Recognition in Healthcare, World Markets: 2017-2025
  • Genomic Data Mapping and Analysis for Personalized Healthcare and Precision Medicine in Healthcare, World Markets: 2017-2025
  • Healthcare Virtual Digital Assistants, World Markets: 2017-2025
  • Hospital Patient Management Systems in Healthcare, World Markets: 2017-2025
  • Market Intelligence for Scientific Research in Healthcare, World Markets: 2017-2025
  • Medical Diagnostic Assistance in Healthcare, World Markets: 2017-2025
  • Medical Image Analysis in Healthcare, World Markets: 2017-2025
  • Medical Treatment Recommendation in Healthcare, World Markets: 2017-2025
  • Medication Compliance for Clinical Trials and General Usage in Healthcare, World Markets: 2017-2025
  • Methods for Monitoring Vitals in Healthcare, World Markets: 2017-2025
  • Mining, Processing, and Making Sense of Clinical Notes in Healthcare, World Markets: 2017-2025
  • Patient Data Processing in Healthcare, World Markets: 2017-2025
  • Portable and Low-Cost Ultrasound Devices in Healthcare, World Markets: 2017-2025
  • Predicting Illness and Patient Outcomes in Healthcare, World Markets: 2017-2025
  • Text Classification for Biomedical Literature in Healthcare, World Markets: 2017-2025
  • Augmented Reality/Virtual Reality Development in Information Technology, World Markets: 2017-2025
  • Automated Code Development in Information Technology, World Markets: 2017-2025
  • Computer-Aided Design in Information Technology, World Markets: 2017-2025
  • Mobile Application Development in Information Technology, World Markets: 2017-2025
  • Network/Information Technology Operations Monitoring and Management in Information Technology, World Markets: 2017-2025
  • Simulating Worlds for AI Training in Information Technology, World Markets: 2017-2025
  • Software Code Error Checking in Information Technology, World Markets: 2017-2025
  • Website Personalization in Information Technology, World Markets: 2017-2025
  • Algorithmic Trading Strategy Performance Improvement in Investment, World Markets: 2017-2025
  • Financial Search Engines in Investment, World Markets: 2017-2025
  • Market Intelligence and Data Analytics for Investment in Investment, World Markets: 2017-2025
  • Satellite Imagery for Geo-Analytics in Investment, World Markets: 2017-2025
  • Claims Processing in Insurance, World Markets: 2017-2025
  • Converting Paperwork into Digital Data in Insurance, World Markets: 2017-2025
  • Patient Data Processing in Insurance, World Markets: 2017-2025
  • Automated Report Generation in Legal, World Markets: 2017-2025
  • Contract Analysis in Legal, World Markets: 2017-2025
  • Legal Document Review and Research in Legal, World Markets: 2017-2025
  • Patent Research and Analysis in Legal, World Markets: 2017-2025
  • Predictive Coding in Legal, World Markets: 2017-2025
  • Demand Forecasting for Warehousing and Supply Chain in Logistics, World Markets: 2017-2025
  • Localization and Mapping in Logistics, World Markets: 2017-2025
  • Machine/Vehicular Object Detection/Identification/Avoidance in Logistics, World Markets: 2017-2025
  • Satellite Imagery for Geo-Analytics in Logistics, World Markets: 2017-2025
  • Supply Chain and Logistics in Logistics, World Markets: 2017-2025
  • Weather Forecasting in Logistics, World Markets: 2017-2025
  • 3D Printing Arm Control in Manufacturing, World Markets: 2017-2025
  • Energy Management in Manufacturing, World Markets: 2017-2025
  • Localization and Mapping in Manufacturing, World Markets: 2017-2025
  • Machine/Vehicular Object Detection/Identification/Avoidance in Manufacturing, World Markets: 2017-2025
  • Predictive Maintenance in Manufacturing, World Markets: 2017-2025
  • Product Lifecycle Management in Manufacturing, World Markets: 2017-2025
  • Quality Monitoring in Manufacturing, World Markets: 2017-2025
  • Sensor Data Fusion in Machinery in Manufacturing, World Markets: 2017-2025
  • Video Surveillance in Manufacturing, World Markets: 2017-2025
  • Voice/Speech Recognition in Manufacturing, World Markets: 2017-2025
  • Algorithmic News Stories in Media & Entertainment, World Markets: 2017-2025
  • Audio and Video Mining in Media & Entertainment, World Markets: 2017-2025
  • Film Script Analysis in Media & Entertainment, World Markets: 2017-2025
  • Font Recognition and Suggestions in Media & Entertainment, World Markets: 2017-2025
  • Gesture Recognition in Media & Entertainment, World Markets: 2017-2025
  • Human Emotion Analysis in Media & Entertainment, World Markets: 2017-2025
  • Music Production and Generation in Media & Entertainment, World Markets: 2017-2025
  • News and Feed Curation for Consumers in Media & Entertainment, World Markets: 2017-2025
  • Simulating Crowds in Media & Entertainment, World Markets: 2017-2025
  • Social Media Publishing and Management in Media & Entertainment, World Markets: 2017-2025
  • Video Production and Editing in Media & Entertainment, World Markets: 2017-2025
  • Video Surveillance in Media & Entertainment, World Markets: 2017-2025
  • Automated Report Generation in Oil, Gas, and Mining, World Markets: 2017-2025
  • Oil Production Optimization in Oil, Gas, and Mining, World Markets: 2017-2025
  • Real Estate Development Optimization in Real Estate, World Markets: 2017-2025
  • Behavioral Analytics in Retail, World Markets: 2017-2025
  • Clothes Sizing and Fitting in Retail, World Markets: 2017-2025
  • Customer Service and Marketing Virtual Digital Assistants in Retail, World Markets: 2017-2025
  • Customer Store Visit Analytics in Retail, World Markets: 2017-2025
  • E-Commerce & Sales Virtual Digital Assistants in Retail, World Markets: 2017-2025
  • Face Recognition in Retail, World Markets: 2017-2025
  • Human Emotion Analysis in Retail, World Markets: 2017-2025
  • Intelligent Customer Relationship Management Systems in Retail, World Markets: 2017-2025
  • Interactive Window Displays in Advertising, World Markets: 2017-2025
  • Inventory Management in Retail, World Markets: 2017-2025
  • Machine/Vehicular Object Detection/Identification/Avoidance in Retail, World Markets: 2017-2025
  • Predictive Analytics for Retail in Retail, World Markets: 2017-2025
  • Real-Time Media and Social Intelligence in Retail, World Markets: 2017-2025
  • Sentiment Analysis in Retail, World Markets: 2017-2025
  • Supermarket Shelf Analytics in Retail, World Markets: 2017-2025
  • Video Surveillance in Retail, World Markets: 2017-2025
  • Visual Search-Based E-Commerce in Retail, World Markets: 2017-2025
  • Voice/Speech Recognition in Retail, World Markets: 2017-2025
  • Weather Forecasting in Retail, World Markets: 2017-2025
  • Workforce Management and Scheduling in Retail, World Markets: 2017-2025
  • Athlete Fitness, Sleep Monitoring, and Performance Optimization in Sports, World Markets: 2017-2025
  • Biomarker-Based Athlete Performance Optimization in Sports, World Markets: 2017-2025
  • Game Outcome Predictions for Betting in Sports, World Markets: 2017-2025
  • Real-Time Media and Social Intelligence in Sports, World Markets: 2017-2025
  • Sports Team Player Selection in Sports, World Markets: 2017-2025
  • Sports Video and Stat Analytics in Sports, World Markets: 2017-2025
  • Video Surveillance in Sports, World Markets: 2017-2025
  • Customer Service and Marketing VDAs in Telecommunications, World Markets: 2017-2025
  • Fraud Mitigation in Telecommunications, World Markets: 2017-2025
  • Improving Customer Experience Management in Telecommunications, World Markets: 2017-2025
  • Intelligent CRM Systems in Telecommunications, World Markets: 2017-2025
  • Network/Information Technology Operations Monitoring and Management in Telecommunications, World Markets: 2017-2025
  • Predictive Maintenance in Telecommunications, World Markets: 2017-2025
  • Prevention against Cybersecurity Threats in Telecommunications, World Markets: 2017-2025
  • Localization and Mapping in Transportation, World Markets: 2017-2025
  • Machine/Vehicular Object Detection/Identification/Avoidance in Transportation, World Markets: 2017-2025
  • Predicting Traffic Density in Transportation, World Markets: 2017-2025
  • Predictive Maintenance in Transportation, World Markets: 2017-2025
  • Sensor Data Fusion in Machinery in Transportation, World Markets: 2017-2025
  • Vehicle Network and Data Security in Transportation, World Markets: 2017-2025
  • Weather Forecasting in Transportation, World Markets: 2017-2025
  • Creating Synthetic Life Forms in Scientific Research, World Markets: 2017-2025
  • Space Exploration in Scientific Research, World Markets: 2017-2025