AI Use Cases

UseCasesFor.ai

AI Use Cases

A collection of over 250 uses for artificial intelligence

A continually updated list exploring how different types of AI are used across various industries and AI disciplines,including generative AI use cases, banking AI use cases, AI use cases in healthcare, AI use cases in government, AI use cases in insurance, and more

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AI Use Cases using ML

Crop monitoring and yield prediction
Agriculture ML

Crop monitoring and yield prediction

Leading to better crop yields through the use of AI

Soil health monitoring
Agriculture ML

Soil health monitoring

Soil particulate and composition can be analysed by ML models to provide recommendations for soil improvement

Weather pattern decisions
Agriculture ML

Weather pattern decisions

Probabilistic models for seasonal weather forecasting

Water usage optimisation
Agriculture ML

Water usage optimisation

Optimising water consumption for agricultural use

Optimise crops based on soil profile
Agriculture ML

Optimise crops based on soil profile

AI can suggest which crops would be optimal for the analysed soil composition and particulate

Pest identification
Agriculture ML

Pest identification

Identify agricultural pests using image analysis

Predicting market demand
Agriculture ML

Predicting market demand

Satellite imagery and weather data can predict which crops will have done better and therefore market demand

Pesticide optimisation
Agriculture ML

Pesticide optimisation

Reduce the amount of pesticide needed based on data analysis, crop type, soil type etc

Livestock prediction
Agriculture ML

Livestock prediction

Tracking numbers of animals and using past breeding habits to extrapolate future livestock numbers

Vehicle health monitoring, breakdown prediction / Predictive maintenance
Automotive ML

Vehicle health monitoring, breakdown prediction / Predictive maintenance

Suggest decisions like irrigation schedules, pesticide applications, and harvesting times based on real-time data and learned patterns from past seasons.

Personalised In car entertainment
Automotive ML

Personalised In car entertainment

In car entertainment customised to user preferences

Driver behaviour analysis and feedback
Automotive ML NLP Gen AI

Driver behaviour analysis and feedback

Provide feedback on observed user driving habits based on collected data. AI driving too close to vehicle in front, not indicating.

Route optimisation
Automotive ML NLP Gen AI

Route optimisation

Provide feedback on observed user driving habits based on collected data. AI driving too close to vehicle in front, not indicating.

Identifying plagiarism
Education ML

Identifying plagiarism

Plagiarism can automatically be detected with varying degrees of confidence

Forecast demand
Energy ML

Forecast demand

Predict future energy demand based on historical consumption patterns, weather forecasts, and economic indicators, helping utilities optimize resource allocation and grid stability.

Predicts renewable energy output from wind and solar
Energy ML

Predicts renewable energy output from wind and solar

Predict future energy demand based on historical consumption patterns, weather forecasts, and economic indicators, helping utilities optimize resource allocation and grid stability.

Fault detection in solar panels
Energy ML

Fault detection in solar panels

Anomaly detection algorithms identify faults and performance issues in solar panel arrays, maximizing energy yield and reducing maintenance costs

Energy consumption optimisation in buildings
Energy ML

Energy consumption optimisation in buildings

Analyse building occupancy patterns, weather data, and energy usage to optimize HVAC and lighting systems for energy efficiency without compromising comfort.

Personalised experiences
Entertainment ML

Personalised experiences

Tailors user interactions by analysing preferences, enhancing engagement through customized content suggestions.

Personal or genre music playlist creation
Entertainment ML

Personal or genre music playlist creation

Curates personalized playlists by analysing user preferences and music characteristics, offering tailored listening experiences.

Earthquake prediction
Environmental ML

Earthquake prediction

Determining large earthquakes from smaller tremor patterns

Tornado prediction
Environmental ML

Tornado prediction

Based on historical tornado seasons, humidity, pressure etc

Wildfire prediction
Environmental ML

Wildfire prediction

Predict wildfire likelihood based on historic wildfires and predicted temperatures etc

Wildfire damage analysis
Environmental ML

Wildfire damage analysis

Calculate damage caused from satellite imagery

Flooding prediction
Environmental ML

Flooding prediction

Predict flooding from previous flooding records and predicted rainfall

Drought prediction
Environmental ML

Drought prediction

Predict droughts from previous droughts, seasonal patterns and scheduled weather patterns

Monitoring air and water quality
Environmental ML

Monitoring air and water quality

Monitoring air and water quality using sensors and monitoring systems

Fraud detection
Financial Services ML

Fraud detection

Detect fraudulent and unsafe transactions

Trend prediction
Financial Services ML

Trend prediction

Financial trends can be identified early by AI

Spot suspicious or anomalous transactions
Financial Services ML

Spot suspicious or anomalous transactions

Identify transactions that differ from expected normal activity

Loan decisions
Financial Services ML

Loan decisions

AI can help determine the risk level of loans based on a number of factors

Stock trade algorithms
Financial Services ML

Stock trade algorithms

Stock trade models can be created based on the results of previous trades. The model can even continuously updated and refined.

Investment opportunity analysis
Financial Services ML

Investment opportunity analysis

AI can identify investment opportunities in an ever changing financial landscape

Credit scoring
Financial Services ML

Credit scoring

Automated credit scoring can be done by AI taking into account a number of factors

Predicting player churn based on their historical gaming behaviour
Gambling ML

Predicting player churn based on their historical gaming behaviour

Utilizes machine learning to forecast the likelihood of players leaving based on their past gaming patterns and behaviour.

Personalizing offers and bonuses based on player preferences and spending patterns
Gambling ML Gen AI

Personalizing offers and bonuses based on player preferences and spending patterns

Tailors promotional offers and bonuses to individual players by analysing their preferences and spending habits.

Fraud detection by identifying unusual betting patterns
Gambling ML

Fraud detection by identifying unusual betting patterns

Employs machine learning to detect fraudulent activities by identifying irregular betting behaviours.

Forecasting optimal staffing levels for different times and areas of the casino
Gambling ML

Forecasting optimal staffing levels for different times and areas of the casino

Utilizes machine learning to predict the ideal staffing levels across various areas and timeframes within the casino.

Customizing marketing campaigns to target high-value players
Gambling ML

Customizing marketing campaigns to target high-value players

Adapts marketing strategies to focus on high-value players by analysing their behaviours and preferences.

Identifying VIP players upon arrival for personalized greetings and services
Gambling ML

Identifying VIP players upon arrival for personalized greetings and services

Utilizes machine learning to recognize VIP players upon arrival, enabling personalized greetings and services.

Suggesting games based on player preferences and past gaming history
Gambling ML

Suggesting games based on player preferences and past gaming history

Suggests games tailored to player preferences and past gaming history, enhancing the gaming experience.

Rewarding players with loyalty points based on their gaming activity
Gambling ML

Rewarding players with loyalty points based on their gaming activity

Rewards players with loyalty points based on their gaming activity, encouraging continued engagement.

Suggesting alternative gaming options during peak times to reduce wait times
Gambling ML

Suggesting alternative gaming options during peak times to reduce wait times

Offers alternative gaming options during peak times to minimize wait times and optimize player satisfaction.

Diagnosis from patient data
Healthcare ML

Diagnosis from patient data

Identifying patterns in patient-reported symptoms to aid in early disease detection

Blood panel analysis
Healthcare ML

Blood panel analysis

AI analyses blood panel results to identify abnormalities and assist in diagnosing various conditions.

How genes impact health
Healthcare ML

How genes impact health

analysing genetic data to understand how gene variations affect health and susceptibility to diseases.

Genetic marker identification and consideration
Healthcare ML

Genetic marker identification and consideration

Identifying genetic markers to tailor treatments based on individual genetic profiles and reduce side effects.

Drug discovery
Healthcare ML

Drug discovery

Using AI to expedite the drug discovery process by analysing potential drug candidates and predicting their efficacy.

Patient risk prediction
Healthcare ML

Patient risk prediction

Identifying high-risk patients for specific diseases based on questionnaire data and medical history

Outbreak detection
Healthcare ML

Outbreak detection

Using AI to detect and predict outbreaks of infectious diseases by analysing trends in patient data.

Disease infection prediction
Healthcare ML

Disease infection prediction

Predicting the likelihood of disease infections in populations based on historical data and trends.

Patient insights
Healthcare ML Gen AI

Patient insights

Gaining insights into patient health trends and risk factors through comprehensive data analysis.

Recommending relevant clinical trials or research studies based on patient profiles
Healthcare ML

Recommending relevant clinical trials or research studies based on patient profiles

AI suggests clinical trials or research studies relevant to individual patient profiles, aiding in personalized treatment.

Patient resource prediction
Healthcare ML

Patient resource prediction

Optimizing healthcare resource allocation by forecasting future patient needs using ML models

Readmission risk prediction
Healthcare ML

Readmission risk prediction

Predicting patient risk of hospital readmission based on ML analysis of questionnaire data

Detecting physical abuse or neglect
Healthcare ML CV

Detecting physical abuse or neglect

Identifying signs of physical abuse or neglect through visual inspection of patient images and past history

Patient scheduling
Healthcare ML CV

Patient scheduling

Optimizing patient scheduling and appointment booking based on clinic availability and patient preferences.

Candidate application and profile analysis
Human Resources ML CV

Candidate application and profile analysis

This involves using AI to analyse candidate applications and profiles to identify the best matches for job openings. It enhances the recruitment process by quickly assessing skills, experience, and fit for the company culture.

Performance analysis
Human Resources ML

Performance analysis

AI is used to evaluate employee performance by analysing various metrics and feedback. This helps in identifying top performers, areas for improvement, and making informed decisions on promotions and training needs.

Identify churn risk
Human Resources ML

Identify churn risk

Using AI, HR can predict which employees are at risk of leaving the company. By analysing factors such as engagement, satisfaction, and performance, proactive measures can be taken to improve retention.

Categorisation
Human Resources ML

Categorisation

AI categorizes and organizes large volumes of HR data, making it easier to retrieve and analyse information. This supports better decision-making and efficient HR management.

Employee satisfaction survey analysis
Human Resources ML NLP

Employee satisfaction survey analysis

AI analyses responses from employee satisfaction surveys to gauge overall sentiment and identify key areas of concern. This provides insights into employee morale and helps guide improvements in workplace culture.

Workforce planning
Human Resources ML Gen AI

Workforce planning

AI assists in workforce planning by predicting future staffing needs and optimizing resource allocation. It helps HR to align workforce strategies with business goals and adapt to changing demands.

Insurance policy approval/decline
Insurance ML

Insurance policy approval/decline

Streamline the process of approving or declining insurance policies. Use AI to assess risk factors and make quick, accurate decisions.

Insurance premium calculation
Insurance ML

Insurance premium calculation

Calculate insurance premiums based on various risk factors and customer data. Utilize AI to ensure fair and competitive pricing.

Identify cyber threats and mitigation
IT ML

Identify cyber threats and mitigation

Optimize patient scheduling and appointment booking based on clinic availability and patient preferences.

Dynamic cloud resource scaling
IT ML

Dynamic cloud resource scaling

Automatically adjust cloud resources based on real-time demand. Use AI to predict and scale resources efficiently.

Predictive policing
Law Enforcement ML

Predictive policing

AI algorithms for predictive policing to allocate resources more effectively and deter crime

Biometric identification and recognition
Law Enforcement ML CV

Biometric identification and recognition

Implements AI-powered biometric systems for accurate identification and recognition of individuals, aiding in criminal investigations and border security.

Crime Pattern Analysis
Law Enforcement ML

Crime Pattern Analysis

analyses historical crime data using AI algorithms to identify patterns and trends, assisting law enforcement agencies in targeting crime hotspots and allocating resources effectively.

Sentencing Recommendation Systems
Law Enforcement ML

Sentencing Recommendation Systems

Utilizes AI to analyse case data and provide sentencing recommendations to judges, promoting consistency and fairness in the judicial process.

Fraud Detection and Financial Crime Prevention
Law Enforcement ML

Fraud Detection and Financial Crime Prevention

Implements AI-based systems to detect and prevent financial crimes such as fraud and money laundering by analysing transactional data and identifying suspicious patterns.

Route optimisation for delivery vehicles
Logistics ML

Route optimisation for delivery vehicles

AI algorithms analyse real-time traffic data to optimize delivery routes, minimizing travel time and fuel consumption

Predictive maintenance for fleet management
Logistics ML

Predictive maintenance for fleet management

AI algorithms analyse real-time traffic data to optimize delivery routes, minimizing travel time and fuel consumption

Warehouse layout optimisation
Logistics ML

Warehouse layout optimisation

AI can simulate different warehouse layouts to maximize storage capacity, streamline operations, and minimize pick-and-pack times

Loading and packing optimisation
Logistics ML

Loading and packing optimisation

AI algorithms can determine the most efficient way to load shipping containers, minimizing wasted space and reducing shipping costs.

Predictive ETAs for shipments
Logistics ML

Predictive ETAs for shipments

ML models predict estimated time of arrivals (ETAs) for shipments based on historical data and real-time factors like weather and traffic conditions.

Predictive supply chain risk management
Logistics ML Gen AI

Predictive supply chain risk management

ML models analyse various risk factors, such as geopolitical events or natural disasters, to identify potential disruptions and implement proactive mitigation strategies.

Visual defect detection
Manufacturing ML

Visual defect detection

Identify visual defects in products using AI. Utilize machine learning to ensure high-quality production standards.

Production optimisation
Manufacturing ML

Production optimisation

Enhance production efficiency by analysing historical data. Use AI to streamline processes and reduce waste.

Failure prediction
Manufacturing ML

Failure prediction

Predict equipment failures before they occur. Use AI to analyse historical data and prevent downtime.

Supply chain management
Manufacturing ML

Supply chain management

Optimize supply chain operations using AI. analyse data to suggest the best times for shipping and stocking.

Bottleneck identification
Manufacturing ML

Bottleneck identification

Identify production bottlenecks with AI analysis. Use machine learning to improve workflow and increase efficiency.

Quality control
Manufacturing ML

Quality control

Ensure product quality through AI-driven inspections. Use machine learning to maintain consistent quality standards.

Email campaign optimization
Marketing Gen AI ML

Email campaign optimization

Optimize email campaigns for better engagement. Use AI to analyse data and suggest improvements for higher open and click rates.

Market analysis and trend prediction
Product Development ML Gen AI

Market analysis and trend prediction

AI can analyse market data, consumer behaviour, and social media trends to predict future market needs and guide product development strategies.

Homelessness prediction
Public Services ML

Homelessness prediction

Predicting homelessness risk factors to prevent displacement and provide early intervention

Social service demand prediction
Public Services ML

Social service demand prediction

Predicting demand for social services based on demographic and economic indicators

Optimising public service resource allocation
Public Services ML

Optimising public service resource allocation

Optimizing resource allocation for public services based on ML-driven demand forecasting

Predicting demand for welfare assistance
Public Services ML

Predicting demand for welfare assistance

analysing historical data to identify trends and patterns in welfare assistance applications

Child welfare prediction
Public Services ML

Child welfare prediction

Predicting child welfare outcomes to allocate resources for preventative interventions

Optimising public transport routes
Public Services ML

Optimising public transport routes

Optimizing public transportation routes and schedules based on ML analysis of usage patterns

Public service fraud detection
Public Services ML

Public service fraud detection

Detect people defrauding the state, for example benefit fraud

Identify real estate investments
Property ML

Identify real estate investments

From analysing market trends

Value determination
Property ML

Value determination

From property details and historical data

Predict rental yields
Property ML

Predict rental yields

From market analysis and historical rental data

Tenant screening
Property ML

Tenant screening

Based on background checks and rental history

Property maintenance scheduling
Property ML

Property maintenance scheduling

Using predictive maintenance models

Market demand forecasting
Property ML

Market demand forecasting

From analysing demographic and economic trends

Energy efficiency assessment
Property ML

Energy efficiency assessment

From analysing property features and energy consumption data

Optimise staffing levels
Retail ML

Optimise staffing levels

Adjust staffing levels to match customer demand. Use AI to ensure optimal employee allocation for better service.

Inventory management optimisation & forecasting
Retail ML

Inventory management optimisation & forecasting

Optimize inventory levels and forecast demand accurately. Employ AI to reduce stockouts and overstock situations.

Dynamic price setting
Retail ML

Dynamic price setting

Adjust prices in real-time based on market conditions and demand. Use AI to optimize pricing for maximum profitability.

Recommending products
Retail ML

Recommending products

Suggest products to customers based on their preferences and behaviour. Use AI to enhance the shopping experience with personalized recommendations.

Personalised offers
Retail ML

Personalised offers

Create tailored offers for individual customers. Use AI to analyse shopping patterns and deliver customized promotions.

Product identification and tracking
Retail ML

Product identification and tracking

Identify and track products throughout the supply chain. Use AI to enhance inventory accuracy and reduce losses.

Material discovery
Science ML Gen AI

Material discovery

AI aids in discovering new materials with desired properties by analysing large datasets.

Particle physics simulations
Science ML

Particle physics simulations

AI simulates particle interactions to help researchers understand fundamental physical processes.

Seismic data interpretation
Science ML Gen AI

Seismic data interpretation

AI interprets seismic data to predict earthquakes and understand geological structures.

Team or player performance analysis
Sport ML

Team or player performance analysis

Utilizes AI to monitor and analyse athlete performance metrics such as speed, agility, and endurance, providing personalized training plans for improvement.

Injury prediction and prevention
Sport ML

Injury prediction and prevention

Utilizes AI to analyse player biomechanics and historical data to predict and prevent injuries, optimizing training regimes and reducing downtime.

Game strategy optimization
Sport ML

Game strategy optimization

Applies AI algorithms to analyse opponent tactics and game situations in real-time, providing insights to coaches for optimal strategy adjustments.

Athlete performance enhancement
Sport ML

Athlete performance enhancement

Utilizes AI to monitor and analyse athlete performance metrics such as speed, agility, and endurance, providing personalized training plans for improvement.

Fan engagement and experience
Sport ML

Fan engagement and experience

Implements AI-driven personalized fan engagement strategies through targeted content delivery, interactive experiences, and customized merchandise recommendations.

Referee decision support
Sport ML Computer Vision

Referee decision support

Utilizes AI-powered systems to assist referees in making accurate decisions by analysing game events and providing real-time feedback on contentious calls.

Talent scouting and recruitment
Sport ML

Talent scouting and recruitment

Applies AI algorithms to analyse player performance data and scouting reports to identify talented prospects and optimize recruitment strategies.

Real-time match analysis and commentary
Sport ML NLP

Real-time match analysis and commentary

Utilizes AI to generate real-time match analysis and commentary by analysing game events, player statistics, and historical data.

Equipment design and innovation
Sport ML

Equipment design and innovation

Utilizes AI-based simulations and analysis to design and innovate sports equipment such as footwear, apparel, and gear for enhanced performance and safety.

Network performance optimisation
Telecommunications ML

Network performance optimisation

Applies machine learning to optimize network performance and reliability for enhanced telecommunications services.

Predictive maintenance for network infrastructure
Telecommunications ML

Predictive maintenance for network infrastructure

Predicts maintenance needs and identifies potential issues in network infrastructure before they cause service disruptions.

Automated network configuration and optimization
Telecommunications ML

Automated network configuration and optimization

Utilizes AI algorithms to automate the configuration and optimization of network settings for improved performance and efficiency.

Network Security Threat Detection
Telecommunications ML NLP

Network Security Threat Detection

Utilizes AI techniques to detect and mitigate cybersecurity threats in telecommunications networks, safeguarding against attacks and breaches.

Dynamic pricing and service bundling
Telecommunications ML

Dynamic pricing and service bundling

Applies AI algorithms to analyse customer behaviour and market trends, enabling dynamic pricing strategies and personalized service bundles.

Route optimisation
Transport ML

Route optimisation

Utilizes machine learning to optimize the most efficient paths for transportation routes.

Estimating arrival times
Transport ML

Estimating arrival times

Predicts arrival times using machine learning techniques for capacity planning.

Traffic management
Transport ML Computer Vision

Traffic management

AI-based systems for real-time traffic monitoring and congestion management.

Demand forecasting
Transport ML

Demand forecasting

Predicts future transportation demand using AI algorithms for better resource allocation.

Autonomous vehicles
Transport ML Robotics

Autonomous vehicles

Utilizes AI technologies to enable self-driving vehicles for safer and more efficient transportation.

Predictive maintenance
Transport ML IoT

Predictive maintenance

AI-driven systems for predicting maintenance needs in transportation infrastructure and vehicles, reducing downtime.

Fleet management
Transport ML Optimization

Fleet management

Optimizes fleet operations and scheduling using AI algorithms to enhance efficiency and reduce costs.

Dynamic pricing
Transport ML

Dynamic pricing

Adapts pricing strategies in real-time based on demand and supply insights derived from AI analysis.

Emissions reduction
Transport ML

Emissions reduction

Applies AI techniques to optimize fuel consumption and reduce emissions in transportation systems.

Safety enhancement
Transport ML Computer Vision

Safety enhancement

Utilizes AI for real-time analysis of driving behaviour and road conditions to enhance safety measures in transportation.

Predictive maintenance of tourism facilities
Tourism ML

Predictive maintenance of tourism facilities

Forecast maintenance needs of facilities to prevent issues. Use AI to ensure optimal operation and reduce downtime.

Tourist behaviour analysis
Tourism ML

Tourist behaviour analysis

analyse tourist behaviour to optimize services and offerings. Use AI to gather insights and tailor experiences.

Species counting
Wildlife ML CV

Species counting

Accurately count wildlife populations using AI. Utilize machine learning to process data from images and videos.

Species identification
Wildlife ML CV

Species identification

Identify different species in various habitats using AI. Employ machine learning to analyse visual data and classify species.

Endangered species detection and tracking
Wildlife ML CV

Endangered species detection and tracking

Detect and track endangered species to aid conservation efforts. Use AI to monitor movements and ensure their protection.

Habitat mapping
Wildlife ML CV

Habitat mapping

Create detailed maps of wildlife habitats using AI. Employ machine learning to analyse satellite images and geographical data.

Animal behaviour analysis
Wildlife ML CV

Animal behaviour analysis

analyse animal behaviour patterns using AI. Use machine learning to study movement, feeding, and social interactions.

Poaching prevention
Wildlife CV ML

Poaching prevention

Detect and prevent poaching activities with AI. Utilize machine learning to analyse patterns and identify potential threats.

Wildlife health monitoring
Wildlife ML

Wildlife health monitoring

Monitor the health of wildlife populations using AI. Use machine learning to detect signs of disease and malnutrition.

Environmental impact assessment
Wildlife ML

Environmental impact assessment

Assess the impact of environmental changes on wildlife. Use AI to analyse data and predict future effects.

Migration pattern analysis
Wildlife ML

Migration pattern analysis

Study migration patterns of wildlife using AI. Employ machine learning to track and predict migratory routes.