AI for Good Innovate for Impact Interim Report 2025
Foreword (TSB Director)
1. Introduction
2. Project introduction and selection process
     2.1 AI use cases
     2.2 Technical Advisory Committee formation and Selection
     2.3 Scholars Selection
3. Learnings and conclusion
     3.1 Cross-Sector Insights from Global Use Cases
     3.2 Key Insights from 2025 Innovate for Impact analysis
     3.3 Future work
4. Innovate for impact use cases
4.1. Category 1: Healthcare
Use Case 1: Intelligent Applications Based on Medical Large Models to Enhance People's Healthcare Experience and Health Status
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 2: AI based Virtual Yoga Instructor for Good health
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 3: CAFEIN – Federated Learning Platform
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 4: Smartphone-over-Microscope Diagnosis: Empowering Community Health Workers with TinyML for Malaria Parasite Detection in Rural Areas
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 5: AI-Driven Biometric Animal Registration for Animal Welfare and Global Health
     1 Use case summary table
     2 Use case description
     3 Use case requirements
     4 Sequence diagram
     5 References
Use Case 6: AI-Powered Dental CAD Solution for Fully Automated Digital Prosthesis Design
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 7: AI-Powered Smart Healthcare for Remote & Underserved Communities
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 8: Geospatial Mapping of Otitis Media (OM) and Social Determinants in Remote Northern Territory Communities
     1 Use case summary Table
     2 Use Case Description:
     3 Use case Requirements
     4 Sequence Diagram:
     5 References
Use Case 9: AI Senior Care Contents: Ensuring Joy and Cognitive Enhancement for Seniors.
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 10: AI-mediated Interactive Health Messaging for Community Health Promotion in Low-Middle Income Countries.
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 11: Necrosis Detection in Meningioma Images.
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 12: AI-Based Horse Identification and Gait Analysis.
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 13: AI-Driven Optimization of Clinical Trial Preparation: From Protocol Design to CRO Selection
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 14: AI-Enabled Pathology Model for Precision Diagnosis and Treatment
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 15: AI Specialist Diagnosis and Treatment Resources - Ophthalmology Model.
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 16: Traditional Chinese Medicine Industry Leigong Large Model.
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 17: MoralQuest: AI-Powered Gamification of Indian Moral Tales for Neurodiverse Social Development in children with Autism Spectrum Disorder (ASD)
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 18: Smart Rehabilitation: AI-Driven Exercise Assessment and Live Feedback for Enhanced Recovery
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 19: AI Powered Webisite of UAE Government Healthcare System
     1 Use Case Summary Table
     2 Use Case Description
     3 Use case Requirements
     4 Sequence Diagram
     5 References
Use Case 20: An AI-Powered Augmentative and Alternative Communication (AAC) tool
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 Reference
Use Case 21: AI-Based Health Monitoring and Advisory System
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 22: EquiDermAI: An Inclusive Deep-Generative Framework to Overcome Racial & Regional Barriers in Skin Disease Diagnosis.
     1 Use case summary table
     2 Use case description
     3 Use case requirements
     4 Sequence diagram
     5 References
Use Case 23: Empowering Student Mental Well-being with AI: Intelligent Journaling, Emotional Insights, and Personalized Growth
     1 Use case summary table
     2 Use Case Description:
     3 Use case requirements
     4 Sequence diagram
     5 References
Use Case 24: Brain-wave driven wheelchair for paralysis patients using EEG and ML.
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 25: Smart Watch based Integration System for Habituating Face Paralysis Monitoring.
     1 Use Case Summary Table
     2 Use Case Description
     3. Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 26: AI-Enhanced Organoid Platform for Pandemic Preparedness and Personalized Medicine
     1 Use Case Summary Table
     2 Use Case Summary Table
     3 Use case requirements
     4 Sequence Diagram Design
     5 References
Use Case 27: Multi-Cancer Early Screening with Non-contrast CT and Deep Learning.
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
4.2. Category 2: Climate Change
Use Case 1: GeoGPT: AI-driven Marine Ecosystem Monitoring and Protection
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 2: AI-Powered High-Precision Weather Forecasting Model
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 3: AI-powered Monitoring of Mangrove Biomass and Carbon Stocks
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 4: AIrth – AI for Energy Efficiency and Emissions Reduction.
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 5: LLM-driven creation of natural hazard geodatabase from digital mass media
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 6: AI-powered Precision Recycling System (WIMPLE)
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 7: LLM empowered smart hydrology
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 8: AI for green multi-cluster: Intelligent management towards green and low-carbon, large-scale multi-clusters
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 9: Combating wildlife trade with an advanced AI solution: a collaboration between Baidu PaddlePaddle and IFAW
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram ( Tobe updated)
     5 References
Use Case 10: Quartz Solar AI Cloudcasting - predicting cloud movements through satellite imagery
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 11: AI biodiversity monitoring
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 12: AI for Weather Prediction for Africa (Project Umoya)
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 13: Analysing Impact of Regional Weather on PLC-based Data Transmission in Malaysia, and Nigeria.
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 14: Remote Visual Tracking Using Semantic Scene Understanding and GenAI-based Predictive Rendering Under Disaster Situation
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 15: AI Enables New Energy Meteorological Power Forecast
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 16: AI-Driven Early Warning System for Oceanic Dead Zones
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 17: AI-Powered RF Signal Locator for Advanced Search and Rescue Operations
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 18: Cooling the Concrete Jungle: An AI-Enabled Urban Heat Island Mitigation Advisor for Sustainable Development.
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram and dashboard
     5 References
Use Case 19: Spatio-Temporal Microclimate Prediction using Deep Learning
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 20: AI-Based Real-Time Elephant Monitoring and Human Elephant Conflict Mitigation System
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5. References
Use Case 21: Driven Meteorological Modeling: Transforming Wind Speed and Direction Prediction
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 22: Polar Eco-Carbon Intelligence Platform (PECIP): an AI-Driven ESG Project for Climate Action and Global Sustainability
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 23: AI-Powered Chatbot for Disaster Response
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
4.3. Category 3: 5G
Use Case 1: AI Full-Process Low-Code Middle Platform Based on the ‘1+1+3+N’ Architecture
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 2: Empowering cloud network operation with self-intelligence through the network large model toolchain platform
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 3: AI-Driven Digital Twins for Energy-Efficient Telco Networks
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 4: Integrated AI and Wireless for Sustainable Mobile Network Evolutions
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 5: Generative Artificial Intelligence Content Security Detection and Protection Platform
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 6: The CloudTop: AI-driven Marketing and Service Intelligentized Applications of China Telecom Cloud
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 7: “Di Ting” Customer Service Agent
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 8: Intelligent Agent Framework and Practice for Network Operations and Maintenance Based on the Collaboration of Large and Small Models
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 9: Smart Assistant for Telecom Business Acceptance Based on the “Hui Xin” Large Language Model
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 10: AI-Driven RF-Based Object Detection and Classification for 5G-Advanced and Beyond
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 11: AI-Assisted Smart and Efficient Radio Access Networks
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 12: Dynamic Instance Switching in 5G Network Slices Based on Load
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 13: Intelligent Symbiosis: AI + 5G-A Redefining Sustainable Guardianship in Human-Wildlife Shared Zones
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 14: AI-Powered Network O&M, Ensuring Uninterrupted Network During Power Rationing
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 15: Digital green transformation of network infrastructure based on artificial intelligence
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 16: AI-Driven Predictive Beamforming for Climate-Resilient 5G/6G Networks
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 17: Anomaly Detection Across 5G Slices Using Federated Learning
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 18: GIS-Integrated Digital Twin for 5G/6G Energy Efficient Base Station
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 19: Bandwidth efficient live interaction with virtual 3D demonstrator using semantic communication and GenAI
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 20: AI-Driven Free Space Optical Communication System
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
4.4. Category 4: Productivity
Use Case 1: Non-Profit Organizations – AI Powered Registration Process
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 2: AI-Powered GaP Repository: Democratizing Access to Political Knowledge for Young Women in South Asia
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 3: HEART Engine is an AI-Powered Public Interest Tech Certification Platform to Build Future AI Public Interest Workforce
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 4: Making Everyone the Director of Their Own Life
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 5: Radiolytica - Leveraging AI Tools to Protect Communities from Harmful Content in Eastern DRC
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 6: Artificial Intelligence-Generated Content Moderation
     1 Use Case Summary Table
     2 Use Case Description
     4 Sequence Diagram
     5 References
Use Case 7: AI model to summarize, rate, and flag potentially harmful clauses found in terms of service or privacy policy agreements for digital services
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 8: Uncovering Delays: Leveraging Data Science and AI to Streamline Refugee Status Determination Procedures
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 9: Developing an AI-powered translation app to improve workplace safety at construction and shipbuilding worksites
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 10: FAHR Smart App - AI-powered HR Solutions for Government Employees
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 11: Virtual Legal Assistant of the Rights Mapping and Analysis Platform (RiMAP) to Improve Legal Analysis and Access to Rights and Solutions for Forcibly Displaced and Stateless Persons
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 12 : Implementation Framework for AI-Enabled HRM in UAE Limited Liability Companies
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 13: Lost in Translation? AI's Promise and Peril for Media in Low-Resource Languages
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 14: AI-Driven Wireless Audio Conference System for Smartphone
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 Reference
Use Case 15: AI-Powered Universal Communication Platform: Breaking Down Barriers Through Collaborative Innovation
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 16: AI Cyber Security Edge and Cloud based Intrusion Detection System for IoT
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 17: Attached Intelligence for Knowledge Workers: A Framework for Cognitive Resilience and Mindful Productivity
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 18: AI-Powered Talent Matching Platform
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
4.5. Category 5: Manufacturing
Use Case - 1: Morphing-BOT: Revolutionizing Global Infrastructure with AI-Powered Smart Inspection and Predictive Maintenance
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 2: AI-based Semiconductor Design Automation and Optimization
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 3: Intelligent Transmission Section Flow Control Agent in Power Systems
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case - 4: AI-Driven Virtual Try-On and Garment Generation System for Sustainable Indian Fashion
     1 Use Case Summary Table
     2. Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case - 5: Explosion-Proof Intelligent Inspection Robot Solution
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case - 6: Generative AI-Driven Full-Process Computer-Aided Design
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 7: AI Enables Intelligent Manufacturing of the Automobile Industry
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 8: The Artificial Intelligence Robot for Cement Testing
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 9: Synergy of Large Model and Small Model for Port Safety Management
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 10: AI-Based eXtended Reality Training for Automation
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case - 11: Industrial AI Quality Inspection Based on IndustryGPT Multimodal Industrial Large Model
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 12: AI-Based System for Assessing Health and Moisture Content of Concrete
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 13: AI Control System for Fusion Energy
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 14: CargoWaves: The AI-Driven Inland Transport Platform Designed to Transform Logistics and Transport Industry
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
4.6. Category 6: Finance
Use Case-1: MOF IntelliServe – AI-Powered Conversational & Document Intelligence for Financial Services
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case- 2: AI-Powered Price Negotiation Solution (Nego-Wiz)
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case- 3: AIZEN – CreditConnect-EV
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case- 4: AI-Powered Payroll Solution (AI Payroll Guard)
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case- 5: AI-Driven Financial Inclusion with Enhanced Consumer Protection via Mobile Networks in Zambia
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case- 6: AI for Fraud Detection in NGO Operations: Bringing Trust with Data-Driven Governance
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case- 7: Strengthening Financial Integrity and International Trust: UAE’s FATCA/CRS Framework
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case- 8 Sustainable Financing Partnership
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case-9: Receipt Guardian
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case- 10: Dynamic Threshold Adjustment for Credit Scoring: An Adaptive Optimization Approach for Subprime Lending
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case- 11: InsurVision - Intelligent Insurance Claim Analysis System
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case- 12: AI to lift people out of poverty
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
4.7. Category 7: Education
Use case-1: AI-Powered Math Teaching Assistant - Process-level Feedback & Assessment
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use case-2: QANDA – An AI Tutor for everyone, advancing equity in education
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use case-3: AI Helpy for AI Textbook
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use case -4: AI‑Powered Offline Learning for Higher Education in Crisis Zones
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use case -5: AI – Driven Virtual Instructor for 3D Virtual Electronics Lab
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use case- 6: AI-Powered Personalized Learning for Neurodivergent Students
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use case-7: UN Women AI School
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use case- 8: Little Signs
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use case -9: Using AI in Student Creative Art Translations and STEM Workshop
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 10: AI-Driven Personalization for Sustainable Development: Transforming Education, Wealth, Nutrition, and Health
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 11: Dubai AI & KHDA Smart School Finder
     1 Use Case Summary Table
     2 Use Case Description
     4 Sequence Diagram
     5 References
4.8. Category 8: Smart home/cities
Use Case - 1: Culturalink: AI-Driven World Cultural Linking and Interactions Engine
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case - 2: Yuanjing Integrated Urban Management Platform
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case - 3: AI-Enhanced Remote Sensing and Machine Learning for Detecting and Predicting Archaeological Areas at Saruq Al-Hadid Site
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case - 4: Artificial Intelligence + Robots Reconstruct Parking Space and Solve Urban Parking Problems
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 Future Work
     6 References
Use Case - 5: AI-Powered Video Ringback Tone
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case - 6: YI JIANG JIE: Cultural and Creative Explanation of Big-Scale Model
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 7: AstroOne: Harnessing Multimodal Astronomical Foundation Models to Pave a New Path for Humanity's Sustainable Development
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case - 8: AI-Based Signal Detection System for Residential TV Dish Alignment
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case - 9: Smart Housing Experience
     1 Use case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case - 10: AI-Powered Network Quality Prediction for Seamless Online Event Planning
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case - 11: AI-Powered Space Optimization for Low-Income Housing
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
4.9. Category 9: Accessibility
Use Case 1: Bridging the Digital Gap: AI Sign Language Interpretation Solution
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 2: AI-Driven Drowsiness Detection: Enhancing Road Safety through Inclusive and Real-Time Monitoring
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 3: From Silence to Speech: A Novel AI System for Speech Development for the Deaf Through Lip-Reading
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 4: On-Device Intelligence Empowers People with Disabilities and Smart Interaction Scenarios
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 5: AI-Powered Behavior Recognition for Developmental Disability
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 6: Fine-Tuning ASR Language Models for Underrepresented Low-Resource Languages
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     4 Sequence Diagram
     5 References
Use Case 7: Blind Metaverse
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     5 Reference
Use Case 8: AI-Powered Indian Sign Language (ISL) Detection and Translation
     1 Use Case Summary Table
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     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 9: Intelligent and Automatic System Interface Control System for Users with Disabilities
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     3 Use Case Requirements
     4 Sequence Diagram
     5 Refereneces
4.10. Category 10: Intelligent Transport
Use Case 1: Tanbeeh: Revolutionizing Safety and Efficiency with AI
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     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 2: Apollo Go: Pioneering Inclusive Mobility for the Visually Impaired
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     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 3: CargoWaves: The AI-Driven Inland Transport Platform Designed to Transform Logistics and Transport Industry
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 4: Low-Cost Decision Making for Group of Vehicles for Safe Mobility in V2X
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     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 5: Intelligent In-Vehicle Scenario Orchestration Agent System
     1 Use Case Summary Table
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     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 6: Enhancing Road Coordination Through Vehicle-to-Vehicle (V2V) Communication
     1 Use Case Summary Table
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     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 7: AI-Driven 6G-Enabled V2X Communications for Smart and Sustainable Mobility
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 8: AI for Intrusion in Vehicle-to-Vehicle (V2V) Communication
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 9: Environment-Based Endurance Testing in Autonomous Vehicles
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     3 Use Case Requirements
     4 Sequence Diagram
     5 References
4.11. Category 11: Smart Agriculture
Use Case 1: AI-Enabled Soil Analysis and Weather Station for Local Farmers
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 2: IoT-Based Solar-Powered Automatic Basin Irrigation System
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 3: AI-Powered Agricultural Contact Center for Farmers
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 4: Divine Farmer Agricultural AI Model
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 5: Edge AI and IoT-Powered System for Early Tomato Disease Detection and Smart Control
     1 Use Case Summary Table
     2 Use Case Description
     3 Use Case Requirements
     4 Sequence Diagram
     5 References
Use Case 6: Intelligent Soil Analyzer and Crop Fertilizers Advisory System
     1 Use case summary Table
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     3 Use case requirements
     4 Sequence diagram
     5 References