Page 717 - AI for Good Innovate for Impact
P. 717

AI for Good Innovate for Impact



               (continued)

                Category       Smart home/cities
                Technology     AI, RPA (Robotic Process Automation), predictive analytics, system integration,
                Keywords       APIs, e-government, data interoperability, digital identity                         cities  4.8: Smart home/
                Data Availabil- Public / Private (MBRHE internal data, stakeholder APIs, anonymized customer
                ity            feedback datasets)

                Metadata       Text (forms, documents), Visual (design templates), Structured (application and
                (Type of Data)  eligibility data), Temporal (timelines, service stages)

                Model Train- AI models were trained using MBRHE historical customer applications, feed-
                ing      an d back logs, and partner data. Fine-tuning involved supervised learning for
                Fine-Tuning    eligibility scoring, predictive modeling for urgency detection, and integration
                               optimization for APIs.
                Testbeds or  Pilot phase completed with select customers and partners in 2023; full deploy-
                Pilot Deploy- ment started in 2024. Stakeholder feedback and usage data continuously
                ments          enhance the model.

                Code Reposi- Not publicly available; proprietary solution developed in collaboration with
                tories         private tech vendors.


               2      Use Case Description


               2�1     Description

               The Smart Housing Experience is an end-to-end AI-powered digital transformation initiative
               led by the Mohammed Bin Rashid Housing Establishment (MBRHE) in Dubai. The initiative
               addresses the challenge of fragmented and delayed housing services by offering a unified,
               intelligent, and predictive system that connects beneficiaries with land grants, loans,
               construction, maintenance, and support services in one seamless journey.

               The pipeline begins with document digitalization, followed by automated AI evaluation, and
               concludes with citizen interface modules through a digital dashboard and mobile services. This
               modular design enables efficient data intake, real-time eligibility assessment, and seamless
               interaction with stakeholders and customers.

               Main Features:

               •    Real-time AI-driven service recommendations
               •    Automated loan and grant approvals within minutes
               •    Pre-approved housing designs to speed up construction
               •    End-to-end API integration with Dubai Land Department, DEWA, Dubai Municipality,
                    Emirates Islamic Bank, and others
               •    Customer dashboard for service progress, alerts, and communication


               AI Models Trained:
               •    Eligibility Scoring Models: Classify customers based on financial, social, and historical
                    data
               •    Urgency Detection Models: Identify priority social cases using sentiment and profile
                    analytics



                                                                                                    681
   712   713   714   715   716   717   718   719   720   721   722