Government
LLM - Singapore's Trip Planning Recommender
Model Accuracy: 90%
Tags: #Government #LLM #Recommendation #Transport #Singapore #GenerativeAI
Background
The Singapore Land Authority’s (SLA) OneMap mapping service is the authoritative whole-of- government platform for sharing government agencies’ geospatial data of Singapore to our citizens and businesses. The platform is a trusted source for detailed and timely geospatial information, presented in an easily digestible visual and spatial format. It can be used to obtain street-level geospatial information or narrowed down to specific queries such as land ownership, school information and demographic data at a chosen location. Currently, popular features include routing, land information and demographic data.
As part of SLA's efforts to further engage with the public and bring added value to their lives, it aims to leverage Large Language Models (LLMs) like GPT to enhance the adoption of OneMap and build upon its strengths. The focus is to deliver features that cater to the local populace's specific needs and encourage more people to use OneMap for various purposes, from daily tasks to significant life decisions.
By incorporating LLMs, OneMap can offer highly personalised information based on users’ preferences. These new solutions should empower both existing and new users with reliable, and useful map-based information that contribute towards SLA’s vision of mainstreaming geospatial services.
Problem Statement
How can SLA leverage Generative AI technologies (such as GPT/Large Language Models) to develop innovative solutions on OneMap, which will offer existing and new users greater convenience, as well as personalised and useful map-based information?
Analytico Asia built a Large Language (LLM) Model that revolutionize spatial data services through an innovative approach that combines user-friendly design, generative AI technologies, and seamless data integration. By leveraging advanced technologies and key APIs, the solution enhances the appeal of OneMap for a diverse range of users, including families, property seekers, tourists, and businesses.
Key Features and Benefits:
Relevance & Mass Appeal: The solution ensures widespread adoption by addressing data gaps, offering a comprehensive understanding of spatial data, and catering to the needs of various user segments such as the public, real-estate agencies, logistic businesses, and public agencies.
Generative AI Technologies: Through Language Models, the solution enables intuitive and context-sensitive user interactions, enhancing the overall user experience. It provides enhanced search capabilities and generates localized content, making interactions more engaging and informative.
Data Integration: By leveraging OneMap APIs and integrating external sources like Google Search API, NEA Weather Data, and TripAdvisor Attractions API, the solution enriches its offerings. Businesses can securely integrate their information, ensuring user data privacy, and fostering a collaborative ecosystem.
Use Cases:
Personalized Routing: The solution offers context-aware routing suggestions based on user preferences, traffic conditions, and personalized points of interest, simplifying travel planning.
Advanced Land and Property Queries: Providing detailed land and property information, the solution becomes a valuable resource for the public and real estate industry, aiding informed decision-making.
Enhanced School Information: By offering comprehensive details about schools, including performance, admission criteria, and extracurricular activities, the solution assists parents, and the real estate industry in making educational choices.
Tourist Planner: The solution generates personalized itineraries for tourists, incorporating interests, budget, and time constraints. It provides a seamless travel experience by recommending historical sites and local cuisine.
Business Intelligence: Businesses benefit from insights into customer behavior and market trends, empowering them to make data-driven decisions, enhancing their competitive edge.
Personas:
Family Trip Planner: John, a busy father, effortlessly plans family outings using the solution’s generative capabilities, saving time, and ensuring a delightful experience for his family.
Personalized Property Finder: Jack and Emily find their dream home efficiently with OneMap, which filters options based on their preferences, commute times, and nearby amenities, streamlining their property search.
Tourist Planner: Simon explores Singapore's historical landmarks and hawker culture seamlessly, thanks to OneMap’s itinerary generation, enhancing his travel experience.
In summary, the proposed solution transforms OneMap into a versatile platform catering to diverse user needs, fostering convenience, efficiency, and informed decision-making. Its user-friendly design, generative AI technologies, and robust data integration make it a pioneering solution in the realm of spatial data services.