
Organizations struggle to monitor dynamic conditions across a geographic area. Manus processed diverse data streams to generate an interactive heatmap of real-time congestion. This provided immediate visual insights for operational planning and resource allocation.

This project addressed the challenge of understanding complex simulated data by enabling users to interactively explore and visualize large datasets. The portal lets people query a large database of AI-generated personas and visualize simulated public opinion across demographics and geography. Manus reviewed the uploaded spec, architected the full-stack application, built interactive features including map visualization, sentiment charts, streaming responses, query history, and CSV export, then deployed the finished tool as a live website.

A property buyer needed a way to evaluate and compare all 23 HDB BTO projects launched in Singapore since January 2025, including unit views, sun exposure, pricing, and walkability to nearby amenities. Manus researched each project from official brochures, built a config-driven 3D viewer with satellite views, sun path analysis, walking distance calculations, price-per-sqm comparisons, and a map-based project selector, delivering a universal tool that works across all projects with seamless switching.

This solution addressed the challenge of understanding diverse public opinions. Manus uses a large dataset of simulated persona of US population to run surveys, enabling dynamic exploration of various demographic segments. The outcome was enhanced insights into audience perspectives, supporting more informed strategic planning.

Users needed a comprehensive platform to search, filter, and evaluate schools across multiple complex criteria, so Manus engineered a full-stack web application based on a government-provided school dataset. The final product delivered an interactive map featuring a side-by-side comparison interface for up to three schools and an integrated AI chatbot to help users seamlessly navigate the extensive dataset.