Data Visualization: Interactive Graduate Employment Dashboard with AI Chatbot
A user needed to explore graduate employment trends across six Singapore universities using a raw CSV dataset of 1,550 records spanning 2013 to 2024. Manus built a full-stack interactive web dashboard featuring seven chart sections (salary trends, employment rates, degree comparisons, and more), an LLM-powered Q&A chatbot with tailored prompts for graduates and employers, and a warm Scandinavian visual design, iterating through multiple branding directions before delivering the final polished application.
Related Use Cases
Data Visualization: Build an Interactive Synthetic Opinion Explorer
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.
Real Estate: Interactive 3D Housing Property Viewer
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.
Social Media Analysis: Recent Social Sentiment Summary
A business needed to understand public opinion trends from a specific online community. Manus processed recent discussions to identify prevailing sentiments and key topics via Browser Operator Chrome extension. This provided a concise summary of community sentiment over a defined period, aiding in strategic communication planning.
Market Research: Interactive Persona Exploration
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.