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  Interface

What it does

MYProcAI is an agentic supply chain intelligence platform. It visualizes the global flow of critical commodities to Malaysia and uses an AI agent to perform real-time risk analysis. It identifies bottlenecks, geopolitical tensions, and logistics delays, segmenting these risks by country and providing deep reasoning for every "Stable" or "Disrupted" status. It also features an AI Risk Consultant for ad-hoc intelligence queries grounded in current global events.

How we built it

We built a full-stack application using React 19 and Express. The core intelligence is powered by Gemini 3 Flash, utilizing Google Search Grounding to fetch real-time global data. We implemented a custom D3.js mapping engine for visualization and used an in-memory SQLite database for lightning-fast commodity data retrieval. The UI was crafted with Tailwind CSS 4 and Motion for a high-end, responsive "dark luxury" experience.

Challenges we ran into

One major challenge was synchronizing the "agentic" search process with the UI. Agentic workflows take time to "think" and search, so we had to design intuitive loading states and defensive data guards to ensure the UI remained stable and transparent while the AI synthesized complex global data into structured JSON.

Accomplishments that we're proud of

We are particularly proud of the Agentic Risk Engine. It doesn't just summarize text; it consults a localized knowledge base, performs a targeted global search, and reconstructs a structured risk profile that procurement teams can actually use to make decisions. What we learned We learned how to effectively "ground" LLMs in both internal organizational knowledge and real-time external data. We also discovered that in high-stakes procurement, the "why" is just as important as the "what" leading us to implement a deep reasoning layer for every risk status.

What's next for MYProcAI

We plan to add real-time push notifications for "Black Swan" events, integrate with live shipping vessel tracking APIs, and allow multi-user collaboration so procurement teams can share and annotate risk intelligence in real-time.

Built With

• d3.js
• gemini
• motion
• node.js
• react
• topojson
• typescript