EcoScan – Economic Risk & Market Intelligence AI

• 

  Eco Analyzer

Inspiration

Global economic events—policy changes, supply chain disruptions, climate risks—impact businesses instantly, yet most small businesses and investors lack the time or expertise to interpret their real-world consequences. We were inspired to build EcoScan to bridge this gap by converting overwhelming global news into clear, actionable economic intelligence that supports better decision-making.

What it does

EcoScan is an AI-powered economic risk analysis dashboard that:

Collects real-time global economic and market news

Identifies key risk and opportunity signals for a selected industry

Generates a structured economic risk report with actionable insights

Visualizes market sentiment to support faster understanding

Users simply select their industry, and EcoScan delivers a professional, decision-ready market intelligence report.

How we built it

EcoScan was built using a modern, efficient AI stack:

Large Language Model: LLaMA-3.3-70B via Groq for fast, high-quality economic reasoning

Data Source: Real-time news retrieval using DuckDuckGo Search

Interface: Gradio for an interactive, professional web dashboard

Visualization: Plotly for market sentiment charts

Deployment: Hugging Face Spaces for a stable, public demo

The system fetches recent news, filters relevant economic signals, analyzes risk using AI, and presents the results in a clean, structured format.

Challenges we ran into

Handling unstructured and noisy real-time news data

Designing prompts that consistently produce structured, professional economic reports

Balancing performance and cost while using large language models

Creating a user interface that looks professional and readable under hackathon time constraints

Accomplishments that we're proud of

Successfully integrating real-time news with AI-based economic reasoning

Building a fully deployed, end-to-end product within the hackathon timeline

Designing a professional, judge-friendly interface with actionable insights

Delivering a tool that demonstrates both technical depth and real economic utility

What we learned

Prompt engineering plays a critical role in producing reliable analytical outputs

Clean UI/UX significantly improves how judges perceive technical complexity

Real-time data combined with AI reasoning creates high practical value

Rapid prototyping and iteration are essential under tight deadlines

What's next for EcoScan – Economic Risk & Market Intelligence AI

Future improvements include:

Industry-specific risk models and deeper supply chain analysis

Historical trend tracking and long-term forecasting

Confidence scoring and explainability for AI-generated insights

Exportable reports (PDF/CSV) for business and investor use

Multi-language support to reach global markets

EcoScan aims to evolve into a comprehensive economic intelligence assistant for data-driven decision-makers.

Built With

• google-colab
• gradio
• groq
• hugging-face
• llama-3.3-70b
• plotly
• python