Improve web accessibility by auto‑generating image captions. Uses vision‑language models to produce alt text for user‑uploaded images.
Forecast urban traffic levels to aid commuters.

Visualize where help is needed most—identify neighborhoods. Combine open datasets (census income, local NGO service locations, 311 calls).

Rapidly filter crisis‑related social posts during emergencies. Classifies tweets as “relevant” vs. “irrelevant” to disasters to aid responders.

Curb the spread of harmful rumors by detecting and flagging misinformation in real time. Stream tweets or Facebook posts containing keywords around critical topics (e.g., public health, elections).

Flags misleading or harmful content in social media posts and articles.

 Uses NLP to identify emotional manipulation, false claims, or source unreliability.

Food Bank Connector is a smart logistics platform that helps people locate nearby food banks and reserve real-time slots before arrival. Using interactive maps and live availability tracking, it reduces uncertainty, prevents overcrowding, and improves resource planning—ensuring faster access to food assistance with dignity and efficiency.

Ensure aid reaches those who need it most by optimizing resource allocation after disasters. Ingest simulated data on shelter locations, supplies stockpiles, and population clusters.

Reduce waste by directing surplus food to needy shelters. Solves a simple vehicle‑routing problem on donation and shelter locations (simulated).