We built a pipeline to monitor financial institutions via open‑source signals:

• Web scraping with robust scheduling and failure recovery.
• NLP entity and topic extraction to normalize noisy sources.
• Lightweight anomaly detection to flag regime shifts.

Results: strong precision at practical recall, with explainable signals for analysts.