> For the complete documentation index, see [llms.txt](https://asknoel.gitbook.io/docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://asknoel.gitbook.io/docs/asknoels-tech/noels-intelligence/web-intelligence.md).

# Web Intelligence

Web Intelligence leverages advanced search APIs to retrieve **real-time, unstructured data** from publicly available sources. This tool activates when **predefined APIs lack the latest updates**, such as **breaking news, regulatory shifts, or macroeconomic developments**.

Using **intelligent keyword-based queries**, Web Intelligence scans the web for **relevant content**, which is then processed with **natural language processing (NLP) models** for:

* **Relevance filtering** to eliminate noise
* **Sentiment analysis** to gauge market impact
* **Contextual ranking** to prioritize critical insights

The extracted data is structured into **actionable intelligence**, allowing **ASKNOEL** to enhance its **market analysis** with **external insights**. Additionally, **automated triggers** enable continuous monitoring of **key topics**, ensuring **real-time tracking** of market trends, industry narratives, and potential risk factors.