Architecting Trust in AI

* **RAG's PII Shield: A Web Guide. Discover risks, tools, and strategies for building secure and compliant AI.** (Uses a more evocative title)

The Evolving Definition of Personal Information

Evolving privacy laws now cover more than basics. Defining "Personal Information" across regulations is crucial for a compliant RAG system. Explore key definitions below.

Deconstructing PII Risk in the RAG Pipeline

> The potential for PII leakage is present at every step of a RAG pipeline. Click on each element below to examine its specific vulnerabilities, associated threats, and primary mitigation strategies.

The Defender's Toolkit: Detection & Masking

Safeguarding PII demands a dual approach: precise identification and suitable redaction. This section examines key methods, emphasizing the crucial balance between privacy and data usability.

PII Masking Techniques

Explore masking techniques to understand their effect on semantic data value, crucial for Retrieval-Augmented Generation (RAG) performance.

Impact on Data Utility

Strategic Implementation Framework

Blanket PII masking fails. Success hinges on a risk-based strategy tailored to your application. Utilize the selector below for custom recommendations.

2. Recommended Strategic Framework