NP-11 Case Study

When AI Bypasses DLP: Pre-Anonymization

Source: anonym.community research

Summary

Research Source Microsoft Copilot Bypasses DLP Sensitivity Labels anonym.community March 2026 crawl View Source Microsoft 365 Copilot has been found to bypass sensitivity labels when processing documents. Documents labeled as 'Confidential' or 'Highly Confidential' with DLP policies restricting access are still accessible to Copilot for AI processing. Copilot summarizes, analyzes, and includes content from sensitivity-labeled documents in its responses, effectively circumventing the DLP framework that organizations invested in to protect PII and confidential data.

Evidence & Data Points

  • Microsoft 365 Copilot has been found to bypass sensitivity labels when processing documents. Documents labeled as 'Confidential' or 'Highly Confidential' with DLP policies restricting access are still accessible to Copilot for AI processing. Copilot summarizes, analyzes, and includes content from se

Solution

The Solution: How anonymize.solutions Addresses This Pre-AI Anonymization anonymize.solutions processes documents before they are indexed by Copilot or other AI tools. PII is replaced with typed tokens or encrypted values in the document content. When Copilot processes the document, it encounters only anonymized data — there is no PII to leak through AI responses. Enterprise Deployment Models The Self-Managed deployment model runs the anonymization engine within the organization's Microsoft 365 tenant. Documents are processed through automated workflows (Power Automate, Logic Apps) that anonymize content before it enters Copilot-accessible storage. No data leaves the organization's infrastructure. Selective Anonymization Not all PII needs removal. anonymize.solutions supports selecti

Try Free

Compliance Context

Compliance Mapping This pain point intersects with GDPR Article 25 (data protection by design), GDPR Article 32 (security of processing), and ISO 27001 Annex A.8 (asset management). When AI tools bypass existing controls, organizations need additional technical measures — anonymization provides a control that operates at the data layer, independent of access control mechanisms. anonymize.solutions's GDPR, HIPAA, PCI-DSS, ISO 27001, SOC 2 compliance coverage, combined with Customer-selected (SaaS: Hetzner DE, Private: dedicated, Self-Managed: on-prem) hosting, provides documented technica

Also from anonym.legal: anonymize.legal · blurgate.eu · privacyhub.legal · anonym.company · anonym.digital · anonym.management · anonym.marketing · anonym.agency

Published by George Curta, Founder of anonym.legal ·