AI privacy regulation & compliance.
Independent coverage of AI privacy: GDPR enforcement against AI products, training-data provenance, DSAR for model outputs, state-level privacy laws applied to ML, and the gap between corporate privacy claims and corporate privacy behavior.
How Federated Learning Protects Privacy, and Where It Stops
Data Privacy · Aug 24Pseudonymization vs Anonymization Under GDPR
Data Privacy · Aug 18GDPR Compliance Tools for AI: 6 Platforms Compared
Compliance · Aug 3GDPR Compliance for Machine Learning Models: Practical Guide
Compliance · Jul 20Best Synthetic Data Generation Tools for Privacy
Tools · Jul 19How to Anonymize Training Data: Methods and Compliance
Data Privacy · Jun 22Best Data Anonymization Tools: Open Source vs Enterprise
Data Privacy · Jun 21How Membership Inference Attacks Work, and Why They Matter
Policy · Jun 18CCPA and CPRA ADMT Rules for LLM Products
Policy · May 20Training Data Privacy: GDPR Data Subject Rights
Policy · May 19Start here
The reference pages this site is built around. Each one is sourced to primary documents and kept current as the guidance moves.
- Data anonymization tools compared
ARX, Presidio, Tonic.ai, K2View and the rest, ranked by data type, technique and whether the tool can evidence a re-identification risk score.
- Pseudonymization vs anonymization under GDPR
The line that decides whether the regulation applies at all, after the CJEU's 2025 SRB ruling and the EDPB pseudonymisation guidelines.
- Anonymizing machine learning training data
PII scrubbing, k-anonymity, differential privacy and synthetic data applied to training corpora, with the validation step most pipelines skip.
- California ADMT rules for LLM products
Pre-use notice, opt-out, appeal and risk-assessment duties under the finalized CPPA regulations, and which workflows they actually catch.
- DPIA template for LLM deployment
A working data-protection impact assessment structure for LLM systems: the sections a regulator expects, and the model-specific risks generic templates miss.
- Which rules apply to my deployment?
An interactive wizard that maps a deployment to its GDPR, EU AI Act and US state obligations. Runs entirely in your browser, stores nothing.
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