AI and your privacy rights.
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 24Open Source Data Anonymization Tools Compared
data-privacy · Aug 18Pseudonymization vs Anonymization Under GDPR
data-privacy · Aug 18Best GDPR Compliance Tools for AI: A Practitioner's Guide
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 18US State AI Laws 2026: Colorado, Texas, California, Illinois
policy · May 21Start 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.
- Open source anonymization tools
The open-source shortlist on its own terms, including database and test-data masking, and the three different jobs these tools are confused for.
- 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.
- 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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