The questions regulated teams actually ask
Direct answers first, depth after. Every page opens with a ~100-word answer, cites primary sources, and shows when it was last reviewed — because most of these questions now get asked to an AI assistant, and the assistant deserves a source worth citing.
Technology
What is reversible PII tokenization?
Reversible PII tokenization replaces sensitive values in a prompt with consistent placeholders — "Sarah Thompson" becomes <PERSON_7K9X> — before the text reaches an AI model, then restores the real values in the response after it returns. Unlike permanent redaction, the answer comes back readable; unlike blocking, the work continues. The mapping between placeholder and real value lives in an encrypted vault (AES-256-GCM) with a short time-to-live — 15 minutes by default — so the restore window closes automatically. The AI provider only ever sees placeholders.
Read the answerWhat is DLP for LLMs?
DLP (data loss prevention) for LLMs is the control layer that stops sensitive data leaving your organisation through AI prompts and uploads. Traditional DLP watches files at rest, email, and endpoints — but text typed into ChatGPT’s input box usually walks straight past it. LLM-focused DLP closes that gap with three possible responses: block the prompt (stops work), flag it for review (after the fact), or mask the sensitive values and forward the rest (work continues, data stays). The architectures differ mainly in where they sit — network edge, endpoint agent, or in the browser at the point of use.
Read the answerAbout these pages
Who writes these answers?
The NeutralAI team — an AI security engineering group focused on PII detection and masking for regulated UK teams. Every date, quote, and statistic is checked against primary sources before publication, and each page shows when it was last reviewed.
Are these pages legal advice?
No. They summarise guidance, law, and technology honestly for orientation. For decisions about your firm’s specific obligations, take advice from your own counsel or DPO — and read the primary sources we link on every page.
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