SECAI Core · phase 12 of 15

Watermarking

In data protection, methods and technologies that apply a unique anti-tamper signature or message to a copy of a document.

The Explain card

Plain English
Watermarking is the set of methods that apply a unique, tamper-resistant signature or message to a copy of a document, so you can prove its origin and spot whether it has been altered or leaked.
Example
Each copy of a proprietary training dataset shared with partners carries a slightly different hidden signature. When a copy turns up online, the signature reveals which partner leaked it.
Why it matters
Data and model artefacts are valuable and easy to copy. Watermarking gives defenders provenance and attribution, and deters insiders who know every copy is traceable.
Hook
Invisible ink that names the recipient.

Where it sits in the deck

Phase 12: Defensive Technologies and Secure Development Practices

Map defences directly to the attacks just catalogued — the technical controls, secure coding practices, and protective tools that harden AI and traditional systems alike.