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Labeling generative content: from regulatory requirement to product implementation
Several jurisdictions require labeling AI-generated content. Translating the requirement into product interaction is the real work.
China, the EU, and others increasingly require visible or implicit labeling of synthetic and generated content. For product teams, the question isn't whether to label, but how to do it compliantly without breaking the experience.
Explicit labeling usually requires a visible cue near the content; implicit labeling requires embedding invisible markers in file metadata or watermarks. Both are often needed together.
A common difficulty is cross-modal consistency: text, image, audio, and video are labeled differently, and traceability must survive sharing, downloading, and re-editing.
The pragmatic approach is to make labeling a default capability of the generation pipeline rather than an afterthought, and to keep generation logs for regulatory inquiries.