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Your export is carrying more than pixels. We audited the metadata, watermarks, and C2PA credentials left by common generative image, video, and audio tools, then traced what survives editing, screenshots, and social uploads. Here is the pre-publish checklist and the disclosure decisions product teams should make explicit.
A cloned voice can pass a 15-second demo and still fall apart in a support call, a noisy car, or a 20-minute narration. Here is a compact 2026 test plan for speaker similarity, artifacts, latency, and cost—plus a procurement checklist that survives contact with real users.
Policy pages do not stop a bad generation. These seven interface and API patterns, from authorization flows to consent receipts and C2PA export prompts, turn consent into something users can see, use, and revoke.