AI Output Similarity Is a Clearance Problem

Principle: Training rights do not clear every output. The separate output question A model can produce a specific output that resembles protected expression. That is a publish-side problem. It asks whether the asset the company will use is too close to someone else's work, brand, likeness, or protected material. Why intent is not enough The model did not intend to copy, but the business intends to publish. Review the output like any other draft: compare expression, not just theme; look for recognizable lines, characters, compositions, lyrics, or branded elements; and escalate when similarity could matter. The habit Create a familiarity…

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