Treat source material as a control
Define a source boundary for an AI marketing task so claims, data, and examples are not mixed together.
The move: label what each source is allowed to do. Fact source Approved FAQs, product docs, pricing pages, and campaign measurement tables can support claims when they are current and owned. Pattern source Past emails, brand examples, and sample ads can teach structure or voice. They should not silently become factual proof. Context only Competitor pages, social posts, and raw comments can help the model understand the market, but they need human review before any claim is repeated. The source boundary is a small governance control. It reduces false claims, protects sensitive data, and makes review faster because every claim…
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