The 'unleash your potential' trap
Phrases like 'unleash your potential', 'elevate your lifestyle', and 'transform your routine' are AI tells. They used to be marketing tropes; now they are signals of an under-briefed generation. A buyer reading them instantly categorizes the listing as low effort.
The fix is to be specific in the brief. Materials, dimensions, use cases, certifications, country of origin, and the exact problem the product solves. The more factual anchors, the less room the model has to fill the page with empty modifiers.
A practical brief template
Try this six-slot template. Product name (as the buyer would search it). Platform. One-sentence audience. Six features as facts. One differentiator. One tone word. The whole template fits in a paragraph. The model has enough constraint to be specific, and the operator has enough structure to keep the brief honest.
When you are tempted to add 'and please make it sound exciting' — delete that line. The model is not a copywriter. It is a structured generator. Excitement is the operator's job.
Editing AI copy with ruthless specificity
The edit pass is where good operators make their money. Read each sentence and ask: 'Could this sentence describe any product in my category?' If the answer is yes, cut it or rewrite it with a specific product attribute. After three passes, the listing sounds like it was written by a person who actually held the product.
A useful test is to read the listing out loud. Sentences that stumble out loud are usually sentences that need rewriting. Sentences that flow are usually sentences that earn their place. The AI gives you a starting point; the spoken test gives you the finish line.