A prompt that just gives an AI a product name and asks for a description leaves the model filling in specific details — materials, dimensions, features — from pattern-matching, not from your real product data. Sometimes it's right by coincidence. Sometimes it's confidently wrong.
The fix:
feed the model your actual spec sheet or structured product attributes as part of the prompt, and instruct it to only describe what's explicitly provided — not to fill gaps with plausible-sounding guesses. Real input in, real output out.
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