Titles and attributes at scale with AI: generate, validate and measure without breaking the feed

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How to use a language model to rewrite thousands of titles and fill in attributes (material, colour, highlights) from the spec sheet and the search terms, the validation rules that stop the AI making things up (length, existing attributes only, no promos, no shouting caps), the batch workflow with sampled review, delivery through a supplemental feed and the per-category test that proves the effect.

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