Working guides for growth, measurement and AI commerce teams. Every claim numbered, every source classified, every method stated before the number.
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ChatGPT shapes purchase decisions, but that doesn't make its ads valuable by default. The completion gap, who sees ads, and why the organic answer matters.
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