Is analytics integration necessary at the start of an AI audit?

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It is not strictly required, but analytics makes the findings far more precise. It shows which pages actually drive enquiries or sales and where users tend to drop off. This allows AI content optimisation to be linked not only to visibility, but also to tangible business outcomes.

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