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Where AI is and isn't changing growth economics.

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AI

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AI personalisation is only as good as the data feeding it

Personalisation on messy first-party data doesn't fail loudly. It just quietly personalises confidently on the wrong signal.

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What generative creative tools actually changed for testing

More variants, faster. Not a replacement for knowing which variant to test.

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