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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