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    Adnan Khan
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    Notes

    Notes.

    Long-form thinking on AI, measurement and the marketing technology stack.

    10 October 2026 · 6 min

    Most NZ brands don't need a CDP yet. Fix these four things first.

    A customer data platform amplifies whatever data you feed it. Here are the four foundations to fix first, and the signs you're ready for a CDP.

    10 October 2026 · 6 min

    MMM vs attribution: what marketing mix modelling tells you that last-click never will

    Attribution shows which touchpoint was nearest a sale. Marketing mix modelling estimates what actually caused it. What MMM tells you, what it doesn't, and what to ask before you trust one.

    10 October 2026 · 5 min

    Your AI personalisation is only as good as your customer data

    Generative AI makes personalisation at scale possible, but only if the customer data underneath is unified, accurate and governed. What customer data infrastructure needs to look like.

    Adnan Khan

    Co-Founder, Stitch & Stitch Predict

    Auckland, New Zealand

    © 2026 Adnan Khan

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    adnan.khan@me.com+64 27 513 0110