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The data roadmap

The five things you need to start seeing the benefits of AI in your company.

The five phases

Why the order matters

You cannot agree what a customer is across systems you cannot search. You cannot instrument a process nobody owns. You cannot pass a security review on a system whose data flows nobody has written down. Each phase is the ground the next one stands on, which is why doing them out of order feels like progress and produces none.

This is also why a small problem in an early phase outranks a large one later. A phase 0 gap at twelve percent likelihood beats a phase 4 gap at seventy, because the phase 4 work will not survive without it.

What this roadmap will not tell you

Which phase you are in. That is the one part that is specific to you, and reading five descriptions and picking the one that feels right is how companies end up two phases ahead of themselves. The diagnostic asks the questions that separate the phases, and it takes about six minutes.

Which phase are you in?

The ladder is the same for everyone. Where you are on it is not. Fourteen questions at most, about six minutes, no sign up.

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