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Tooling substitution

What Is Tooling Substitution in AI Adoption?

In short

Tooling substitution is buying the artefacts of change, such as a portal, a pipeline or AI assistants, instead of changing how work flows. It is the most common failure in AI adoption, and it is attractive precisely because a purchase is easier to approve than a redesign.

Updated 24 September 20261 min read

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