A layered horizontal visualisation of the three stages of organisational innovation flow — Externalization, Objectivation, Internalization — with AI tool icons distributed across the layers. Some icons are positioned as connecting bridges between stages, rendered in teal to indicate supportive function. Other icons appear between layers in amber tones, illustrating points where automation interrupts the flow rather than supporting it. The composition reads left to right as a flow diagram, with the AI icons annotated by function: orchestration, memory, premature stabilisation, displaced sensemaking.

AI and Innovation Flow: Where Automation Helps and Where It Fragments

AI and Innovation Flow: Where Automation Helps and Where It Fragments The Question Behind the AI Roll-Out Three Stages, Three Distinct AI Relationships What the Research Surfaced Four Mechanisms by Which[…]