Closed-loop activities
The analytical lens that reveals the activities most exposed to substitution.
A 'closed-loop' activity contains its own cycle: do → self-assess → correct and improve. The decisive question is: can this cycle close without external human judgment?
The central thesis
The more an activity can close its loop on its own — clear, measurable, self-correctable success criteria — the more automatable it is, and the more exposed to substitution. Conversely, activities whose loop only closes through human judgment (meaning, ethics, relationship, arbitration) are resilient: these are your 'anchor' activities.
The deliverable
Identification, across your jobs, of activities whose loop AI can close (the most at risk) and anchor activities to protect and value.
From analysis to action
These analytical lenses feed a concrete diagnostic and action priorities for your teams.
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